diff --git a/docs/SUMMARY.md b/docs/SUMMARY.md
index d00ffd98..a5ee7b18 100644
--- a/docs/SUMMARY.md
+++ b/docs/SUMMARY.md
@@ -79,6 +79,7 @@
     * [Claude Fable Latest](api-references/text-models-llm/Anthropic/claude-fable-latest.md)
     * [Claude 3 Haiku](api-references/text-models-llm/Anthropic/claude-3-haiku.md)
     * [Claude Opus 4](api-references/text-models-llm/Anthropic/claude-opus-4.md)
+    * [Claude Opus 4.7 Fast](api-references/text-models-llm/Anthropic/claude-opus-4.7-fast.md)
   * [Arcee AI](api-references/text-models-llm/Arcee-AI/README.md)
     * [Coder Large](api-references/text-models-llm/Arcee-AI/coder-large.md)
     * [Trinity Large Thinking](api-references/text-models-llm/Arcee-AI/trinity-large-thinking.md)
diff --git a/docs/api-references/model-database.md b/docs/api-references/model-database.md
index c78721cd..f0af2c05 100644
--- a/docs/api-references/model-database.md
+++ b/docs/api-references/model-database.md
@@ -46,7 +46,7 @@ Can't find the model you need? Join our [Discord community](https://discord.gg/8
 
 ### Text Models (LLM)
 
-<table data-header-hidden="false" data-header-sticky data-full-width="true"><thead><tr><th width="297.4000244140625">Model ID + API Reference link</th><th width="134.20001220703125">Developer</th><th width="105.79998779296875">Context</th><th>Model Card</th></tr></thead><tbody><tr><td><a href="text-models-llm/OpenAI/gpt-3.5-turbo.md">gpt-3.5-turbo</a></td><td>Open AI</td><td>16,000</td><td><a href="https://aimlapi.com/models/chat-gpt-3-5">Chat GPT 3.5 Turbo</a></td></tr><tr><td><a href="text-models-llm/OpenAI/gpt-3.5-turbo.md">gpt-3.5-turbo-0125</a></td><td>Open AI</td><td>16,000</td><td><a href="https://aimlapi.com/models/chat-gpt-3-5-turbo-0125">Chat GPT-3.5 Turbo 0125</a></td></tr><tr><td><a href="text-models-llm/OpenAI/gpt-3.5-turbo.md">gpt-3.5-turbo-1106</a></td><td>Open AI</td><td>16,000</td><td><a href="https://aimlapi.com/models/chat-gpt-3-5-turbo-1106">Chat GPT-3.5 Turbo 1106</a></td></tr><tr><td><a href="text-models-llm/OpenAI/gpt-4o.md">gpt-4o-2024-08-06</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-4o-2024-08-06-api">GPT-4o-2024-08-06</a></td></tr><tr><td><a href="text-models-llm/OpenAI/gpt-4o.md">gpt-4o-2024-05-13</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-4o-2024-05-13-api">GPT-4o-2024-05-13</a></td></tr><tr><td><a href="text-models-llm/OpenAI/gpt-4o-mini.md">gpt-4o-mini</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/chat-gpt-4o-mini">Chat GPT 4o mini</a></td></tr><tr><td><a href="text-models-llm/OpenAI/gpt-4o-mini.md">gpt-4o-mini-2024-07-18</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/chat-gpt-4o-mini">GPT 4o mini</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-4o-search-preview.md">gpt-4o-search-preview</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-4o-search-preview-api">GPT-4o Search Preview</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-4o-mini-search-preview.md">gpt-4o-mini-search-preview</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-4o-mini-search-preview-api">GPT-4o Mini Search Preview</a></td></tr><tr><td><a href="text-models-llm/OpenAI/o1.md">o1</a></td><td>Open AI</td><td>200,000</td><td><a href="https://aimlapi.com/models/openai-o1-api">OpenAI o1</a></td></tr><tr><td><a href="text-models-llm/openai/o3.md">openai/o3-2025-04-16</a></td><td>Open AI</td><td>200,000</td><td><a href="https://aimlapi.com/models/o3">o3</a></td></tr><tr><td><a href="text-models-llm/OpenAI/o3-mini.md">o3-mini</a></td><td>Open AI</td><td>200,000</td><td><a href="https://aimlapi.com/models/openai-o3-mini-api">OpenAI o3 mini</a></td></tr><tr><td><a href="text-models-llm/openai/o3-pro.md">openai/o3-pro</a></td><td>Open AI</td><td>200,000</td><td><a href="https://aimlapi.com/models/o3-pro">o3-pro</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-4.1.md">openai/gpt-4.1-2025-04-14</a></td><td>Open AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gpt-4-1">GPT-4.1</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-4.1-mini.md">openai/gpt-4.1-mini-2025-04-14</a></td><td>Open AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gpt-4-1-mini-api">GPT-4.1 Mini</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-4.1-nano.md">openai/gpt-4.1-nano-2025-04-14</a></td><td>Open AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gpt-4-1-nano-api">GPT-4.1 Nano</a></td></tr><tr><td><a href="text-models-llm/openai/o4-mini.md">openai/o4-mini-2025-04-16</a></td><td>Open AI</td><td>200,000</td><td><a href="https://aimlapi.com/models/gpt-o4-mini-2025-04-16">GPT-o4-mini-2025-04-16</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-oss-20b.md">openai/gpt-oss-20b</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-oss-20b">GPT OSS 20B</a></td></tr><tr><td><a href="text-models-llm/tencent/hy3.md">tencent/hy3</a></td><td>Tencent</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-oss-120b.md">openai/gpt-oss-120b</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-oss-120b">GPT OSS 120B</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5.md">openai/gpt-5-2025-08-07</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5">GPT-5</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-mini.md">openai/gpt-5-mini-2025-08-07</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-mini">GPT-5 Mini</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-nano.md">openai/gpt-5-nano-2025-08-07</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-nano">GPT-5 Nano</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-chat.md">openai/gpt-5-chat-latest</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-chat">GPT-5 Chat</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-1.md">openai/gpt-5-1</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-5-1">GPT-5.1</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-1-chat-latest.md">openai/gpt-5-1-chat-latest</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-5-1-chat-latest">GPT-5.1 Chat Latest</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-1-codex.md">openai/gpt-5-1-codex</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-1-codex">GPT-5.1 Codex</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-1-codex-mini.md">openai/gpt-5-1-codex-mini</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-1-codex-mini">GPT-5.1 Codex Mini</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5.2.md">openai/gpt-5-2</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-2">GPT-5.2</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5.2-chat-latest.md">openai/gpt-5-2-chat-latest</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-2-chat-latest">GPT-5.2 Chat Latest</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5.2-pro.md">openai/gpt-5-2-pro</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-2-pro">GPT-5.2 Pro</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5.2-codex.md">openai/gpt-5-2-codex</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-2-codex">GPT-5.2 Codex</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5.3-codex.md">openai/gpt-5-3-codex</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-3-codex">GPT-5.3 Codex</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-4.md">openai/gpt-5-4</a></td><td>Open AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gpt-5-4">GPT-5.4</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-4-pro.md">openai/gpt-5-4-pro</a></td><td>Open AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gpt-5-4-pro">GPT-5.4 Pro</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-5.md">openai/gpt-5-5</a></td><td>Open AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gpt-5-5">GPT-5.5</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-5-pro.md">openai/gpt-5-5-pro</a></td><td>Open AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gpt-5-5-pro">GPT 5.5 Pro</a></td></tr><tr><td><a href="text-models-llm/anthropic/claude-opus-4.1.md">anthropic/claude-opus-4.1<br>claude-opus-4-1<br>claude-opus-4-1-20250805</a></td><td>Anthropic</td><td>200,000</td><td><a href="https://aimlapi.com/models/claude-opus-4-1">Claude Opus 4.1</a></td></tr><tr><td><p><a href="text-models-llm/anthropic/claude-4-5-sonnet.md">claude-sonnet-4-5-20250929</a></p><p><a href="text-models-llm/anthropic/claude-4-5-sonnet.md">anthropic/claude-sonnet-4.5</a></p><p><a href="text-models-llm/anthropic/claude-4-5-sonnet.md">claude-sonnet-4-5</a></p></td><td>Anthropic</td><td>200,000</td><td><a href="https://aimlapi.com/models/claude-4-5-sonnet">Claude 4.5 Sonnet</a></td></tr><tr><td><p><a href="text-models-llm/anthropic/claude-4.5-haiku.md">anthropic/claude-haiku-4.5</a><br><a href="text-models-llm/anthropic/claude-4.5-haiku.md">claude-haiku-4-5</a></p><p><a href="text-models-llm/anthropic/claude-4.5-haiku.md">claude-haiku-4-5-20251001</a></p></td><td>Anthropic</td><td>200,000</td><td><a href="https://aimlapi.com/models/claude-4-5-haiku">Claude 4.5 Haiku</a></td></tr><tr><td><a href="text-models-llm/anthropic/claude-4.5-opus.md">anthropic/claude-opus-4-5<br>claude-opus-4-5<br>claude-opus-4-5-20251101</a></td><td>Anthropic</td><td>200,000</td><td><a href="text-models-llm/anthropic/claude-4.5-opus.md">Claude 4.5 Opus</a></td></tr><tr><td><a href="text-models-llm/anthropic/claude-4.6-opus.md">anthropic/claude-opus-4-6</a></td><td>Anthropic</td><td>200,000</td><td><a href="https://aimlapi.com/models/claude-opus-4-6">Claude 4.6 Opus</a></td></tr><tr><td><a href="text-models-llm/anthropic/claude-4.6-sonnet.md">anthropic/claude-sonnet-4.6<br>anthropic/claude-sonnet-4-6-20260218</a></td><td>Anthropic</td><td>200,000</td><td><a href="https://aimlapi.com/models/claude-sonnet-4-6">Claude Sonnet 4.6</a></td></tr><tr><td><a href="text-models-llm/anthropic/claude-4.7-opus.md">anthropic/claude-opus-4-7<br>claude-opus-4-7</a></td><td>Anthropic</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/claude-opus-4-7">Claude Opus 4.7</a></td></tr><tr><td><a href="text-models-llm/anthropic/claude-4.8-opus.md">anthropic/claude-opus-4-8<br>claude-opus-4-8</a></td><td>Anthropic</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/claude-opus-4-8">Claude Opus 4.8</a></td></tr><tr><td><a href="text-models-llm/Anthropic/claude-sonnet-5.md">anthropic/claude-sonnet-5</a></td><td>Anthropic</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Alibaba-Cloud/Qwen2.5-7B-Instruct-Turbo.md">Qwen/Qwen2.5-7B-Instruct-Turbo</a></td><td>Alibaba Cloud</td><td>32,000</td><td><a href="https://aimlapi.com/models/qwen-2-5-7b-instruct-api">Qwen 2.5 7B Instruct Turbo</a></td></tr><tr><td><a href="text-models-llm/Alibaba-Cloud/qwen-plus.md">qwen-plus</a></td><td>Alibaba Cloud</td><td>131,000</td><td><a href="https://aimlapi.com/models/qwen-plus-api">Qwen Plus</a></td></tr><tr><td><a href="text-models-llm/Alibaba-Cloud/qwen-turbo.md">qwen-turbo</a></td><td>Alibaba Cloud</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/qwen-turbo-api">Qwen Turbo</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-32b.md">alibaba/qwen3-32b</a></td><td>Alibaba Cloud</td><td>131,000</td><td><a href="https://aimlapi.com/models/qwen3-32b">Qwen3-32B</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-coder-480b-a35b-instruct.md">alibaba/qwen3-coder-480b-a35b-instruct</a></td><td>Alibaba Cloud</td><td>262,000</td><td><a href="https://aimlapi.com/models/qwen3-coder-480b-a35b-instruct">Qwen3 Coder</a></td></tr><tr><td><a href="text-models-llm/Mistral-AI/labs-leanstral-1-5.md">mistral/labs-leanstral-1-5</a></td><td>Mistral AI</td><td>256,000</td><td>-</td></tr><tr><td><a href="text-models-llm/baidu/ernie-5.0.md">baidu/ernie-5.0</a></td><td>Baidu</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-235b-a22b-thinking-2507.md">alibaba/qwen3-235b-a22b-thinking-2507</a></td><td>Alibaba Cloud</td><td>262,000</td><td><a href="https://aimlapi.com/models/qwen3-235b-a22b">Qwen3 235B A22B Thinking</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-next-80b-a3b-instruct.md">alibaba/qwen3-next-80b-a3b-instruct</a></td><td>Alibaba Cloud</td><td>262,000</td><td><a href="https://aimlapi.com/models/qwen3-next-80b-a3b-instruct">Qwen3-Next-80B-A3B Instruct</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-next-80b-a3b-thinking.md">alibaba/qwen3-next-80b-a3b-thinking</a></td><td>Alibaba Cloud</td><td>262,000</td><td><a href="https://aimlapi.com/models/qwen3-next-80b-a3b-thinking">Qwen3-Next-80B-A3B Thinking</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-max-preview.md">alibaba/qwen3-max-preview</a></td><td>Alibaba Cloud</td><td>258,000</td><td><a href="text-models-llm/alibaba-cloud/qwen3-max-preview.md">Qwen3-Max Preview</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-max-instruct.md">alibaba/qwen3-max-instruct</a></td><td>Alibaba Cloud</td><td>262,000</td><td><a href="text-models-llm/alibaba-cloud/qwen3-max-instruct.md">Qwen3-Max Instruct</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-omni-30b-a3b-captioner.md">qwen3-omni-30b-a3b-captioner</a></td><td>Alibaba Cloud</td><td>65,000</td><td><a href="text-models-llm/alibaba-cloud/qwen3-omni-30b-a3b-captioner.md">qwen3-omni-30b-a3b-captioner</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-vl-32b-instruct.md">alibaba/qwen3-vl-32b-instruct</a></td><td>Alibaba Cloud</td><td>126,000</td><td><a href="https://aimlapi.com/models/qwen3-vl-32b-instruct">Qwen3 VL 32B Instruct</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-vl-32b-thinking.md">alibaba/qwen3-vl-32b-thinking</a></td><td>Alibaba Cloud</td><td>126,000</td><td><a href="https://aimlapi.com/models/qwen3-vl-32b-thinking">Qwen3 VL 32B Thinking</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.5-plus.md">alibaba/qwen3.5-plus-20260218</a></td><td>Alibaba Cloud</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/qwen3-5-plus">Qwen3.5 Plus</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.5-omni-plus.md">alibaba/qwen3.5-omni-plus</a></td><td>Alibaba Cloud</td><td>256,000</td><td><a href="https://aimlapi.com/models/qwen3-5-omni-plus">Qwen3.5 Omni Plus</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.5-omni-flash.md">alibaba/qwen3.5-omni-flash</a></td><td>Alibaba Cloud</td><td>256,000</td><td><a href="https://aimlapi.com/models/qwen3-5-omni-flash">Qwen3.5 Omni Flash</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.5-flash.md">alibaba/qwen3.5-flash</a></td><td>Alibaba Cloud</td><td>262,144</td><td><em>Coming Soon</em></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.6-27b.md">alibaba/qwen3.6-27b</a></td><td>Alibaba Cloud</td><td>262,144</td><td><a href="https://aimlapi.com/models/qwen-3-6-27b">Qwen 3.6 27B</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.6-35b-a3b.md">alibaba/qwen3.6-35b-a3b</a></td><td>Alibaba Cloud</td><td>262,144</td><td><a href="https://aimlapi.com/models/qwen3-6-35b-a3b">Qwen3.6-35B-A3B</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.6-flash.md">alibaba/qwen3.6-flash</a></td><td>Alibaba Cloud</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/qwen3-5-flash">Qwen3.5 Flash</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.6-plus.md">alibaba/qwen3.6-plus</a></td><td>Alibaba Cloud</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/qwen3-6-plus">Qwen3.6-Plus</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.6-max-preview.md">alibaba/qwen3.6-max-preview</a></td><td>Alibaba Cloud</td><td>262,144</td><td><a href="https://aimlapi.com/models/qwen3-6-max-preview">Qwen3.6 Max Preview</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.7-max.md">alibaba/qwen3.7-max</a></td><td>Alibaba Cloud</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/qwen3-7-max">Qwen3.7 Max</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.7-plus.md">alibaba/qwen3.7-plus</a></td><td>Alibaba Cloud</td><td>1,000,000</td><td>Qwen3.7 Plus</td></tr><tr><td><a href="text-models-llm/Anthracite/magnum-v4.md">anthracite-org/magnum-v4-72b</a></td><td>Anthracite</td><td>32,000</td><td><a href="https://aimlapi.com/models/magnum-v4-72b-api">Magnum v4 72B</a></td></tr><tr><td><a href="text-models-llm/baidu/ernie-4.5-vl-424b-a47b.md">baidu/ernie-4.5-vl-424b-a47b</a></td><td>Baidu</td><td>123,000</td><td><a href="https://aimlapi.com/models/ernie-4-5-vl">ERNIE 4.5 VL</a></td></tr><tr><td><a href="text-models-llm/bytedance/seed-1.8.md">bytedance/seed-1-8</a></td><td>ByteDance</td><td>256,000</td><td><a href="https://aimlapi.com/models/seed-1-8">Seed 1.8</a></td></tr><tr><td><a href="text-models-llm/bytedance/dola-seed-2.0-mini.md">bytedance/dola-seed-2-0-mini</a></td><td>ByteDance</td><td>256,000</td><td><a href="https://aimlapi.com/models/dola-seed-2-0-mini">Dola Seed 2.0 Mini</a></td></tr><tr><td><a href="text-models-llm/bytedance/dola-seed-2.0-lite.md">bytedance/dola-seed-2-0-lite</a></td><td>ByteDance</td><td>256,000</td><td><a href="https://aimlapi.com/models/dola-seed-2-0-lite">Dola Seed 2.0 Lite</a></td></tr><tr><td><a href="text-models-llm/bytedance/dola-seed-2.0-pro.md">bytedance/dola-seed-2-0-pro</a></td><td>ByteDance</td><td>256,000</td><td><a href="https://aimlapi.com/models/dola-seed-2-0-pro">Dola Seed 2.0 Pro</a></td></tr><tr><td><a href="text-models-llm/bytedance/dola-seed-2.0-code.md">bytedance/dola-seed-2-0-code</a></td><td>ByteDance</td><td>256,000</td><td><a href="https://aimlapi.com/models/dola-seed-2-0-code">Dola Seed 2.0 Code</a></td></tr><tr><td><a href="text-models-llm/cohere/command-a.md">cohere/command-a</a></td><td>Cohere</td><td>256,000</td><td><a href="https://aimlapi.com/models/command-a">Command A</a></td></tr><tr><td><a href="text-models-llm/DeepSeek/deepseek-chat.md">deepseek-chat or<br>deepseek/deepseek-chat or<br>deepseek/deepseek-chat-v3-0324</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-v3">DeepSeek V3</a></td></tr><tr><td><a href="text-models-llm/DeepSeek/deepseek-r1.md">deepseek/deepseek-r1 or<br>deepseek-reasoner</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-r1-api">DeepSeek R1</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-chat-v3.1.md">deepseek/deepseek-chat-v3.1</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-v3-1-chat">DeepSeek V3.1 Chat</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-reasoner-v3.1.md">deepseek/deepseek-reasoner-v3.1</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-v3-1-reasoner">DeepSeek V3.1 Reasoner</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-reasoner-v3.2-exp-thinking.md">deepseek/deepseek-thinking-v3.2-exp</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-v3-2-exp-thinking">DeepSeek V3.2-Exp Thinking</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-reasoner-v3.2-exp-non-thinking.md">deepseek/deepseek-non-thinking-v3.2-exp</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-v3-2-exp-non-thinking">DeepSeek V3.2-Exp Non-Thinking</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-reasoner-v3.1-terminus.md">deepseek/deepseek-reasoner-v3.1-terminus</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-v3-1-terminus-reasoning">DeepSeek V3.1 Terminus Reasoning</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-non-reasoner-v3.1-terminus.md">deepseek/deepseek-non-reasoner-v3.1-terminus</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-v3-1-terminus-non-reasoning">DeepSeek V3.1 Terminus Non-Reasoning</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-v4-pro.md">deepseek/deepseek-v4-pro</a></td><td>DeepSeek</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/deepseek-v4-pro">DeepSeek V4 Pro</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-v4-flash.md">deepseek/deepseek-v4-flash</a></td><td>DeepSeek</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/deepseek-4">DeepSeek 4 Flash</a></td></tr><tr><td><a href="text-models-llm/google/gemini-2.5-flash-lite-preview.md">google/gemini-2.5-flash-lite-preview</a></td><td>Google</td><td>1,000,000</td><td>–</td></tr><tr><td><a href="text-models-llm/google/gemini-2.5-flash.md">google/gemini-2.5-flash</a></td><td>Google</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gemini-2-5-flash-api">Gemini 2.5 Flash</a></td></tr><tr><td><a href="text-models-llm/google/gemini-3-flash-preview.md">google/gemini-3-flash-preview</a></td><td>Google</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gemini-3-flash">Gemini 3 Flash</a></td></tr><tr><td><a href="text-models-llm/google/gemini-2.5-pro.md">google/gemini-2.5-pro</a></td><td>Google</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gemini-pro-2-5-api">Gemini 2.5 Pro</a></td></tr><tr><td><a href="text-models-llm/Google/gemma-4-26b-a4b-it.md">google/gemma-4-26b-a4b-it-maas</a></td><td>Google</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/google/gemma-3.md">google/gemma-3-4b-it</a></td><td>Google</td><td>128,000</td><td><a href="https://aimlapi.com/models/gemma-3-4b-api">Gemma 3 (4B)</a></td></tr><tr><td><a href="text-models-llm/google/gemma-3.md">google/gemma-3-12b-it</a></td><td>Google</td><td>128,000</td><td><a href="https://aimlapi.com/models/gemma-3-12b-api">Gemma 3 (12B)</a></td></tr><tr><td><a href="text-models-llm/google/gemma-3.md">google/gemma-3-27b-it</a></td><td>Google</td><td>128,000</td><td><a href="https://aimlapi.com/models/gemma-3-27b-api">Gemma 3 (27B)</a></td></tr><tr><td><a href="text-models-llm/google/gemma-3n-4b.md">google/gemma-3n-e4b-it</a></td><td>Google</td><td>8,192</td><td><a href="https://aimlapi.com/models/gemma-3n-4b">Gemma 3n 4B</a></td></tr><tr><td><a href="text-models-llm/google/gemini-3-1-pro-preview.md">google/gemini-3-1-pro-preview</a></td><td>Google</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gemini-3-1-pro">Gemini 3.1 Pro</a></td></tr><tr><td><a href="text-models-llm/google/gemini-3-1-flash-lite-preview.md">google/gemini-3-1-flash-lite-preview</a></td><td>Google</td><td>1,048,576</td><td><a href="https://aimlapi.com/models/gemini-3-1-flash">Gemini 3.1 Flash Lite</a></td></tr><tr><td><a href="text-models-llm/google/gemini-3-1-flash-lite.md">google/gemini-3-1-flash-lite</a></td><td>Google</td><td>1,050,000</td><td><a href="https://aimlapi.com/models/gemini-3-1-flash">Gemini 3.1 Flash Lite</a></td></tr><tr><td><a href="text-models-llm/google/gemma-4-31b-it.md">google/gemma-4-31b-it</a></td><td>Google</td><td>262,000</td><td><a href="https://aimlapi.com/models/gemma-4-31b">Gemma 4 31B</a></td></tr><tr><td><a href="text-models-llm/google/gemini-3-5-flash.md">google/gemini-3-5-flash</a></td><td>Google</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gemini-3-5-flash">Gemini 3.5 Flash</a></td></tr><tr><td><a href="text-models-llm/Google/gemini-3-pro-image.md">google/gemini-3-pro-image</a></td><td>Google</td><td>65,536</td><td>-</td></tr><tr><td><a href="text-models-llm/Google/gemma-2-27b-it.md">google/gemma-2-27b-it</a></td><td>Google</td><td>8,192</td><td>-</td></tr><tr><td><a href="text-models-llm/Google/gemini-3.1-pro-preview-customtools.md">google/gemini-3.1-pro-preview-customtools</a></td><td>Google</td><td>1,048,756</td><td>-</td></tr><tr><td><a href="text-models-llm/Google/gemini-3.1-flash-image.md">google/gemini-3.1-flash-image</a></td><td>Google</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/gryphe/mythomax-l2-13b.md">gryphe/mythomax-l2-13b</a></td><td>Gryphe</td><td>4,000</td><td><a href="https://aimlapi.com/models/mythomax-l2-13b">MythoMax-L2 (13B)</a></td></tr><tr><td><a href="text-models-llm/Meta/Llama-3.3-70B-Instruct-Turbo.md">meta-llama/Llama-3.3-70B-Instruct-Turbo</a></td><td>Meta</td><td>128,000</td><td><a href="https://aimlapi.com/models/meta-llama-3-3-70b-instruct-turbo-api">Meta Llama 3.3 70B Instruct Turbo</a></td></tr><tr><td><a href="text-models-llm/meta/llama-3.3-70b-versatile.md">meta-llama/llama-3.3-70b-versatile</a></td><td>Meta</td><td>131,000</td><td><a href="text-models-llm/meta/llama-3.3-70b-versatile.md">Llama 3.3 70B Versatile</a></td></tr><tr><td><a href="text-models-llm/MiniMax/text-01.md">MiniMax-Text-01</a></td><td>MiniMax</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/minimax-text-01-api">MiniMax-Text-01</a></td></tr><tr><td><a href="text-models-llm/minimax/m1.md">minimax/m1</a></td><td>MiniMax</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/minimax-m1">MiniMax M1</a></td></tr><tr><td><a href="text-models-llm/minimax/m2.md">minimax/m2</a></td><td>MiniMax</td><td>200,000</td><td><a href="https://aimlapi.com/models/minimax-m2">MiniMax M2</a></td></tr><tr><td><a href="text-models-llm/minimax/m2-her.md">minimax/m2-her</a></td><td>MiniMax</td><td>200,000</td><td><a href="https://aimlapi.com/models/minimax-m2-her">MiniMax M2-her</a></td></tr><tr><td><a href="text-models-llm/minimax/m2-1.md">minimax/m2-1</a></td><td>MiniMax</td><td>204,800</td><td><a href="https://aimlapi.com/models/minimax-m2-1">MiniMax M2.1</a></td></tr><tr><td><a href="text-models-llm/minimax/m2.1-highspeed.md">minimax/m2-1-highspeed</a></td><td>MiniMax</td><td>204,800</td><td><a href="https://aimlapi.com/models/minimax-m2-1-highspeed">MiniMax M2.1 Highspeed</a></td></tr><tr><td><a href="text-models-llm/minimax/m2-5.md">minimax/m2-5-20260218</a></td><td>MiniMax</td><td>204,800</td><td><a href="https://aimlapi.com/models/minimax-m2-5">MiniMax M2.5</a></td></tr><tr><td><a href="text-models-llm/minimax/m2-5-highspeed.md">minimax/m2-5-highspeed-20260218</a></td><td>MiniMax</td><td>204,800</td><td><a href="https://aimlapi.com/models/minimax-m2-5">MiniMax M2.5</a></td></tr><tr><td><a href="text-models-llm/minimax/m2-7.md">minimax/m2-7-20260402</a></td><td>MiniMax</td><td>204,800</td><td><a href="https://aimlapi.com/models/minimax-m2-7">MiniMax M2.7</a></td></tr><tr><td><a href="text-models-llm/minimax/m2.7-highspeed.md">minimax/m2-7-highspeed</a></td><td>MiniMax</td><td>204,800</td><td><a href="https://aimlapi.com/models/minimax-m2-7-highspeed">MiniMax M2.7 Highspeed</a></td></tr><tr><td><a href="text-models-llm/minimax/m3.md">minimax/minimax-m3</a></td><td>MiniMax</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/minimax-m3">MiniMax M3</a></td></tr><tr><td><a href="text-models-llm/Mistral-AI/mistral-nemo.md">mistralai/mistral-nemo</a></td><td>Mistral AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/mistral-nemo-api">Mistral Nemo</a></td></tr><tr><td><a href="text-models-llm/moonshot/kimi-k2-5.md">moonshot/kimi-k2-5</a></td><td>Moonshot</td><td>262,000</td><td><a href="https://aimlapi.com/models/kimi-k2-5">Kimi K2.5</a></td></tr><tr><td><a href="text-models-llm/moonshot/kimi-k2-6.md">moonshot/kimi-k2-6</a></td><td>Moonshot</td><td>256,000</td><td><a href="https://aimlapi.com/models/kimi-k2-6">Kimi K2.6</a></td></tr><tr><td><a href="text-models-llm/moonshot/kimi-k2-7-code.md">moonshot/kimi-k2-7-code</a></td><td>Moonshot</td><td>262,000</td><td><a href="https://aimlapi.com/models/kimi-k2-7-code">Kimi K2.7 Code</a></td></tr><tr><td><a href="text-models-llm/moonshot/kimi-k2-7-code-highspeed.md">moonshot/kimi-k2-7-code-highspeed</a></td><td>Moonshot</td><td>262,144</td><td><a href="https://aimlapi.com/models/kimi-k2-7-code-highspeed">Kimi K2.7 Code Highspeed</a></td></tr><tr><td><a href="text-models-llm/Meituan/longcat-2.0.md">meituan/longcat-2.0</a></td><td>Meituan</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Sakana-AI/fugu-ultra.md">sakana/fugu-ultra</a></td><td>Sakana AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/fugu-ultra">Sakana Fugu Ultra</a></td></tr><tr><td><a href="text-models-llm/nousresearch/hermes-4-405b.md">nousresearch/hermes-4-405b</a></td><td>NousResearch</td><td>131,000</td><td><a href="https://aimlapi.com/models/hermes-4-405b">Hermes 4 405b</a></td></tr><tr><td><a href="text-models-llm/nvidia/nemotron-3-ultra-550b-a55b.md">nvidia/nemotron-3-ultra-550b-a55b</a></td><td>NVIDIA</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/nemotron-3-ultra">Nemotron 3 Ultra 550b</a></td></tr><tr><td><a href="text-models-llm/nvidia/nemotron-3-nano-30b-a3b.md">nvidia/nemotron-3-nano-30b-a3b</a></td><td>NVIDIA</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/nemotron-3-nano-30b-a3b">Nemotron 3 Nano 30B</a></td></tr><tr><td><a href="text-models-llm/nvidia/nemotron-3-nano-omni-30b-a3b-reasoning.md">nvidia/nemotron-3-nano-omni-30b-a3b-reasoning</a></td><td>NVIDIA</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/nemotron-3-nano-omni">Nemotron 3 Nano Omni</a></td></tr><tr><td><a href="text-models-llm/nvidia/nemotron-3-super-120b-a12b.md">nvidia/nemotron-3-super-120b-a12b</a></td><td>NVIDIA</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/nemotron-3-super-120b-a12b">Nemotron 3 Super 120B</a></td></tr><tr><td><a href="text-models-llm/perplexity/sonar.md">perplexity/sonar</a></td><td>Perplexity</td><td>128,000</td><td><a href="https://aimlapi.com/models/perplexity-sonar">Sonar</a></td></tr><tr><td><a href="text-models-llm/perplexity/sonar-pro.md">perplexity/sonar-pro</a></td><td>Perplexity</td><td>200,000</td><td><a href="https://aimlapi.com/models/perplexity-sonar-pro">Sonar Pro</a></td></tr><tr><td><a href="text-models-llm/stepfun/step3.7-flash.md">stepfun/step-3.7-flash</a></td><td>StepFun</td><td>256,000</td><td><a href="https://aimlapi.com/models/step-3-7-flash">Step 3.7 Flash</a></td></tr><tr><td><a href="text-models-llm/xai/grok-3-beta.md">x-ai/grok-3-beta</a></td><td>xAI</td><td>131,000</td><td><a href="https://aimlapi.com/models/grok-3-beta-api">Grok 3 Beta</a></td></tr><tr><td><a href="text-models-llm/xai/grok-3-mini-beta.md">x-ai/grok-3-mini-beta</a></td><td>xAI</td><td>131,000</td><td><a href="https://aimlapi.com/models/grok-3-beta-mini-api">Grok 3 Beta Mini</a></td></tr><tr><td><a href="text-models-llm/xai/grok-code-fast-1.md">x-ai/grok-code-fast-1</a></td><td>xAI</td><td>256,000</td><td><a href="https://aimlapi.com/models/grok-code-fast-1">Grok Code Fast 1</a></td></tr><tr><td><a href="text-models-llm/xai/grok-4-fast-non-reasoning.md">x-ai/grok-4-fast-non-reasoning</a></td><td>xAI</td><td>2,000,000</td><td><a href="https://aimlapi.com/models/grok-4-fast">Grok 4 Fast</a></td></tr><tr><td><a href="text-models-llm/xai/grok-4-fast-reasoning.md">x-ai/grok-4-fast-reasoning</a></td><td>xAI</td><td>2,000,000</td><td><a href="https://aimlapi.com/models/grok-4-fast-reasoning">Grok 4 Fast Reasoning</a></td></tr><tr><td><a href="text-models-llm/xai/grok-4-1-fast-non-reasoning.md">x-ai/grok-4-1-fast-non-reasoning</a></td><td>xAI</td><td>2,000,000</td><td><a href="https://aimlapi.com/models/grok-4-1-fast-non-reasoning">Grok 4.1 Fast Non-Reasoning</a></td></tr><tr><td><a href="text-models-llm/xai/grok-4-1-fast-reasoning.md">x-ai/grok-4-1-fast-reasoning</a></td><td>xAI</td><td>2,000,000</td><td><a href="https://aimlapi.com/models/grok-4-1-fast-reasoning">Grok 4.1 Fast Reasoning</a></td></tr><tr><td><a href="text-models-llm/xai/grok-4-20-non-reasoning.md">x-ai/grok-4-20-0309-non-reasoning</a></td><td>xAI</td><td>2,000,000</td><td><a href="https://aimlapi.com/models/grok-4-20">Grok 4.20 Non-Reasoning</a></td></tr><tr><td><a href="text-models-llm/xai/grok-4-20-reasoning.md">x-ai/grok-4-20-0309-reasoning</a></td><td>xAI</td><td>2,000,000</td><td><a href="https://aimlapi.com/models/grok-4-20">Grok 4.20 Reasoning</a></td></tr><tr><td><a href="text-models-llm/xai/grok-4-3.md">x-ai/grok-4-3</a></td><td>X AI</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/xai/grok-build-0-1.md">x-ai/grok-build-0-1</a></td><td>xAI</td><td>256,000</td><td><a href="https://aimlapi.com/models/grok-build-0-1">Grok Build 0.1</a></td></tr><tr><td><a href="text-models-llm/xiaomi/mimo-v2.5.md">xiaomi/mimo-v2.5</a></td><td>Xiaomi</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/mimo-v2-5">MiMo V2.5</a></td></tr><tr><td><a href="text-models-llm/AI21/jamba-large-1.7.md">ai21/jamba-large-1.7</a></td><td>AI21</td><td>256,000</td><td>-</td></tr><tr><td><a href="text-models-llm/AllenAI/olmo-3-32b-think.md">allenai/olmo-3-32b-think</a></td><td>AllenAI</td><td>65,536</td><td>-</td></tr><tr><td><a href="text-models-llm/Amazon/nova-2-lite-v1.md">amazon/nova-2-lite-v1</a></td><td>Amazon</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Anthropic/claude-3-haiku.md">anthropic/claude-3-haiku</a></td><td>Anthropic</td><td>200,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Anthropic/claude-opus-4.md">anthropic/claude-opus-4</a></td><td>Anthropic</td><td>200,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Anthropic/claude-sonnet-latest.md">anthropic/claude-sonnet-latest</a></td><td>Anthropic</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Anthropic/claude-opus-latest.md">anthropic/claude-opus-latest</a></td><td>Anthropic</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Anthropic/claude-haiku-latest.md">anthropic/claude-haiku-latest</a></td><td>Anthropic</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Anthropic/claude-fable-latest.md">anthropic/claude-fable-latest</a></td><td>Anthropic</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/zhipu/glm-4.5v.md">z-ai/glm-4.5v</a></td><td>Zhipu AI</td><td>65,536</td><td>-</td></tr><tr><td><a href="text-models-llm/zhipu/glm-5v-turbo.md">z-ai/glm-5v-turbo</a></td><td>Zhipu AI</td><td>202,752</td><td>-</td></tr><tr><td><a href="text-models-llm/zhipu/glm-5-turbo.md">z-ai/glm-5-turbo</a></td><td>Zhipu AI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/zhipu/glm-4.7-flash.md">z-ai/glm-4.7-flash</a></td><td>Zhipu AI</td><td>202,752</td><td>-</td></tr><tr><td><a href="text-models-llm/zhipu/glm-4.6v.md">z-ai/glm-4.6v</a></td><td>Zhipu AI</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/Writer/palmyra-x5.md">writer/palmyra-x5</a></td><td>Writer</td><td>1,040,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Upstage/solar-pro-3.md">upstage/solar-pro-3</a></td><td>Upstage</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/undi95/remm-slerp-l2-13b.md">undi95/remm-slerp-l2-13b</a></td><td>undi95</td><td>6,144</td><td>-</td></tr><tr><td><a href="text-models-llm/TheDrummer/cydonia-24b-v4.1.md">thedrummer/cydonia-24b-v4.1</a></td><td>TheDrummer</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/TheDrummer/rocinante-12b.md">thedrummer/rocinante-12b</a></td><td>TheDrummer</td><td>32,768</td><td>-</td></tr><tr><td><a href="text-models-llm/TheDrummer/unslopnemo-12b.md">thedrummer/unslopnemo-12b</a></td><td>TheDrummer</td><td>32,768</td><td>-</td></tr><tr><td><a href="text-models-llm/TheDrummer/skyfall-36b-v2.md">thedrummer/skyfall-36b-v2</a></td><td>TheDrummer</td><td>32,768</td><td>-</td></tr><tr><td><a href="text-models-llm/switchpoint/router.md">switchpoint/router</a></td><td>switchpoint</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-4-turbo-preview.md">openai/gpt-4-turbo-preview</a></td><td>Open AI</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-5.3-chat.md">openai/gpt-5.3-chat</a></td><td>Open AI</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-5.2-chat.md">openai/gpt-5.2-chat</a></td><td>Open AI</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-5-image.md">openai/gpt-5-image</a></td><td>Open AI</td><td>400,000</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-5-codex.md">openai/gpt-5-codex</a></td><td>Open AI</td><td>400,000</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-5.4-nano.md">openai/gpt-5.4-nano</a></td><td>Open AI</td><td>400,000</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-5.4-pro.md">openai/gpt-5.4-pro</a></td><td>Open AI</td><td>1,050,000</td><td>-</td></tr><tr><td><a href="text-models-llm/nvidia/llama-3.3-nemotron-super-49b-v1.5.md">nvidia/llama-3.3-nemotron-super-49b-v1.5</a></td><td>Nvidia</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/nousresearch/hermes-3-llama-3.1-405b.md">nousresearch/hermes-3-llama-3.1-405b</a></td><td>NousResearch</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/nousresearch/hermes-3-llama-3.1-70b.md">nousresearch/hermes-3-llama-3.1-70b</a></td><td>NousResearch</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/nousresearch/hermes-4-70b.md">nousresearch/hermes-4-70b</a></td><td>NousResearch</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/Nex-AGI/nex-n2-mini.md">nex-agi/nex-n2-mini</a></td><td>Nex AGI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Nex-AGI/nex-n2-pro.md">nex-agi/nex-n2-pro</a></td><td>Nex AGI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Morph/morph-v3-fast.md">morph/morph-v3-fast</a></td><td>Morph</td><td>81,920</td><td>-</td></tr><tr><td><a href="text-models-llm/Morph/morph-v3-large.md">morph/morph-v3-large</a></td><td>Morph</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/moonshot/kimi-k2.md">moonshotai/kimi-k2</a></td><td>Moonshot</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/moonshot/kimi-k2-thinking.md">moonshotai/kimi-k2-thinking</a></td><td>Moonshot</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/moonshot/kimi-k2-0905.md">moonshotai/kimi-k2-0905</a></td><td>Moonshot</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/codestral-2508.md">mistralai/codestral-2508</a></td><td>Mistral AI</td><td>256,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/mistral-saba.md">mistralai/mistral-saba</a></td><td>Mistral AI</td><td>32,768</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/voxtral-small-24b-2507.md">mistralai/voxtral-small-24b-2507</a></td><td>Mistral AI</td><td>32,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/mixtral-8x22b-instruct.md">mistralai/mixtral-8x22b-instruct</a></td><td>Mistral AI</td><td>65,536</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/mistral-small-3.2-24b-instruct.md">mistralai/mistral-small-3.2-24b-instruct</a></td><td>Mistral AI</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/mistral-small-3.1-24b-instruct.md">mistralai/mistral-small-3.1-24b-instruct</a></td><td>Mistral AI</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/mistral-small-2603.md">mistralai/mistral-small-2603</a></td><td>Mistral AI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/mistral-small-24b-instruct-2501.md">mistralai/mistral-small-24b-instruct-2501</a></td><td>Mistral AI</td><td>32,768</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/mistral-medium-3.1.md">mistralai/mistral-medium-3.1</a></td><td>Mistral AI</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/ministral-8b-2512.md">mistralai/ministral-8b-2512</a></td><td>Mistral AI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/ministral-3b-2512.md">mistralai/ministral-3b-2512</a></td><td>Mistral AI</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/ministral-14b-2512.md">mistralai/ministral-14b-2512</a></td><td>Mistral AI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/devstral-2512.md">mistralai/devstral-2512</a></td><td>Mistral AI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Mancer/weaver.md">mancer/weaver</a></td><td>Mancer</td><td>8,000</td><td>-</td></tr><tr><td><a href="text-models-llm/LiquidAI/lfm-2-24b-a2b.md">liquid/lfm-2-24b-a2b</a></td><td>LiquidAI</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Kwaipilot/kat-coder-pro-v2.md">kwaipilot/kat-coder-pro-v2</a></td><td>Kwaipilot</td><td>256,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Inflection/inflection-3-pi.md">inflection/inflection-3-pi</a></td><td>Inflection</td><td>8,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Inflection/inflection-3-productivity.md">inflection/inflection-3-productivity</a></td><td>Inflection</td><td>8,000</td><td>-</td></tr><tr><td><a href="text-models-llm/inclusionAI/ling-2.6-1t.md">inclusionai/ling-2.6-1t</a></td><td>inclusionAI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/inclusionAI/ring-2.6-1t.md">inclusionai/ring-2.6-1t</a></td><td>inclusionAI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/inclusionAI/ling-2.6-flash.md">inclusionai/ling-2.6-flash</a></td><td>inclusionAI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Inception/mercury-2.md">inception/mercury-2</a></td><td>Inception</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/IBM/granite-4.0-h-micro.md">ibm-granite/granite-4.0-h-micro</a></td><td>IBM</td><td>131,000</td><td>-</td></tr><tr><td><a href="text-models-llm/IBM/granite-4.1-8b.md">ibm-granite/granite-4.1-8b</a></td><td>IBM</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/Cohere/command-r-08-2024.md">cohere/command-r-08-2024</a></td><td>Cohere</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/bytedance/seed-1.6.md">bytedance-seed/seed-1.6</a></td><td>ByteDance Seed</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/ByteDance-Seed/seed-2.0-lite.md">bytedance-seed/seed-2.0-lite</a></td><td>ByteDance Seed</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/ByteDance-Seed/seed-2.0-mini.md">bytedance-seed/seed-2.0-mini</a></td><td>ByteDance Seed</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/bytedance/seed-1.6-flash.md">bytedance-seed/seed-1.6-flash</a></td><td>ByteDance Seed</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Arcee-AI/coder-large.md">arcee-ai/coder-large</a></td><td>Arcee AI</td><td>32,768</td><td>-</td></tr><tr><td><a href="text-models-llm/Arcee-AI/trinity-large-thinking.md">arcee-ai/trinity-large-thinking</a></td><td>Arcee AI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Arcee-AI/virtuoso-large.md">arcee-ai/virtuoso-large</a></td><td>Arcee AI</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/Arcee-AI/trinity-mini.md">arcee-ai/trinity-mini</a></td><td>Arcee AI</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/Amazon/nova-pro-v1.md">amazon/nova-pro-v1</a></td><td>Amazon</td><td>300,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Amazon/nova-premier-v1.md">amazon/nova-premier-v1</a></td><td>Amazon</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Amazon/nova-micro-v1.md">amazon/nova-micro-v1</a></td><td>Amazon</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Amazon/nova-lite-v1.md">amazon/nova-lite-v1</a></td><td>Amazon</td><td>300,000</td><td>-</td></tr><tr><td><a href="text-models-llm/AionLabs/aion-1.0.md">aion-labs/aion-1.0</a></td><td>AionLabs</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/AionLabs/aion-1.0-mini.md">aion-labs/aion-1.0-mini</a></td><td>AionLabs</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/AionLabs/aion-rp-llama-3.1-8b.md">aion-labs/aion-rp-llama-3.1-8b</a></td><td>AionLabs</td><td>32,768</td><td>-</td></tr><tr><td><a href="text-models-llm/AionLabs/aion-2.0.md">aion-labs/aion-2.0</a></td><td>AionLabs</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/xiaomi/mimo-v2.5-pro.md">xiaomi/mimo-v2.5-pro</a></td><td>Xiaomi</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/mimo-v2-5-pro">MiMo V2.5 Pro</a></td></tr><tr><td><a href="text-models-llm/zhipu/glm-4.5-air.md">zhipu/glm-4.5-air</a></td><td>Zhipu</td><td>128,000</td><td><a href="https://aimlapi.com/models/glm-4-5-air">GLM-4.5 Air</a></td></tr><tr><td><a href="text-models-llm/zhipu/glm-4.5.md">zhipu/glm-4.5</a></td><td>Zhipu</td><td>128,000</td><td><a href="https://aimlapi.com/models/glm-4-5">GLM-4.5</a></td></tr><tr><td><a href="text-models-llm/zhipu/glm-4.6.md">zhipu/glm-4.6</a></td><td>Zhipu</td><td>200,000</td><td><a href="text-models-llm/zhipu/glm-4.6.md">GLM-4.6</a></td></tr><tr><td><a href="text-models-llm/zhipu/glm-4.7.md">zhipu/glm-4.7</a></td><td>Zhipu</td><td>200,000</td><td><a href="https://aimlapi.com/models/glm-4-7">GLM-4.7</a></td></tr><tr><td><a href="text-models-llm/zhipu/glm-5.md">zhipu/glm-5</a></td><td>Zhipu</td><td>200,000</td><td><a href="https://aimlapi.com/models/glm-5">GLM-5</a></td></tr><tr><td><a href="text-models-llm/zhipu/glm-5.1.md">zhipu/glm-5-1</a></td><td>Zhipu</td><td>200,000</td><td><a href="https://aimlapi.com/models/glm-5-1"><em>GLM-5.1</em></a></td></tr><tr><td><a href="text-models-llm/zhipu/glm-5.2.md">zhipu/glm-5-2</a></td><td>Zhipu</td><td>200,000</td><td><a href="https://aimlapi.com/models/glm-5-2">GLM-5.2</a></td></tr></tbody></table>
+<table data-header-hidden="false" data-header-sticky data-full-width="true"><thead><tr><th width="297.4000244140625">Model ID + API Reference link</th><th width="134.20001220703125">Developer</th><th width="105.79998779296875">Context</th><th>Model Card</th></tr></thead><tbody><tr><td><a href="text-models-llm/OpenAI/gpt-3.5-turbo.md">gpt-3.5-turbo</a></td><td>Open AI</td><td>16,000</td><td><a href="https://aimlapi.com/models/chat-gpt-3-5">Chat GPT 3.5 Turbo</a></td></tr><tr><td><a href="text-models-llm/OpenAI/gpt-3.5-turbo.md">gpt-3.5-turbo-0125</a></td><td>Open AI</td><td>16,000</td><td><a href="https://aimlapi.com/models/chat-gpt-3-5-turbo-0125">Chat GPT-3.5 Turbo 0125</a></td></tr><tr><td><a href="text-models-llm/OpenAI/gpt-3.5-turbo.md">gpt-3.5-turbo-1106</a></td><td>Open AI</td><td>16,000</td><td><a href="https://aimlapi.com/models/chat-gpt-3-5-turbo-1106">Chat GPT-3.5 Turbo 1106</a></td></tr><tr><td><a href="text-models-llm/OpenAI/gpt-4o.md">gpt-4o-2024-08-06</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-4o-2024-08-06-api">GPT-4o-2024-08-06</a></td></tr><tr><td><a href="text-models-llm/OpenAI/gpt-4o.md">gpt-4o-2024-05-13</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-4o-2024-05-13-api">GPT-4o-2024-05-13</a></td></tr><tr><td><a href="text-models-llm/OpenAI/gpt-4o-mini.md">gpt-4o-mini</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/chat-gpt-4o-mini">Chat GPT 4o mini</a></td></tr><tr><td><a href="text-models-llm/OpenAI/gpt-4o-mini.md">gpt-4o-mini-2024-07-18</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/chat-gpt-4o-mini">GPT 4o mini</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-4o-search-preview.md">gpt-4o-search-preview</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-4o-search-preview-api">GPT-4o Search Preview</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-4o-mini-search-preview.md">gpt-4o-mini-search-preview</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-4o-mini-search-preview-api">GPT-4o Mini Search Preview</a></td></tr><tr><td><a href="text-models-llm/OpenAI/o1.md">o1</a></td><td>Open AI</td><td>200,000</td><td><a href="https://aimlapi.com/models/openai-o1-api">OpenAI o1</a></td></tr><tr><td><a href="text-models-llm/openai/o3.md">openai/o3-2025-04-16</a></td><td>Open AI</td><td>200,000</td><td><a href="https://aimlapi.com/models/o3">o3</a></td></tr><tr><td><a href="text-models-llm/OpenAI/o3-mini.md">o3-mini</a></td><td>Open AI</td><td>200,000</td><td><a href="https://aimlapi.com/models/openai-o3-mini-api">OpenAI o3 mini</a></td></tr><tr><td><a href="text-models-llm/openai/o3-pro.md">openai/o3-pro</a></td><td>Open AI</td><td>200,000</td><td><a href="https://aimlapi.com/models/o3-pro">o3-pro</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-4.1.md">openai/gpt-4.1-2025-04-14</a></td><td>Open AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gpt-4-1">GPT-4.1</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-4.1-mini.md">openai/gpt-4.1-mini-2025-04-14</a></td><td>Open AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gpt-4-1-mini-api">GPT-4.1 Mini</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-4.1-nano.md">openai/gpt-4.1-nano-2025-04-14</a></td><td>Open AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gpt-4-1-nano-api">GPT-4.1 Nano</a></td></tr><tr><td><a href="text-models-llm/openai/o4-mini.md">openai/o4-mini-2025-04-16</a></td><td>Open AI</td><td>200,000</td><td><a href="https://aimlapi.com/models/gpt-o4-mini-2025-04-16">GPT-o4-mini-2025-04-16</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-oss-20b.md">openai/gpt-oss-20b</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-oss-20b">GPT OSS 20B</a></td></tr><tr><td><a href="text-models-llm/tencent/hy3.md">tencent/hy3</a></td><td>Tencent</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-oss-120b.md">openai/gpt-oss-120b</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-oss-120b">GPT OSS 120B</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5.md">openai/gpt-5-2025-08-07</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5">GPT-5</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-mini.md">openai/gpt-5-mini-2025-08-07</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-mini">GPT-5 Mini</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-nano.md">openai/gpt-5-nano-2025-08-07</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-nano">GPT-5 Nano</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-chat.md">openai/gpt-5-chat-latest</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-chat">GPT-5 Chat</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-1.md">openai/gpt-5-1</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-5-1">GPT-5.1</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-1-chat-latest.md">openai/gpt-5-1-chat-latest</a></td><td>Open AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/gpt-5-1-chat-latest">GPT-5.1 Chat Latest</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-1-codex.md">openai/gpt-5-1-codex</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-1-codex">GPT-5.1 Codex</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-1-codex-mini.md">openai/gpt-5-1-codex-mini</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-1-codex-mini">GPT-5.1 Codex Mini</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5.2.md">openai/gpt-5-2</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-2">GPT-5.2</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5.2-chat-latest.md">openai/gpt-5-2-chat-latest</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-2-chat-latest">GPT-5.2 Chat Latest</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5.2-pro.md">openai/gpt-5-2-pro</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-2-pro">GPT-5.2 Pro</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5.2-codex.md">openai/gpt-5-2-codex</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-2-codex">GPT-5.2 Codex</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5.3-codex.md">openai/gpt-5-3-codex</a></td><td>Open AI</td><td>400,000</td><td><a href="https://aimlapi.com/models/gpt-5-3-codex">GPT-5.3 Codex</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-4.md">openai/gpt-5-4</a></td><td>Open AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gpt-5-4">GPT-5.4</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-4-pro.md">openai/gpt-5-4-pro</a></td><td>Open AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gpt-5-4-pro">GPT-5.4 Pro</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-5.md">openai/gpt-5-5</a></td><td>Open AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gpt-5-5">GPT-5.5</a></td></tr><tr><td><a href="text-models-llm/openai/gpt-5-5-pro.md">openai/gpt-5-5-pro</a></td><td>Open AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gpt-5-5-pro">GPT 5.5 Pro</a></td></tr><tr><td><a href="text-models-llm/anthropic/claude-opus-4.1.md">anthropic/claude-opus-4.1<br>claude-opus-4-1<br>claude-opus-4-1-20250805</a></td><td>Anthropic</td><td>200,000</td><td><a href="https://aimlapi.com/models/claude-opus-4-1">Claude Opus 4.1</a></td></tr><tr><td><p><a href="text-models-llm/anthropic/claude-4-5-sonnet.md">claude-sonnet-4-5-20250929</a></p><p><a href="text-models-llm/anthropic/claude-4-5-sonnet.md">anthropic/claude-sonnet-4.5</a></p><p><a href="text-models-llm/anthropic/claude-4-5-sonnet.md">claude-sonnet-4-5</a></p></td><td>Anthropic</td><td>200,000</td><td><a href="https://aimlapi.com/models/claude-4-5-sonnet">Claude 4.5 Sonnet</a></td></tr><tr><td><p><a href="text-models-llm/anthropic/claude-4.5-haiku.md">anthropic/claude-haiku-4.5</a><br><a href="text-models-llm/anthropic/claude-4.5-haiku.md">claude-haiku-4-5</a></p><p><a href="text-models-llm/anthropic/claude-4.5-haiku.md">claude-haiku-4-5-20251001</a></p></td><td>Anthropic</td><td>200,000</td><td><a href="https://aimlapi.com/models/claude-4-5-haiku">Claude 4.5 Haiku</a></td></tr><tr><td><a href="text-models-llm/anthropic/claude-4.5-opus.md">anthropic/claude-opus-4-5<br>claude-opus-4-5<br>claude-opus-4-5-20251101</a></td><td>Anthropic</td><td>200,000</td><td><a href="text-models-llm/anthropic/claude-4.5-opus.md">Claude 4.5 Opus</a></td></tr><tr><td><a href="text-models-llm/anthropic/claude-4.6-opus.md">anthropic/claude-opus-4-6</a></td><td>Anthropic</td><td>200,000</td><td><a href="https://aimlapi.com/models/claude-opus-4-6">Claude 4.6 Opus</a></td></tr><tr><td><a href="text-models-llm/anthropic/claude-4.6-sonnet.md">anthropic/claude-sonnet-4.6<br>anthropic/claude-sonnet-4-6-20260218</a></td><td>Anthropic</td><td>200,000</td><td><a href="https://aimlapi.com/models/claude-sonnet-4-6">Claude Sonnet 4.6</a></td></tr><tr><td><a href="text-models-llm/anthropic/claude-4.7-opus.md">anthropic/claude-opus-4-7<br>claude-opus-4-7</a></td><td>Anthropic</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/claude-opus-4-7">Claude Opus 4.7</a></td></tr><tr><td><a href="text-models-llm/anthropic/claude-4.8-opus.md">anthropic/claude-opus-4-8<br>claude-opus-4-8</a></td><td>Anthropic</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/claude-opus-4-8">Claude Opus 4.8</a></td></tr><tr><td><a href="text-models-llm/Anthropic/claude-sonnet-5.md">anthropic/claude-sonnet-5</a></td><td>Anthropic</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Alibaba-Cloud/Qwen2.5-7B-Instruct-Turbo.md">Qwen/Qwen2.5-7B-Instruct-Turbo</a></td><td>Alibaba Cloud</td><td>32,000</td><td><a href="https://aimlapi.com/models/qwen-2-5-7b-instruct-api">Qwen 2.5 7B Instruct Turbo</a></td></tr><tr><td><a href="text-models-llm/Alibaba-Cloud/qwen-plus.md">qwen-plus</a></td><td>Alibaba Cloud</td><td>131,000</td><td><a href="https://aimlapi.com/models/qwen-plus-api">Qwen Plus</a></td></tr><tr><td><a href="text-models-llm/Alibaba-Cloud/qwen-turbo.md">qwen-turbo</a></td><td>Alibaba Cloud</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/qwen-turbo-api">Qwen Turbo</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-32b.md">alibaba/qwen3-32b</a></td><td>Alibaba Cloud</td><td>131,000</td><td><a href="https://aimlapi.com/models/qwen3-32b">Qwen3-32B</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-coder-480b-a35b-instruct.md">alibaba/qwen3-coder-480b-a35b-instruct</a></td><td>Alibaba Cloud</td><td>262,000</td><td><a href="https://aimlapi.com/models/qwen3-coder-480b-a35b-instruct">Qwen3 Coder</a></td></tr><tr><td><a href="text-models-llm/Mistral-AI/labs-leanstral-1-5.md">mistral/labs-leanstral-1-5</a></td><td>Mistral AI</td><td>256,000</td><td>-</td></tr><tr><td><a href="text-models-llm/baidu/ernie-5.0.md">baidu/ernie-5.0</a></td><td>Baidu</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-235b-a22b-thinking-2507.md">alibaba/qwen3-235b-a22b-thinking-2507</a></td><td>Alibaba Cloud</td><td>262,000</td><td><a href="https://aimlapi.com/models/qwen3-235b-a22b">Qwen3 235B A22B Thinking</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-next-80b-a3b-instruct.md">alibaba/qwen3-next-80b-a3b-instruct</a></td><td>Alibaba Cloud</td><td>262,000</td><td><a href="https://aimlapi.com/models/qwen3-next-80b-a3b-instruct">Qwen3-Next-80B-A3B Instruct</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-next-80b-a3b-thinking.md">alibaba/qwen3-next-80b-a3b-thinking</a></td><td>Alibaba Cloud</td><td>262,000</td><td><a href="https://aimlapi.com/models/qwen3-next-80b-a3b-thinking">Qwen3-Next-80B-A3B Thinking</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-max-preview.md">alibaba/qwen3-max-preview</a></td><td>Alibaba Cloud</td><td>258,000</td><td><a href="text-models-llm/alibaba-cloud/qwen3-max-preview.md">Qwen3-Max Preview</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-max-instruct.md">alibaba/qwen3-max-instruct</a></td><td>Alibaba Cloud</td><td>262,000</td><td><a href="text-models-llm/alibaba-cloud/qwen3-max-instruct.md">Qwen3-Max Instruct</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-omni-30b-a3b-captioner.md">qwen3-omni-30b-a3b-captioner</a></td><td>Alibaba Cloud</td><td>65,000</td><td><a href="text-models-llm/alibaba-cloud/qwen3-omni-30b-a3b-captioner.md">qwen3-omni-30b-a3b-captioner</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-vl-32b-instruct.md">alibaba/qwen3-vl-32b-instruct</a></td><td>Alibaba Cloud</td><td>126,000</td><td><a href="https://aimlapi.com/models/qwen3-vl-32b-instruct">Qwen3 VL 32B Instruct</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3-vl-32b-thinking.md">alibaba/qwen3-vl-32b-thinking</a></td><td>Alibaba Cloud</td><td>126,000</td><td><a href="https://aimlapi.com/models/qwen3-vl-32b-thinking">Qwen3 VL 32B Thinking</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.5-plus.md">alibaba/qwen3.5-plus-20260218</a></td><td>Alibaba Cloud</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/qwen3-5-plus">Qwen3.5 Plus</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.5-omni-plus.md">alibaba/qwen3.5-omni-plus</a></td><td>Alibaba Cloud</td><td>256,000</td><td><a href="https://aimlapi.com/models/qwen3-5-omni-plus">Qwen3.5 Omni Plus</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.5-omni-flash.md">alibaba/qwen3.5-omni-flash</a></td><td>Alibaba Cloud</td><td>256,000</td><td><a href="https://aimlapi.com/models/qwen3-5-omni-flash">Qwen3.5 Omni Flash</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.5-flash.md">alibaba/qwen3.5-flash</a></td><td>Alibaba Cloud</td><td>262,144</td><td><em>Coming Soon</em></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.6-27b.md">alibaba/qwen3.6-27b</a></td><td>Alibaba Cloud</td><td>262,144</td><td><a href="https://aimlapi.com/models/qwen-3-6-27b">Qwen 3.6 27B</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.6-35b-a3b.md">alibaba/qwen3.6-35b-a3b</a></td><td>Alibaba Cloud</td><td>262,144</td><td><a href="https://aimlapi.com/models/qwen3-6-35b-a3b">Qwen3.6-35B-A3B</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.6-flash.md">alibaba/qwen3.6-flash</a></td><td>Alibaba Cloud</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/qwen3-5-flash">Qwen3.5 Flash</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.6-plus.md">alibaba/qwen3.6-plus</a></td><td>Alibaba Cloud</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/qwen3-6-plus">Qwen3.6-Plus</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.6-max-preview.md">alibaba/qwen3.6-max-preview</a></td><td>Alibaba Cloud</td><td>262,144</td><td><a href="https://aimlapi.com/models/qwen3-6-max-preview">Qwen3.6 Max Preview</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.7-max.md">alibaba/qwen3.7-max</a></td><td>Alibaba Cloud</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/qwen3-7-max">Qwen3.7 Max</a></td></tr><tr><td><a href="text-models-llm/alibaba-cloud/qwen3.7-plus.md">alibaba/qwen3.7-plus</a></td><td>Alibaba Cloud</td><td>1,000,000</td><td>Qwen3.7 Plus</td></tr><tr><td><a href="text-models-llm/Anthracite/magnum-v4.md">anthracite-org/magnum-v4-72b</a></td><td>Anthracite</td><td>32,000</td><td><a href="https://aimlapi.com/models/magnum-v4-72b-api">Magnum v4 72B</a></td></tr><tr><td><a href="text-models-llm/baidu/ernie-4.5-vl-424b-a47b.md">baidu/ernie-4.5-vl-424b-a47b</a></td><td>Baidu</td><td>123,000</td><td><a href="https://aimlapi.com/models/ernie-4-5-vl">ERNIE 4.5 VL</a></td></tr><tr><td><a href="text-models-llm/bytedance/seed-1.8.md">bytedance/seed-1-8</a></td><td>ByteDance</td><td>256,000</td><td><a href="https://aimlapi.com/models/seed-1-8">Seed 1.8</a></td></tr><tr><td><a href="text-models-llm/bytedance/dola-seed-2.0-mini.md">bytedance/dola-seed-2-0-mini</a></td><td>ByteDance</td><td>256,000</td><td><a href="https://aimlapi.com/models/dola-seed-2-0-mini">Dola Seed 2.0 Mini</a></td></tr><tr><td><a href="text-models-llm/bytedance/dola-seed-2.0-lite.md">bytedance/dola-seed-2-0-lite</a></td><td>ByteDance</td><td>256,000</td><td><a href="https://aimlapi.com/models/dola-seed-2-0-lite">Dola Seed 2.0 Lite</a></td></tr><tr><td><a href="text-models-llm/bytedance/dola-seed-2.0-pro.md">bytedance/dola-seed-2-0-pro</a></td><td>ByteDance</td><td>256,000</td><td><a href="https://aimlapi.com/models/dola-seed-2-0-pro">Dola Seed 2.0 Pro</a></td></tr><tr><td><a href="text-models-llm/bytedance/dola-seed-2.0-code.md">bytedance/dola-seed-2-0-code</a></td><td>ByteDance</td><td>256,000</td><td><a href="https://aimlapi.com/models/dola-seed-2-0-code">Dola Seed 2.0 Code</a></td></tr><tr><td><a href="text-models-llm/cohere/command-a.md">cohere/command-a</a></td><td>Cohere</td><td>256,000</td><td><a href="https://aimlapi.com/models/command-a">Command A</a></td></tr><tr><td><a href="text-models-llm/DeepSeek/deepseek-chat.md">deepseek-chat or<br>deepseek/deepseek-chat or<br>deepseek/deepseek-chat-v3-0324</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-v3">DeepSeek V3</a></td></tr><tr><td><a href="text-models-llm/DeepSeek/deepseek-r1.md">deepseek/deepseek-r1 or<br>deepseek-reasoner</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-r1-api">DeepSeek R1</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-chat-v3.1.md">deepseek/deepseek-chat-v3.1</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-v3-1-chat">DeepSeek V3.1 Chat</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-reasoner-v3.1.md">deepseek/deepseek-reasoner-v3.1</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-v3-1-reasoner">DeepSeek V3.1 Reasoner</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-reasoner-v3.2-exp-thinking.md">deepseek/deepseek-thinking-v3.2-exp</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-v3-2-exp-thinking">DeepSeek V3.2-Exp Thinking</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-reasoner-v3.2-exp-non-thinking.md">deepseek/deepseek-non-thinking-v3.2-exp</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-v3-2-exp-non-thinking">DeepSeek V3.2-Exp Non-Thinking</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-reasoner-v3.1-terminus.md">deepseek/deepseek-reasoner-v3.1-terminus</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-v3-1-terminus-reasoning">DeepSeek V3.1 Terminus Reasoning</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-non-reasoner-v3.1-terminus.md">deepseek/deepseek-non-reasoner-v3.1-terminus</a></td><td>DeepSeek</td><td>128,000</td><td><a href="https://aimlapi.com/models/deepseek-v3-1-terminus-non-reasoning">DeepSeek V3.1 Terminus Non-Reasoning</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-v4-pro.md">deepseek/deepseek-v4-pro</a></td><td>DeepSeek</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/deepseek-v4-pro">DeepSeek V4 Pro</a></td></tr><tr><td><a href="text-models-llm/deepseek/deepseek-v4-flash.md">deepseek/deepseek-v4-flash</a></td><td>DeepSeek</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/deepseek-4">DeepSeek 4 Flash</a></td></tr><tr><td><a href="text-models-llm/google/gemini-2.5-flash-lite-preview.md">google/gemini-2.5-flash-lite-preview</a></td><td>Google</td><td>1,000,000</td><td>–</td></tr><tr><td><a href="text-models-llm/google/gemini-2.5-flash.md">google/gemini-2.5-flash</a></td><td>Google</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gemini-2-5-flash-api">Gemini 2.5 Flash</a></td></tr><tr><td><a href="text-models-llm/google/gemini-3-flash-preview.md">google/gemini-3-flash-preview</a></td><td>Google</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gemini-3-flash">Gemini 3 Flash</a></td></tr><tr><td><a href="text-models-llm/google/gemini-2.5-pro.md">google/gemini-2.5-pro</a></td><td>Google</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gemini-pro-2-5-api">Gemini 2.5 Pro</a></td></tr><tr><td><a href="text-models-llm/Google/gemma-4-26b-a4b-it.md">google/gemma-4-26b-a4b-it-maas</a></td><td>Google</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/google/gemma-3.md">google/gemma-3-4b-it</a></td><td>Google</td><td>128,000</td><td><a href="https://aimlapi.com/models/gemma-3-4b-api">Gemma 3 (4B)</a></td></tr><tr><td><a href="text-models-llm/google/gemma-3.md">google/gemma-3-12b-it</a></td><td>Google</td><td>128,000</td><td><a href="https://aimlapi.com/models/gemma-3-12b-api">Gemma 3 (12B)</a></td></tr><tr><td><a href="text-models-llm/google/gemma-3.md">google/gemma-3-27b-it</a></td><td>Google</td><td>128,000</td><td><a href="https://aimlapi.com/models/gemma-3-27b-api">Gemma 3 (27B)</a></td></tr><tr><td><a href="text-models-llm/google/gemma-3n-4b.md">google/gemma-3n-e4b-it</a></td><td>Google</td><td>8,192</td><td><a href="https://aimlapi.com/models/gemma-3n-4b">Gemma 3n 4B</a></td></tr><tr><td><a href="text-models-llm/google/gemini-3-1-pro-preview.md">google/gemini-3-1-pro-preview</a></td><td>Google</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gemini-3-1-pro">Gemini 3.1 Pro</a></td></tr><tr><td><a href="text-models-llm/google/gemini-3-1-flash-lite-preview.md">google/gemini-3-1-flash-lite-preview</a></td><td>Google</td><td>1,048,576</td><td><a href="https://aimlapi.com/models/gemini-3-1-flash">Gemini 3.1 Flash Lite</a></td></tr><tr><td><a href="text-models-llm/google/gemini-3-1-flash-lite.md">google/gemini-3-1-flash-lite</a></td><td>Google</td><td>1,050,000</td><td><a href="https://aimlapi.com/models/gemini-3-1-flash">Gemini 3.1 Flash Lite</a></td></tr><tr><td><a href="text-models-llm/google/gemma-4-31b-it.md">google/gemma-4-31b-it</a></td><td>Google</td><td>262,000</td><td><a href="https://aimlapi.com/models/gemma-4-31b">Gemma 4 31B</a></td></tr><tr><td><a href="text-models-llm/google/gemini-3-5-flash.md">google/gemini-3-5-flash</a></td><td>Google</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/gemini-3-5-flash">Gemini 3.5 Flash</a></td></tr><tr><td><a href="text-models-llm/Google/gemini-3-pro-image.md">google/gemini-3-pro-image</a></td><td>Google</td><td>65,536</td><td>-</td></tr><tr><td><a href="text-models-llm/Google/gemma-2-27b-it.md">google/gemma-2-27b-it</a></td><td>Google</td><td>8,192</td><td>-</td></tr><tr><td><a href="text-models-llm/Google/gemini-3.1-pro-preview-customtools.md">google/gemini-3.1-pro-preview-customtools</a></td><td>Google</td><td>1,048,756</td><td>-</td></tr><tr><td><a href="text-models-llm/Google/gemini-3.1-flash-image.md">google/gemini-3.1-flash-image</a></td><td>Google</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/gryphe/mythomax-l2-13b.md">gryphe/mythomax-l2-13b</a></td><td>Gryphe</td><td>4,000</td><td><a href="https://aimlapi.com/models/mythomax-l2-13b">MythoMax-L2 (13B)</a></td></tr><tr><td><a href="text-models-llm/Meta/Llama-3.3-70B-Instruct-Turbo.md">meta-llama/Llama-3.3-70B-Instruct-Turbo</a></td><td>Meta</td><td>128,000</td><td><a href="https://aimlapi.com/models/meta-llama-3-3-70b-instruct-turbo-api">Meta Llama 3.3 70B Instruct Turbo</a></td></tr><tr><td><a href="text-models-llm/meta/llama-3.3-70b-versatile.md">meta-llama/llama-3.3-70b-versatile</a></td><td>Meta</td><td>131,000</td><td><a href="text-models-llm/meta/llama-3.3-70b-versatile.md">Llama 3.3 70B Versatile</a></td></tr><tr><td><a href="text-models-llm/MiniMax/text-01.md">MiniMax-Text-01</a></td><td>MiniMax</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/minimax-text-01-api">MiniMax-Text-01</a></td></tr><tr><td><a href="text-models-llm/minimax/m1.md">minimax/m1</a></td><td>MiniMax</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/minimax-m1">MiniMax M1</a></td></tr><tr><td><a href="text-models-llm/minimax/m2.md">minimax/m2</a></td><td>MiniMax</td><td>200,000</td><td><a href="https://aimlapi.com/models/minimax-m2">MiniMax M2</a></td></tr><tr><td><a href="text-models-llm/minimax/m2-her.md">minimax/m2-her</a></td><td>MiniMax</td><td>200,000</td><td><a href="https://aimlapi.com/models/minimax-m2-her">MiniMax M2-her</a></td></tr><tr><td><a href="text-models-llm/minimax/m2-1.md">minimax/m2-1</a></td><td>MiniMax</td><td>204,800</td><td><a href="https://aimlapi.com/models/minimax-m2-1">MiniMax M2.1</a></td></tr><tr><td><a href="text-models-llm/minimax/m2.1-highspeed.md">minimax/m2-1-highspeed</a></td><td>MiniMax</td><td>204,800</td><td><a href="https://aimlapi.com/models/minimax-m2-1-highspeed">MiniMax M2.1 Highspeed</a></td></tr><tr><td><a href="text-models-llm/minimax/m2-5.md">minimax/m2-5-20260218</a></td><td>MiniMax</td><td>204,800</td><td><a href="https://aimlapi.com/models/minimax-m2-5">MiniMax M2.5</a></td></tr><tr><td><a href="text-models-llm/minimax/m2-5-highspeed.md">minimax/m2-5-highspeed-20260218</a></td><td>MiniMax</td><td>204,800</td><td><a href="https://aimlapi.com/models/minimax-m2-5">MiniMax M2.5</a></td></tr><tr><td><a href="text-models-llm/minimax/m2-7.md">minimax/m2-7-20260402</a></td><td>MiniMax</td><td>204,800</td><td><a href="https://aimlapi.com/models/minimax-m2-7">MiniMax M2.7</a></td></tr><tr><td><a href="text-models-llm/minimax/m2.7-highspeed.md">minimax/m2-7-highspeed</a></td><td>MiniMax</td><td>204,800</td><td><a href="https://aimlapi.com/models/minimax-m2-7-highspeed">MiniMax M2.7 Highspeed</a></td></tr><tr><td><a href="text-models-llm/minimax/m3.md">minimax/minimax-m3</a></td><td>MiniMax</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/minimax-m3">MiniMax M3</a></td></tr><tr><td><a href="text-models-llm/Mistral-AI/mistral-nemo.md">mistralai/mistral-nemo</a></td><td>Mistral AI</td><td>128,000</td><td><a href="https://aimlapi.com/models/mistral-nemo-api">Mistral Nemo</a></td></tr><tr><td><a href="text-models-llm/moonshot/kimi-k2-5.md">moonshot/kimi-k2-5</a></td><td>Moonshot</td><td>262,000</td><td><a href="https://aimlapi.com/models/kimi-k2-5">Kimi K2.5</a></td></tr><tr><td><a href="text-models-llm/moonshot/kimi-k2-6.md">moonshot/kimi-k2-6</a></td><td>Moonshot</td><td>256,000</td><td><a href="https://aimlapi.com/models/kimi-k2-6">Kimi K2.6</a></td></tr><tr><td><a href="text-models-llm/moonshot/kimi-k2-7-code.md">moonshot/kimi-k2-7-code</a></td><td>Moonshot</td><td>262,000</td><td><a href="https://aimlapi.com/models/kimi-k2-7-code">Kimi K2.7 Code</a></td></tr><tr><td><a href="text-models-llm/moonshot/kimi-k2-7-code-highspeed.md">moonshot/kimi-k2-7-code-highspeed</a></td><td>Moonshot</td><td>262,144</td><td><a href="https://aimlapi.com/models/kimi-k2-7-code-highspeed">Kimi K2.7 Code Highspeed</a></td></tr><tr><td><a href="text-models-llm/Meituan/longcat-2.0.md">meituan/longcat-2.0</a></td><td>Meituan</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Sakana-AI/fugu-ultra.md">sakana/fugu-ultra</a></td><td>Sakana AI</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/fugu-ultra">Sakana Fugu Ultra</a></td></tr><tr><td><a href="text-models-llm/nousresearch/hermes-4-405b.md">nousresearch/hermes-4-405b</a></td><td>NousResearch</td><td>131,000</td><td><a href="https://aimlapi.com/models/hermes-4-405b">Hermes 4 405b</a></td></tr><tr><td><a href="text-models-llm/nvidia/nemotron-3-ultra-550b-a55b.md">nvidia/nemotron-3-ultra-550b-a55b</a></td><td>NVIDIA</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/nemotron-3-ultra">Nemotron 3 Ultra 550b</a></td></tr><tr><td><a href="text-models-llm/nvidia/nemotron-3-nano-30b-a3b.md">nvidia/nemotron-3-nano-30b-a3b</a></td><td>NVIDIA</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/nemotron-3-nano-30b-a3b">Nemotron 3 Nano 30B</a></td></tr><tr><td><a href="text-models-llm/nvidia/nemotron-3-nano-omni-30b-a3b-reasoning.md">nvidia/nemotron-3-nano-omni-30b-a3b-reasoning</a></td><td>NVIDIA</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/nemotron-3-nano-omni">Nemotron 3 Nano Omni</a></td></tr><tr><td><a href="text-models-llm/nvidia/nemotron-3-super-120b-a12b.md">nvidia/nemotron-3-super-120b-a12b</a></td><td>NVIDIA</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/nemotron-3-super-120b-a12b">Nemotron 3 Super 120B</a></td></tr><tr><td><a href="text-models-llm/perplexity/sonar.md">perplexity/sonar</a></td><td>Perplexity</td><td>128,000</td><td><a href="https://aimlapi.com/models/perplexity-sonar">Sonar</a></td></tr><tr><td><a href="text-models-llm/perplexity/sonar-pro.md">perplexity/sonar-pro</a></td><td>Perplexity</td><td>200,000</td><td><a href="https://aimlapi.com/models/perplexity-sonar-pro">Sonar Pro</a></td></tr><tr><td><a href="text-models-llm/stepfun/step3.7-flash.md">stepfun/step-3.7-flash</a></td><td>StepFun</td><td>256,000</td><td><a href="https://aimlapi.com/models/step-3-7-flash">Step 3.7 Flash</a></td></tr><tr><td><a href="text-models-llm/xai/grok-3-beta.md">x-ai/grok-3-beta</a></td><td>xAI</td><td>131,000</td><td><a href="https://aimlapi.com/models/grok-3-beta-api">Grok 3 Beta</a></td></tr><tr><td><a href="text-models-llm/xai/grok-3-mini-beta.md">x-ai/grok-3-mini-beta</a></td><td>xAI</td><td>131,000</td><td><a href="https://aimlapi.com/models/grok-3-beta-mini-api">Grok 3 Beta Mini</a></td></tr><tr><td><a href="text-models-llm/xai/grok-code-fast-1.md">x-ai/grok-code-fast-1</a></td><td>xAI</td><td>256,000</td><td><a href="https://aimlapi.com/models/grok-code-fast-1">Grok Code Fast 1</a></td></tr><tr><td><a href="text-models-llm/xai/grok-4-fast-non-reasoning.md">x-ai/grok-4-fast-non-reasoning</a></td><td>xAI</td><td>2,000,000</td><td><a href="https://aimlapi.com/models/grok-4-fast">Grok 4 Fast</a></td></tr><tr><td><a href="text-models-llm/xai/grok-4-fast-reasoning.md">x-ai/grok-4-fast-reasoning</a></td><td>xAI</td><td>2,000,000</td><td><a href="https://aimlapi.com/models/grok-4-fast-reasoning">Grok 4 Fast Reasoning</a></td></tr><tr><td><a href="text-models-llm/xai/grok-4-1-fast-non-reasoning.md">x-ai/grok-4-1-fast-non-reasoning</a></td><td>xAI</td><td>2,000,000</td><td><a href="https://aimlapi.com/models/grok-4-1-fast-non-reasoning">Grok 4.1 Fast Non-Reasoning</a></td></tr><tr><td><a href="text-models-llm/xai/grok-4-1-fast-reasoning.md">x-ai/grok-4-1-fast-reasoning</a></td><td>xAI</td><td>2,000,000</td><td><a href="https://aimlapi.com/models/grok-4-1-fast-reasoning">Grok 4.1 Fast Reasoning</a></td></tr><tr><td><a href="text-models-llm/xai/grok-4-20-non-reasoning.md">x-ai/grok-4-20-0309-non-reasoning</a></td><td>xAI</td><td>2,000,000</td><td><a href="https://aimlapi.com/models/grok-4-20">Grok 4.20 Non-Reasoning</a></td></tr><tr><td><a href="text-models-llm/xai/grok-4-20-reasoning.md">x-ai/grok-4-20-0309-reasoning</a></td><td>xAI</td><td>2,000,000</td><td><a href="https://aimlapi.com/models/grok-4-20">Grok 4.20 Reasoning</a></td></tr><tr><td><a href="text-models-llm/xai/grok-4-3.md">x-ai/grok-4-3</a></td><td>X AI</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/xai/grok-build-0-1.md">x-ai/grok-build-0-1</a></td><td>xAI</td><td>256,000</td><td><a href="https://aimlapi.com/models/grok-build-0-1">Grok Build 0.1</a></td></tr><tr><td><a href="text-models-llm/xiaomi/mimo-v2.5.md">xiaomi/mimo-v2.5</a></td><td>Xiaomi</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/mimo-v2-5">MiMo V2.5</a></td></tr><tr><td><a href="text-models-llm/AI21/jamba-large-1.7.md">ai21/jamba-large-1.7</a></td><td>AI21</td><td>256,000</td><td>-</td></tr><tr><td><a href="text-models-llm/AllenAI/olmo-3-32b-think.md">allenai/olmo-3-32b-think</a></td><td>AllenAI</td><td>65,536</td><td>-</td></tr><tr><td><a href="text-models-llm/Amazon/nova-2-lite-v1.md">amazon/nova-2-lite-v1</a></td><td>Amazon</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Anthropic/claude-3-haiku.md">anthropic/claude-3-haiku</a></td><td>Anthropic</td><td>200,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Anthropic/claude-opus-4.md">anthropic/claude-opus-4</a></td><td>Anthropic</td><td>200,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Anthropic/claude-opus-4.7-fast.md">anthropic/claude-opus-4.7-fast</a></td><td>Anthropic</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Anthropic/claude-sonnet-latest.md">anthropic/claude-sonnet-latest</a></td><td>Anthropic</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Anthropic/claude-opus-latest.md">anthropic/claude-opus-latest</a></td><td>Anthropic</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Anthropic/claude-haiku-latest.md">anthropic/claude-haiku-latest</a></td><td>Anthropic</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Anthropic/claude-fable-latest.md">anthropic/claude-fable-latest</a></td><td>Anthropic</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/zhipu/glm-4.5v.md">z-ai/glm-4.5v</a></td><td>Zhipu AI</td><td>65,536</td><td>-</td></tr><tr><td><a href="text-models-llm/zhipu/glm-5v-turbo.md">z-ai/glm-5v-turbo</a></td><td>Zhipu AI</td><td>202,752</td><td>-</td></tr><tr><td><a href="text-models-llm/zhipu/glm-5-turbo.md">z-ai/glm-5-turbo</a></td><td>Zhipu AI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/zhipu/glm-4.7-flash.md">z-ai/glm-4.7-flash</a></td><td>Zhipu AI</td><td>202,752</td><td>-</td></tr><tr><td><a href="text-models-llm/zhipu/glm-4.6v.md">z-ai/glm-4.6v</a></td><td>Zhipu AI</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/Writer/palmyra-x5.md">writer/palmyra-x5</a></td><td>Writer</td><td>1,040,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Upstage/solar-pro-3.md">upstage/solar-pro-3</a></td><td>Upstage</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/undi95/remm-slerp-l2-13b.md">undi95/remm-slerp-l2-13b</a></td><td>undi95</td><td>6,144</td><td>-</td></tr><tr><td><a href="text-models-llm/TheDrummer/cydonia-24b-v4.1.md">thedrummer/cydonia-24b-v4.1</a></td><td>TheDrummer</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/TheDrummer/rocinante-12b.md">thedrummer/rocinante-12b</a></td><td>TheDrummer</td><td>32,768</td><td>-</td></tr><tr><td><a href="text-models-llm/TheDrummer/unslopnemo-12b.md">thedrummer/unslopnemo-12b</a></td><td>TheDrummer</td><td>32,768</td><td>-</td></tr><tr><td><a href="text-models-llm/TheDrummer/skyfall-36b-v2.md">thedrummer/skyfall-36b-v2</a></td><td>TheDrummer</td><td>32,768</td><td>-</td></tr><tr><td><a href="text-models-llm/switchpoint/router.md">switchpoint/router</a></td><td>switchpoint</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-4-turbo-preview.md">openai/gpt-4-turbo-preview</a></td><td>Open AI</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-5.3-chat.md">openai/gpt-5.3-chat</a></td><td>Open AI</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-5.2-chat.md">openai/gpt-5.2-chat</a></td><td>Open AI</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-5-image.md">openai/gpt-5-image</a></td><td>Open AI</td><td>400,000</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-5-codex.md">openai/gpt-5-codex</a></td><td>Open AI</td><td>400,000</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-5.4-nano.md">openai/gpt-5.4-nano</a></td><td>Open AI</td><td>400,000</td><td>-</td></tr><tr><td><a href="text-models-llm/openai/gpt-5.4-pro.md">openai/gpt-5.4-pro</a></td><td>Open AI</td><td>1,050,000</td><td>-</td></tr><tr><td><a href="text-models-llm/nvidia/llama-3.3-nemotron-super-49b-v1.5.md">nvidia/llama-3.3-nemotron-super-49b-v1.5</a></td><td>Nvidia</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/nousresearch/hermes-3-llama-3.1-405b.md">nousresearch/hermes-3-llama-3.1-405b</a></td><td>NousResearch</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/nousresearch/hermes-3-llama-3.1-70b.md">nousresearch/hermes-3-llama-3.1-70b</a></td><td>NousResearch</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/nousresearch/hermes-4-70b.md">nousresearch/hermes-4-70b</a></td><td>NousResearch</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/Nex-AGI/nex-n2-mini.md">nex-agi/nex-n2-mini</a></td><td>Nex AGI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Nex-AGI/nex-n2-pro.md">nex-agi/nex-n2-pro</a></td><td>Nex AGI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Morph/morph-v3-fast.md">morph/morph-v3-fast</a></td><td>Morph</td><td>81,920</td><td>-</td></tr><tr><td><a href="text-models-llm/Morph/morph-v3-large.md">morph/morph-v3-large</a></td><td>Morph</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/moonshot/kimi-k2.md">moonshotai/kimi-k2</a></td><td>Moonshot</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/moonshot/kimi-k2-thinking.md">moonshotai/kimi-k2-thinking</a></td><td>Moonshot</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/moonshot/kimi-k2-0905.md">moonshotai/kimi-k2-0905</a></td><td>Moonshot</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/codestral-2508.md">mistralai/codestral-2508</a></td><td>Mistral AI</td><td>256,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/mistral-saba.md">mistralai/mistral-saba</a></td><td>Mistral AI</td><td>32,768</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/voxtral-small-24b-2507.md">mistralai/voxtral-small-24b-2507</a></td><td>Mistral AI</td><td>32,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/mixtral-8x22b-instruct.md">mistralai/mixtral-8x22b-instruct</a></td><td>Mistral AI</td><td>65,536</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/mistral-small-3.2-24b-instruct.md">mistralai/mistral-small-3.2-24b-instruct</a></td><td>Mistral AI</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/mistral-small-3.1-24b-instruct.md">mistralai/mistral-small-3.1-24b-instruct</a></td><td>Mistral AI</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/mistral-small-2603.md">mistralai/mistral-small-2603</a></td><td>Mistral AI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/mistral-small-24b-instruct-2501.md">mistralai/mistral-small-24b-instruct-2501</a></td><td>Mistral AI</td><td>32,768</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/mistral-medium-3.1.md">mistralai/mistral-medium-3.1</a></td><td>Mistral AI</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/ministral-8b-2512.md">mistralai/ministral-8b-2512</a></td><td>Mistral AI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/ministral-3b-2512.md">mistralai/ministral-3b-2512</a></td><td>Mistral AI</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/ministral-14b-2512.md">mistralai/ministral-14b-2512</a></td><td>Mistral AI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Mistral-AI/devstral-2512.md">mistralai/devstral-2512</a></td><td>Mistral AI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Mancer/weaver.md">mancer/weaver</a></td><td>Mancer</td><td>8,000</td><td>-</td></tr><tr><td><a href="text-models-llm/LiquidAI/lfm-2-24b-a2b.md">liquid/lfm-2-24b-a2b</a></td><td>LiquidAI</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Kwaipilot/kat-coder-pro-v2.md">kwaipilot/kat-coder-pro-v2</a></td><td>Kwaipilot</td><td>256,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Inflection/inflection-3-pi.md">inflection/inflection-3-pi</a></td><td>Inflection</td><td>8,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Inflection/inflection-3-productivity.md">inflection/inflection-3-productivity</a></td><td>Inflection</td><td>8,000</td><td>-</td></tr><tr><td><a href="text-models-llm/inclusionAI/ling-2.6-1t.md">inclusionai/ling-2.6-1t</a></td><td>inclusionAI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/inclusionAI/ring-2.6-1t.md">inclusionai/ring-2.6-1t</a></td><td>inclusionAI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/inclusionAI/ling-2.6-flash.md">inclusionai/ling-2.6-flash</a></td><td>inclusionAI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Inception/mercury-2.md">inception/mercury-2</a></td><td>Inception</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/IBM/granite-4.0-h-micro.md">ibm-granite/granite-4.0-h-micro</a></td><td>IBM</td><td>131,000</td><td>-</td></tr><tr><td><a href="text-models-llm/IBM/granite-4.1-8b.md">ibm-granite/granite-4.1-8b</a></td><td>IBM</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/Cohere/command-r-08-2024.md">cohere/command-r-08-2024</a></td><td>Cohere</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/bytedance/seed-1.6.md">bytedance-seed/seed-1.6</a></td><td>ByteDance Seed</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/ByteDance-Seed/seed-2.0-lite.md">bytedance-seed/seed-2.0-lite</a></td><td>ByteDance Seed</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/ByteDance-Seed/seed-2.0-mini.md">bytedance-seed/seed-2.0-mini</a></td><td>ByteDance Seed</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/bytedance/seed-1.6-flash.md">bytedance-seed/seed-1.6-flash</a></td><td>ByteDance Seed</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Arcee-AI/coder-large.md">arcee-ai/coder-large</a></td><td>Arcee AI</td><td>32,768</td><td>-</td></tr><tr><td><a href="text-models-llm/Arcee-AI/trinity-large-thinking.md">arcee-ai/trinity-large-thinking</a></td><td>Arcee AI</td><td>262,144</td><td>-</td></tr><tr><td><a href="text-models-llm/Arcee-AI/virtuoso-large.md">arcee-ai/virtuoso-large</a></td><td>Arcee AI</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/Arcee-AI/trinity-mini.md">arcee-ai/trinity-mini</a></td><td>Arcee AI</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/Amazon/nova-pro-v1.md">amazon/nova-pro-v1</a></td><td>Amazon</td><td>300,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Amazon/nova-premier-v1.md">amazon/nova-premier-v1</a></td><td>Amazon</td><td>1,000,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Amazon/nova-micro-v1.md">amazon/nova-micro-v1</a></td><td>Amazon</td><td>128,000</td><td>-</td></tr><tr><td><a href="text-models-llm/Amazon/nova-lite-v1.md">amazon/nova-lite-v1</a></td><td>Amazon</td><td>300,000</td><td>-</td></tr><tr><td><a href="text-models-llm/AionLabs/aion-1.0.md">aion-labs/aion-1.0</a></td><td>AionLabs</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/AionLabs/aion-1.0-mini.md">aion-labs/aion-1.0-mini</a></td><td>AionLabs</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/AionLabs/aion-rp-llama-3.1-8b.md">aion-labs/aion-rp-llama-3.1-8b</a></td><td>AionLabs</td><td>32,768</td><td>-</td></tr><tr><td><a href="text-models-llm/AionLabs/aion-2.0.md">aion-labs/aion-2.0</a></td><td>AionLabs</td><td>131,072</td><td>-</td></tr><tr><td><a href="text-models-llm/xiaomi/mimo-v2.5-pro.md">xiaomi/mimo-v2.5-pro</a></td><td>Xiaomi</td><td>1,000,000</td><td><a href="https://aimlapi.com/models/mimo-v2-5-pro">MiMo V2.5 Pro</a></td></tr><tr><td><a href="text-models-llm/zhipu/glm-4.5-air.md">zhipu/glm-4.5-air</a></td><td>Zhipu</td><td>128,000</td><td><a href="https://aimlapi.com/models/glm-4-5-air">GLM-4.5 Air</a></td></tr><tr><td><a href="text-models-llm/zhipu/glm-4.5.md">zhipu/glm-4.5</a></td><td>Zhipu</td><td>128,000</td><td><a href="https://aimlapi.com/models/glm-4-5">GLM-4.5</a></td></tr><tr><td><a href="text-models-llm/zhipu/glm-4.6.md">zhipu/glm-4.6</a></td><td>Zhipu</td><td>200,000</td><td><a href="text-models-llm/zhipu/glm-4.6.md">GLM-4.6</a></td></tr><tr><td><a href="text-models-llm/zhipu/glm-4.7.md">zhipu/glm-4.7</a></td><td>Zhipu</td><td>200,000</td><td><a href="https://aimlapi.com/models/glm-4-7">GLM-4.7</a></td></tr><tr><td><a href="text-models-llm/zhipu/glm-5.md">zhipu/glm-5</a></td><td>Zhipu</td><td>200,000</td><td><a href="https://aimlapi.com/models/glm-5">GLM-5</a></td></tr><tr><td><a href="text-models-llm/zhipu/glm-5.1.md">zhipu/glm-5-1</a></td><td>Zhipu</td><td>200,000</td><td><a href="https://aimlapi.com/models/glm-5-1"><em>GLM-5.1</em></a></td></tr><tr><td><a href="text-models-llm/zhipu/glm-5.2.md">zhipu/glm-5-2</a></td><td>Zhipu</td><td>200,000</td><td><a href="https://aimlapi.com/models/glm-5-2">GLM-5.2</a></td></tr></tbody></table>
 
 ## Image Models
 
diff --git a/docs/api-references/text-models-llm/Anthropic/claude-opus-4.7-fast-MESSAGES.json b/docs/api-references/text-models-llm/Anthropic/claude-opus-4.7-fast-MESSAGES.json
new file mode 100644
index 00000000..b9bf11f1
--- /dev/null
+++ b/docs/api-references/text-models-llm/Anthropic/claude-opus-4.7-fast-MESSAGES.json
@@ -0,0 +1,5001 @@
+{
+  "openapi": "3.0.0",
+  "info": {
+    "title": "AIML API",
+    "version": "1.0.0"
+  },
+  "servers": [
+    {
+      "url": "https://api.aimlapi.com"
+    }
+  ],
+  "paths": {
+    "/v1/messages": {
+      "post": {
+        "operationId": "_v1_messages",
+        "requestBody": {
+          "required": true,
+          "content": {
+            "application/json": {
+              "schema": {
+                "type": "object",
+                "properties": {
+                  "model": {
+                    "type": "string",
+                    "enum": [
+                      "anthropic/claude-opus-4.7-fast"
+                    ]
+                  },
+                  "messages": {
+                    "anyOf": [
+                      {
+                        "type": "array",
+                        "items": {
+                          "type": "object",
+                          "properties": {
+                            "role": {
+                              "type": "string",
+                              "enum": [
+                                "user",
+                                "assistant"
+                              ]
+                            },
+                            "content": {
+                              "anyOf": [
+                                {
+                                  "type": "string"
+                                },
+                                {
+                                  "type": "array",
+                                  "items": {
+                                    "oneOf": [
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "text"
+                                            ],
+                                            "description": "The type of the content part."
+                                          },
+                                          "text": {
+                                            "type": "string",
+                                            "description": "The text content."
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "text"
+                                        ]
+                                      },
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "image"
+                                            ]
+                                          },
+                                          "source": {
+                                            "oneOf": [
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "base64"
+                                                    ],
+                                                    "description": "The type of the image."
+                                                  },
+                                                  "media_type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "image/jpeg",
+                                                      "image/png",
+                                                      "image/gif",
+                                                      "image/webp"
+                                                    ],
+                                                    "description": "The media type of the image."
+                                                  },
+                                                  "data": {
+                                                    "type": "string",
+                                                    "description": "The base64 encoded image data."
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "media_type",
+                                                  "data"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "url"
+                                                    ]
+                                                  },
+                                                  "url": {
+                                                    "type": "string",
+                                                    "format": "uri"
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "url"
+                                                ]
+                                              }
+                                            ]
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "source"
+                                        ]
+                                      },
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "thinking"
+                                            ]
+                                          },
+                                          "thinking": {
+                                            "type": "string"
+                                          },
+                                          "signature": {
+                                            "type": "string"
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "thinking",
+                                          "signature"
+                                        ]
+                                      },
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "tool_result"
+                                            ]
+                                          },
+                                          "tool_use_id": {
+                                            "type": "string"
+                                          },
+                                          "is_error": {
+                                            "type": "boolean"
+                                          },
+                                          "content": {
+                                            "anyOf": [
+                                              {
+                                                "type": "string"
+                                              },
+                                              {
+                                                "type": "array",
+                                                "items": {
+                                                  "oneOf": [
+                                                    {
+                                                      "type": "object",
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string",
+                                                          "enum": [
+                                                            "text"
+                                                          ],
+                                                          "description": "The type of the content part."
+                                                        },
+                                                        "text": {
+                                                          "type": "string",
+                                                          "description": "The text content."
+                                                        },
+                                                        "cache_control": {
+                                                          "type": "object",
+                                                          "properties": {
+                                                            "type": {
+                                                              "type": "string",
+                                                              "enum": [
+                                                                "ephemeral"
+                                                              ]
+                                                            },
+                                                            "ttl": {
+                                                              "type": "string",
+                                                              "enum": [
+                                                                "5m",
+                                                                "1h"
+                                                              ]
+                                                            }
+                                                          },
+                                                          "required": [
+                                                            "type"
+                                                          ]
+                                                        }
+                                                      },
+                                                      "required": [
+                                                        "type",
+                                                        "text"
+                                                      ]
+                                                    },
+                                                    {
+                                                      "type": "object",
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string",
+                                                          "enum": [
+                                                            "image"
+                                                          ]
+                                                        },
+                                                        "source": {
+                                                          "oneOf": [
+                                                            {
+                                                              "type": "object",
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string",
+                                                                  "enum": [
+                                                                    "base64"
+                                                                  ],
+                                                                  "description": "The type of the image."
+                                                                },
+                                                                "media_type": {
+                                                                  "type": "string",
+                                                                  "enum": [
+                                                                    "image/jpeg",
+                                                                    "image/png",
+                                                                    "image/gif",
+                                                                    "image/webp"
+                                                                  ],
+                                                                  "description": "The media type of the image."
+                                                                },
+                                                                "data": {
+                                                                  "type": "string",
+                                                                  "description": "The base64 encoded image data."
+                                                                }
+                                                              },
+                                                              "required": [
+                                                                "type",
+                                                                "media_type",
+                                                                "data"
+                                                              ]
+                                                            },
+                                                            {
+                                                              "type": "object",
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string",
+                                                                  "enum": [
+                                                                    "url"
+                                                                  ]
+                                                                },
+                                                                "url": {
+                                                                  "type": "string",
+                                                                  "format": "uri"
+                                                                }
+                                                              },
+                                                              "required": [
+                                                                "type",
+                                                                "url"
+                                                              ]
+                                                            }
+                                                          ]
+                                                        },
+                                                        "cache_control": {
+                                                          "type": "object",
+                                                          "properties": {
+                                                            "type": {
+                                                              "type": "string",
+                                                              "enum": [
+                                                                "ephemeral"
+                                                              ]
+                                                            },
+                                                            "ttl": {
+                                                              "type": "string",
+                                                              "enum": [
+                                                                "5m",
+                                                                "1h"
+                                                              ]
+                                                            }
+                                                          },
+                                                          "required": [
+                                                            "type"
+                                                          ]
+                                                        }
+                                                      },
+                                                      "required": [
+                                                        "type",
+                                                        "source"
+                                                      ]
+                                                    },
+                                                    {
+                                                      "type": "object",
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string",
+                                                          "enum": [
+                                                            "search_result"
+                                                          ]
+                                                        },
+                                                        "source": {
+                                                          "type": "string"
+                                                        },
+                                                        "title": {
+                                                          "type": "string"
+                                                        },
+                                                        "content": {
+                                                          "type": "object",
+                                                          "properties": {
+                                                            "type": {
+                                                              "type": "string",
+                                                              "enum": [
+                                                                "text"
+                                                              ],
+                                                              "description": "The type of the content part."
+                                                            },
+                                                            "text": {
+                                                              "type": "string",
+                                                              "description": "The text content."
+                                                            },
+                                                            "cache_control": {
+                                                              "type": "object",
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string",
+                                                                  "enum": [
+                                                                    "ephemeral"
+                                                                  ]
+                                                                },
+                                                                "ttl": {
+                                                                  "type": "string",
+                                                                  "enum": [
+                                                                    "5m",
+                                                                    "1h"
+                                                                  ]
+                                                                }
+                                                              },
+                                                              "required": [
+                                                                "type"
+                                                              ]
+                                                            }
+                                                          },
+                                                          "required": [
+                                                            "type",
+                                                            "text"
+                                                          ]
+                                                        },
+                                                        "cache_control": {
+                                                          "type": "object",
+                                                          "properties": {
+                                                            "type": {
+                                                              "type": "string",
+                                                              "enum": [
+                                                                "ephemeral"
+                                                              ]
+                                                            },
+                                                            "ttl": {
+                                                              "type": "string",
+                                                              "enum": [
+                                                                "5m",
+                                                                "1h"
+                                                              ]
+                                                            }
+                                                          },
+                                                          "required": [
+                                                            "type"
+                                                          ]
+                                                        }
+                                                      },
+                                                      "required": [
+                                                        "type",
+                                                        "source",
+                                                        "title",
+                                                        "content"
+                                                      ]
+                                                    },
+                                                    {
+                                                      "type": "object",
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string",
+                                                          "enum": [
+                                                            "document"
+                                                          ]
+                                                        },
+                                                        "source": {
+                                                          "oneOf": [
+                                                            {
+                                                              "type": "object",
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string",
+                                                                  "enum": [
+                                                                    "base64"
+                                                                  ]
+                                                                },
+                                                                "media_type": {
+                                                                  "type": "string",
+                                                                  "enum": [
+                                                                    "application/pdf",
+                                                                    "text/plain"
+                                                                  ]
+                                                                },
+                                                                "data": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "required": [
+                                                                "type",
+                                                                "media_type",
+                                                                "data"
+                                                              ]
+                                                            },
+                                                            {
+                                                              "type": "object",
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string",
+                                                                  "enum": [
+                                                                    "text"
+                                                                  ]
+                                                                },
+                                                                "media_type": {
+                                                                  "type": "string",
+                                                                  "enum": [
+                                                                    "text/plain"
+                                                                  ]
+                                                                },
+                                                                "data": {
+                                                                  "type": "string"
+                                                                }
+                                                              },
+                                                              "required": [
+                                                                "type",
+                                                                "media_type",
+                                                                "data"
+                                                              ]
+                                                            },
+                                                            {
+                                                              "type": "object",
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string",
+                                                                  "enum": [
+                                                                    "url"
+                                                                  ]
+                                                                },
+                                                                "url": {
+                                                                  "type": "string",
+                                                                  "format": "uri"
+                                                                }
+                                                              },
+                                                              "required": [
+                                                                "type",
+                                                                "url"
+                                                              ]
+                                                            },
+                                                            {
+                                                              "type": "object",
+                                                              "properties": {
+                                                                "type": {
+                                                                  "type": "string",
+                                                                  "enum": [
+                                                                    "content"
+                                                                  ]
+                                                                },
+                                                                "content": {
+                                                                  "anyOf": [
+                                                                    {
+                                                                      "type": "string"
+                                                                    },
+                                                                    {
+                                                                      "type": "array",
+                                                                      "items": {
+                                                                        "nullable": true
+                                                                      }
+                                                                    }
+                                                                  ]
+                                                                }
+                                                              },
+                                                              "required": [
+                                                                "type",
+                                                                "content"
+                                                              ]
+                                                            }
+                                                          ]
+                                                        },
+                                                        "title": {
+                                                          "type": "string"
+                                                        },
+                                                        "context": {
+                                                          "type": "string"
+                                                        },
+                                                        "cache_control": {
+                                                          "type": "object",
+                                                          "properties": {
+                                                            "type": {
+                                                              "type": "string",
+                                                              "enum": [
+                                                                "ephemeral"
+                                                              ]
+                                                            },
+                                                            "ttl": {
+                                                              "type": "string",
+                                                              "enum": [
+                                                                "5m",
+                                                                "1h"
+                                                              ]
+                                                            }
+                                                          },
+                                                          "required": [
+                                                            "type"
+                                                          ]
+                                                        }
+                                                      },
+                                                      "required": [
+                                                        "type",
+                                                        "source"
+                                                      ]
+                                                    },
+                                                    {
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+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string",
+                                                          "enum": [
+                                                            "tool_reference"
+                                                          ]
+                                                        },
+                                                        "tool_name": {
+                                                          "type": "string"
+                                                        },
+                                                        "cache_control": {
+                                                          "type": "object",
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+                                                            "type": {
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+                                                              "enum": [
+                                                                "ephemeral"
+                                                              ]
+                                                            },
+                                                            "ttl": {
+                                                              "type": "string",
+                                                              "enum": [
+                                                                "5m",
+                                                                "1h"
+                                                              ]
+                                                            }
+                                                          },
+                                                          "required": [
+                                                            "type"
+                                                          ]
+                                                        }
+                                                      },
+                                                      "required": [
+                                                        "type",
+                                                        "tool_name"
+                                                      ]
+                                                    }
+                                                  ]
+                                                }
+                                              }
+                                            ]
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+                                          "cache_control": {
+                                            "type": "object",
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+                                                  "ephemeral"
+                                                ]
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+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
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+                                        ]
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+                                            "type": "string",
+                                            "enum": [
+                                              "tool_use"
+                                            ]
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+                                            "type": "string"
+                                          },
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+                                              "nullable": true
+                                            }
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+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
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+                                                    "enum": [
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+                                                    ]
+                                                  }
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+                                                ]
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+                                                    ]
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+                                                  }
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+                                                ]
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+                                                ]
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+                                            "properties": {
+                                              "type": {
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+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
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+                                              "ttl": {
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+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
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+                                            ]
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+                                        ]
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+                                            ]
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+                                            "enum": [
+                                              "web_search",
+                                              "web_fetch",
+                                              "code_execution",
+                                              "bash_code_execution",
+                                              "text_editor_code_execution",
+                                              "tool_search_tool_regex",
+                                              "tool_search_tool_bm25"
+                                            ]
+                                          },
+                                          "input": {
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+                                            "additionalProperties": {
+                                              "nullable": true
+                                            }
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+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "direct"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
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+                                                ]
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+                                                    ]
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+                                                ]
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+                                                    ]
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+                                                  }
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+                                                ]
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+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
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+                                                  "ephemeral"
+                                                ]
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+                                                "enum": [
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+                                                  "1h"
+                                                ]
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+                                            ]
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+                                        },
+                                        "required": [
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+                                          "id",
+                                          "name",
+                                          "input"
+                                        ]
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+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "search_result"
+                                            ]
+                                          },
+                                          "source": {
+                                            "type": "string"
+                                          },
+                                          "title": {
+                                            "type": "string"
+                                          },
+                                          "content": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "text"
+                                                ],
+                                                "description": "The type of the content part."
+                                              },
+                                              "text": {
+                                                "type": "string",
+                                                "description": "The text content."
+                                              },
+                                              "cache_control": {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "ephemeral"
+                                                    ]
+                                                  },
+                                                  "ttl": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "5m",
+                                                      "1h"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type",
+                                              "text"
+                                            ]
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "source",
+                                          "title",
+                                          "content"
+                                        ]
+                                      },
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "web_search_tool_result"
+                                            ]
+                                          },
+                                          "tool_use_id": {
+                                            "type": "string"
+                                          },
+                                          "content": {
+                                            "anyOf": [
+                                              {
+                                                "type": "array",
+                                                "items": {
+                                                  "type": "object",
+                                                  "properties": {
+                                                    "type": {
+                                                      "type": "string",
+                                                      "enum": [
+                                                        "web_search_result"
+                                                      ]
+                                                    },
+                                                    "title": {
+                                                      "type": "string"
+                                                    },
+                                                    "url": {
+                                                      "type": "string"
+                                                    },
+                                                    "page_age": {
+                                                      "type": "string"
+                                                    },
+                                                    "encrypted_content": {
+                                                      "type": "string"
+                                                    }
+                                                  },
+                                                  "required": [
+                                                    "type",
+                                                    "title",
+                                                    "url",
+                                                    "encrypted_content"
+                                                  ]
+                                                }
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "web_search_tool_result_error"
+                                                    ]
+                                                  },
+                                                  "error_code": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "invalid_tool_input",
+                                                      "unavailable",
+                                                      "max_uses_exceeded",
+                                                      "too_many_requests",
+                                                      "query_too_long",
+                                                      "request_too_large"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "error_code"
+                                                ]
+                                              }
+                                            ]
+                                          },
+                                          "caller": {
+                                            "oneOf": [
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "direct"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "code_execution_20250825"
+                                                    ]
+                                                  },
+                                                  "tool_id": {
+                                                    "type": "string"
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "tool_id"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "code_execution_20260120"
+                                                    ]
+                                                  },
+                                                  "tool_id": {
+                                                    "type": "string"
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "tool_id"
+                                                ]
+                                              }
+                                            ]
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "tool_use_id",
+                                          "content"
+                                        ]
+                                      },
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "web_fetch_tool_result"
+                                            ]
+                                          },
+                                          "tool_use_id": {
+                                            "type": "string"
+                                          },
+                                          "content": {
+                                            "anyOf": [
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "web_fetch_tool_result_error"
+                                                    ]
+                                                  },
+                                                  "error_code": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "invalid_tool_input",
+                                                      "url_too_long",
+                                                      "url_not_allowed",
+                                                      "url_not_accessible",
+                                                      "unsupported_content_type",
+                                                      "too_many_requests",
+                                                      "max_uses_exceeded",
+                                                      "unavailable"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "error_code"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "web_fetch_result"
+                                                    ]
+                                                  },
+                                                  "url": {
+                                                    "type": "string"
+                                                  },
+                                                  "retrieved_at": {
+                                                    "type": "string"
+                                                  },
+                                                  "content": {
+                                                    "type": "object",
+                                                    "properties": {
+                                                      "type": {
+                                                        "type": "string",
+                                                        "enum": [
+                                                          "document"
+                                                        ]
+                                                      },
+                                                      "source": {
+                                                        "oneOf": [
+                                                          {
+                                                            "type": "object",
+                                                            "properties": {
+                                                              "type": {
+                                                                "type": "string",
+                                                                "enum": [
+                                                                  "base64"
+                                                                ]
+                                                              },
+                                                              "media_type": {
+                                                                "type": "string",
+                                                                "enum": [
+                                                                  "application/pdf",
+                                                                  "text/plain"
+                                                                ]
+                                                              },
+                                                              "data": {
+                                                                "type": "string"
+                                                              }
+                                                            },
+                                                            "required": [
+                                                              "type",
+                                                              "media_type",
+                                                              "data"
+                                                            ]
+                                                          },
+                                                          {
+                                                            "type": "object",
+                                                            "properties": {
+                                                              "type": {
+                                                                "type": "string",
+                                                                "enum": [
+                                                                  "text"
+                                                                ]
+                                                              },
+                                                              "media_type": {
+                                                                "type": "string",
+                                                                "enum": [
+                                                                  "text/plain"
+                                                                ]
+                                                              },
+                                                              "data": {
+                                                                "type": "string"
+                                                              }
+                                                            },
+                                                            "required": [
+                                                              "type",
+                                                              "media_type",
+                                                              "data"
+                                                            ]
+                                                          },
+                                                          {
+                                                            "type": "object",
+                                                            "properties": {
+                                                              "type": {
+                                                                "type": "string",
+                                                                "enum": [
+                                                                  "url"
+                                                                ]
+                                                              },
+                                                              "url": {
+                                                                "type": "string",
+                                                                "format": "uri"
+                                                              }
+                                                            },
+                                                            "required": [
+                                                              "type",
+                                                              "url"
+                                                            ]
+                                                          },
+                                                          {
+                                                            "type": "object",
+                                                            "properties": {
+                                                              "type": {
+                                                                "type": "string",
+                                                                "enum": [
+                                                                  "content"
+                                                                ]
+                                                              },
+                                                              "content": {
+                                                                "anyOf": [
+                                                                  {
+                                                                    "type": "string"
+                                                                  },
+                                                                  {
+                                                                    "type": "array",
+                                                                    "items": {
+                                                                      "nullable": true
+                                                                    }
+                                                                  }
+                                                                ]
+                                                              }
+                                                            },
+                                                            "required": [
+                                                              "type",
+                                                              "content"
+                                                            ]
+                                                          }
+                                                        ]
+                                                      },
+                                                      "title": {
+                                                        "type": "string"
+                                                      },
+                                                      "context": {
+                                                        "type": "string"
+                                                      },
+                                                      "cache_control": {
+                                                        "type": "object",
+                                                        "properties": {
+                                                          "type": {
+                                                            "type": "string",
+                                                            "enum": [
+                                                              "ephemeral"
+                                                            ]
+                                                          },
+                                                          "ttl": {
+                                                            "type": "string",
+                                                            "enum": [
+                                                              "5m",
+                                                              "1h"
+                                                            ]
+                                                          }
+                                                        },
+                                                        "required": [
+                                                          "type"
+                                                        ]
+                                                      }
+                                                    },
+                                                    "required": [
+                                                      "type",
+                                                      "source"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "url",
+                                                  "content"
+                                                ]
+                                              }
+                                            ]
+                                          },
+                                          "caller": {
+                                            "oneOf": [
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "direct"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "code_execution_20250825"
+                                                    ]
+                                                  },
+                                                  "tool_id": {
+                                                    "type": "string"
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "tool_id"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "code_execution_20260120"
+                                                    ]
+                                                  },
+                                                  "tool_id": {
+                                                    "type": "string"
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "tool_id"
+                                                ]
+                                              }
+                                            ]
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "tool_use_id",
+                                          "content"
+                                        ]
+                                      },
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "code_execution_tool_result"
+                                            ]
+                                          },
+                                          "tool_use_id": {
+                                            "type": "string"
+                                          },
+                                          "content": {
+                                            "oneOf": [
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "code_execution_tool_result_error"
+                                                    ]
+                                                  },
+                                                  "error_code": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "invalid_tool_input",
+                                                      "unavailable",
+                                                      "too_many_requests",
+                                                      "execution_time_exceeded"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "error_code"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "code_execution_result"
+                                                    ]
+                                                  },
+                                                  "stdout": {
+                                                    "type": "string"
+                                                  },
+                                                  "stderr": {
+                                                    "type": "string"
+                                                  },
+                                                  "return_code": {
+                                                    "type": "number"
+                                                  },
+                                                  "content": {
+                                                    "type": "array",
+                                                    "items": {
+                                                      "type": "object",
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string",
+                                                          "enum": [
+                                                            "code_execution_output"
+                                                          ]
+                                                        },
+                                                        "file_id": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "required": [
+                                                        "type",
+                                                        "file_id"
+                                                      ]
+                                                    }
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "stdout",
+                                                  "stderr",
+                                                  "return_code"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "encrypted_code_execution_result"
+                                                    ]
+                                                  },
+                                                  "encrypted_stdout": {
+                                                    "type": "string"
+                                                  },
+                                                  "stderr": {
+                                                    "type": "string"
+                                                  },
+                                                  "return_code": {
+                                                    "type": "number"
+                                                  },
+                                                  "content": {
+                                                    "type": "array",
+                                                    "items": {
+                                                      "type": "object",
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string",
+                                                          "enum": [
+                                                            "code_execution_output"
+                                                          ]
+                                                        },
+                                                        "file_id": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "required": [
+                                                        "type",
+                                                        "file_id"
+                                                      ]
+                                                    }
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "encrypted_stdout",
+                                                  "stderr",
+                                                  "return_code"
+                                                ]
+                                              }
+                                            ]
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "tool_use_id",
+                                          "content"
+                                        ]
+                                      },
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "bash_code_execution_tool_result"
+                                            ]
+                                          },
+                                          "tool_use_id": {
+                                            "type": "string"
+                                          },
+                                          "content": {
+                                            "anyOf": [
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "bash_code_execution_tool_result_error"
+                                                    ]
+                                                  },
+                                                  "error_code": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "invalid_tool_input",
+                                                      "unavailable",
+                                                      "too_many_requests",
+                                                      "execution_time_exceeded",
+                                                      "output_file_too_large"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "error_code"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "bash_code_execution_result"
+                                                    ]
+                                                  },
+                                                  "stdout": {
+                                                    "type": "string"
+                                                  },
+                                                  "stderr": {
+                                                    "type": "string"
+                                                  },
+                                                  "return_code": {
+                                                    "type": "number"
+                                                  },
+                                                  "content": {
+                                                    "type": "array",
+                                                    "items": {
+                                                      "type": "object",
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string",
+                                                          "enum": [
+                                                            "bash_code_execution_output"
+                                                          ]
+                                                        },
+                                                        "file_id": {
+                                                          "type": "string"
+                                                        }
+                                                      },
+                                                      "required": [
+                                                        "type",
+                                                        "file_id"
+                                                      ]
+                                                    }
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "stdout",
+                                                  "stderr",
+                                                  "return_code"
+                                                ]
+                                              }
+                                            ]
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "tool_use_id",
+                                          "content"
+                                        ]
+                                      },
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "text_editor_code_execution_tool_result"
+                                            ]
+                                          },
+                                          "tool_use_id": {
+                                            "type": "string"
+                                          },
+                                          "content": {
+                                            "oneOf": [
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "text_editor_code_execution_tool_result_error"
+                                                    ]
+                                                  },
+                                                  "error_code": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "invalid_tool_input",
+                                                      "unavailable",
+                                                      "too_many_requests",
+                                                      "execution_time_exceeded",
+                                                      "file_not_found"
+                                                    ]
+                                                  },
+                                                  "error_message": {
+                                                    "type": "string"
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "error_code"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "text_editor_code_execution_view_result"
+                                                    ]
+                                                  },
+                                                  "content": {
+                                                    "type": "string"
+                                                  },
+                                                  "file_type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "text",
+                                                      "image",
+                                                      "pdf"
+                                                    ]
+                                                  },
+                                                  "start_line": {
+                                                    "type": "number"
+                                                  },
+                                                  "num_lines": {
+                                                    "type": "number"
+                                                  },
+                                                  "total_lines": {
+                                                    "type": "number"
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "content",
+                                                  "file_type"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "text_editor_code_execution_create_result"
+                                                    ]
+                                                  },
+                                                  "is_file_update": {
+                                                    "type": "boolean"
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "is_file_update"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "text_editor_code_execution_str_replace_result"
+                                                    ]
+                                                  },
+                                                  "old_start": {
+                                                    "type": "number"
+                                                  },
+                                                  "old_lines": {
+                                                    "type": "number"
+                                                  },
+                                                  "new_start": {
+                                                    "type": "number"
+                                                  },
+                                                  "new_lines": {
+                                                    "type": "number"
+                                                  },
+                                                  "lines": {
+                                                    "type": "array",
+                                                    "items": {
+                                                      "type": "string"
+                                                    }
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type"
+                                                ]
+                                              }
+                                            ]
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "tool_use_id",
+                                          "content"
+                                        ]
+                                      },
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "tool_search_tool_result"
+                                            ]
+                                          },
+                                          "tool_use_id": {
+                                            "type": "string"
+                                          },
+                                          "content": {
+                                            "oneOf": [
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "tool_search_tool_result_error"
+                                                    ]
+                                                  },
+                                                  "error_code": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "invalid_tool_input",
+                                                      "unavailable",
+                                                      "too_many_requests",
+                                                      "execution_time_exceeded"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "error_code"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "tool_search_tool_search_result"
+                                                    ]
+                                                  },
+                                                  "tool_references": {
+                                                    "type": "array",
+                                                    "items": {
+                                                      "type": "object",
+                                                      "properties": {
+                                                        "type": {
+                                                          "type": "string",
+                                                          "enum": [
+                                                            "tool_reference"
+                                                          ]
+                                                        },
+                                                        "tool_name": {
+                                                          "type": "string"
+                                                        },
+                                                        "cache_control": {
+                                                          "type": "object",
+                                                          "properties": {
+                                                            "type": {
+                                                              "type": "string",
+                                                              "enum": [
+                                                                "ephemeral"
+                                                              ]
+                                                            },
+                                                            "ttl": {
+                                                              "type": "string",
+                                                              "enum": [
+                                                                "5m",
+                                                                "1h"
+                                                              ]
+                                                            }
+                                                          },
+                                                          "required": [
+                                                            "type"
+                                                          ]
+                                                        }
+                                                      },
+                                                      "required": [
+                                                        "type",
+                                                        "tool_name"
+                                                      ]
+                                                    }
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "tool_references"
+                                                ]
+                                              }
+                                            ]
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "tool_use_id",
+                                          "content"
+                                        ]
+                                      },
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "redacted_thinking"
+                                            ]
+                                          },
+                                          "data": {
+                                            "type": "string"
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "data"
+                                        ]
+                                      },
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "document"
+                                            ]
+                                          },
+                                          "source": {
+                                            "oneOf": [
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "base64"
+                                                    ]
+                                                  },
+                                                  "media_type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "application/pdf",
+                                                      "text/plain"
+                                                    ]
+                                                  },
+                                                  "data": {
+                                                    "type": "string"
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "media_type",
+                                                  "data"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "text"
+                                                    ]
+                                                  },
+                                                  "media_type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "text/plain"
+                                                    ]
+                                                  },
+                                                  "data": {
+                                                    "type": "string"
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "media_type",
+                                                  "data"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "url"
+                                                    ]
+                                                  },
+                                                  "url": {
+                                                    "type": "string",
+                                                    "format": "uri"
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "url"
+                                                ]
+                                              },
+                                              {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "content"
+                                                    ]
+                                                  },
+                                                  "content": {
+                                                    "anyOf": [
+                                                      {
+                                                        "type": "string"
+                                                      },
+                                                      {
+                                                        "type": "array",
+                                                        "items": {
+                                                          "nullable": true
+                                                        }
+                                                      }
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "content"
+                                                ]
+                                              }
+                                            ]
+                                          },
+                                          "title": {
+                                            "type": "string"
+                                          },
+                                          "context": {
+                                            "type": "string"
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "source"
+                                        ]
+                                      }
+                                    ]
+                                  }
+                                }
+                              ]
+                            }
+                          },
+                          "required": [
+                            "role",
+                            "content"
+                          ]
+                        }
+                      },
+                      {
+                        "type": "array",
+                        "items": {
+                          "oneOf": [
+                            {
+                              "type": "object",
+                              "properties": {
+                                "role": {
+                                  "type": "string",
+                                  "enum": [
+                                    "system"
+                                  ],
+                                  "description": "The role of the author of the message — in this case, the system."
+                                },
+                                "content": {
+                                  "anyOf": [
+                                    {
+                                      "type": "string"
+                                    },
+                                    {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "text"
+                                            ],
+                                            "description": "The type of the content part."
+                                          },
+                                          "text": {
+                                            "type": "string",
+                                            "description": "The text content."
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "text"
+                                        ]
+                                      }
+                                    }
+                                  ],
+                                  "description": "The contents of the system message."
+                                },
+                                "name": {
+                                  "type": "string",
+                                  "description": "An optional name for the participant. Provides the model information to differentiate between participants of the same role."
+                                }
+                              },
+                              "required": [
+                                "role",
+                                "content"
+                              ]
+                            },
+                            {
+                              "type": "object",
+                              "properties": {
+                                "role": {
+                                  "type": "string",
+                                  "enum": [
+                                    "user"
+                                  ],
+                                  "description": "The role of the author of the message — in this case, the user"
+                                },
+                                "content": {
+                                  "anyOf": [
+                                    {
+                                      "type": "string"
+                                    },
+                                    {
+                                      "type": "array",
+                                      "items": {
+                                        "anyOf": [
+                                          {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "image_url"
+                                                ]
+                                              },
+                                              "image_url": {
+                                                "type": "object",
+                                                "properties": {
+                                                  "url": {
+                                                    "anyOf": [
+                                                      {
+                                                        "type": "string",
+                                                        "format": "uri"
+                                                      },
+                                                      {
+                                                        "type": "string"
+                                                      }
+                                                    ],
+                                                    "description": "Either a URL of the image or the base64 encoded image data. "
+                                                  },
+                                                  "detail": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "low",
+                                                      "high",
+                                                      "auto"
+                                                    ],
+                                                    "description": "Specifies the detail level of the image. Currently supports JPG/JPEG, PNG, GIF, and WEBP formats."
+                                                  }
+                                                },
+                                                "required": [
+                                                  "url"
+                                                ]
+                                              },
+                                              "cache_control": {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "ephemeral"
+                                                    ]
+                                                  },
+                                                  "ttl": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "5m",
+                                                      "1h"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type",
+                                              "image_url"
+                                            ]
+                                          },
+                                          {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "image"
+                                                ]
+                                              },
+                                              "source": {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "base64"
+                                                    ]
+                                                  },
+                                                  "media_type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "image/jpeg",
+                                                      "image/png",
+                                                      "image/gif",
+                                                      "image/webp"
+                                                    ]
+                                                  },
+                                                  "data": {
+                                                    "type": "string"
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type",
+                                                  "media_type",
+                                                  "data"
+                                                ]
+                                              },
+                                              "cache_control": {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "ephemeral"
+                                                    ]
+                                                  },
+                                                  "ttl": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "5m",
+                                                      "1h"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type",
+                                              "source"
+                                            ]
+                                          },
+                                          {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "text"
+                                                ],
+                                                "description": "The type of the content part."
+                                              },
+                                              "text": {
+                                                "type": "string",
+                                                "description": "The text content."
+                                              },
+                                              "cache_control": {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "ephemeral"
+                                                    ]
+                                                  },
+                                                  "ttl": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "5m",
+                                                      "1h"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type",
+                                              "text"
+                                            ]
+                                          },
+                                          {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "input_audio"
+                                                ],
+                                                "description": "The type of the content part."
+                                              },
+                                              "input_audio": {
+                                                "type": "object",
+                                                "properties": {
+                                                  "data": {
+                                                    "anyOf": [
+                                                      {
+                                                        "type": "string",
+                                                        "format": "uri"
+                                                      },
+                                                      {
+                                                        "type": "string"
+                                                      },
+                                                      {
+                                                        "type": "string"
+                                                      }
+                                                    ],
+                                                    "description": "Either a URL of the audio or the base64 encoded audio data."
+                                                  },
+                                                  "format": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "wav",
+                                                      "mp3",
+                                                      "audio/x-aac",
+                                                      "audio/flac",
+                                                      "audio/mp3",
+                                                      "audio/m4a",
+                                                      "audio/mpeg",
+                                                      "audio/mpga",
+                                                      "audio/mp4",
+                                                      "audio/ogg",
+                                                      "audio/pcm",
+                                                      "audio/webm"
+                                                    ],
+                                                    "description": "The format of the encoded audio data. Currently supports \"wav\" and \"mp3\"."
+                                                  }
+                                                },
+                                                "required": [
+                                                  "data",
+                                                  "format"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type",
+                                              "input_audio"
+                                            ]
+                                          },
+                                          {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "file"
+                                                ],
+                                                "description": "The type of the content part."
+                                              },
+                                              "cache_control": {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "ephemeral"
+                                                    ]
+                                                  },
+                                                  "ttl": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "5m",
+                                                      "1h"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type"
+                                                ]
+                                              },
+                                              "file": {
+                                                "type": "object",
+                                                "properties": {
+                                                  "file_data": {
+                                                    "type": "string",
+                                                    "description": "The file data, encoded in base64 and passed to the model as a string. Only PDF format is supported.\n        - Maximum size per file: Up to 512 MB and up to 2 million tokens.\n        - Maximum number of files: Up to 20 files can be attached to a single GPT application or Assistant. This limit applies throughout the application's lifetime.\n        - Maximum total file storage per user: 10 GB."
+                                                  },
+                                                  "file_id": {
+                                                    "type": "string"
+                                                  },
+                                                  "filename": {
+                                                    "type": "string",
+                                                    "description": "The file name specified by the user. This name can be used to reference the file when interacting with the model, especially if multiple files are uploaded."
+                                                  }
+                                                }
+                                              }
+                                            },
+                                            "required": [
+                                              "type",
+                                              "file"
+                                            ]
+                                          },
+                                          {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "video_url"
+                                                ]
+                                              },
+                                              "video_url": {
+                                                "type": "object",
+                                                "properties": {
+                                                  "url": {
+                                                    "anyOf": [
+                                                      {
+                                                        "type": "string",
+                                                        "format": "uri"
+                                                      },
+                                                      {
+                                                        "type": "string"
+                                                      }
+                                                    ],
+                                                    "description": "Base64-encoded local video file."
+                                                  }
+                                                },
+                                                "required": [
+                                                  "url"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type",
+                                              "video_url"
+                                            ]
+                                          }
+                                        ]
+                                      }
+                                    }
+                                  ],
+                                  "description": "The contents of the user message."
+                                },
+                                "name": {
+                                  "type": "string",
+                                  "description": "An optional name for the participant. Provides the model information to differentiate between participants of the same role."
+                                }
+                              },
+                              "required": [
+                                "role",
+                                "content"
+                              ]
+                            },
+                            {
+                              "type": "object",
+                              "properties": {
+                                "role": {
+                                  "type": "string",
+                                  "enum": [
+                                    "tool"
+                                  ],
+                                  "description": "The role of the author of the message — in this case, the tool."
+                                },
+                                "content": {
+                                  "anyOf": [
+                                    {
+                                      "type": "string"
+                                    },
+                                    {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "text"
+                                            ],
+                                            "description": "The type of the content part."
+                                          },
+                                          "text": {
+                                            "type": "string",
+                                            "description": "The text content."
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "text"
+                                        ]
+                                      }
+                                    }
+                                  ],
+                                  "description": "The contents of the tool message."
+                                },
+                                "tool_call_id": {
+                                  "type": "string",
+                                  "description": "Tool call that this message is responding to."
+                                },
+                                "name": {
+                                  "type": "string",
+                                  "nullable": true,
+                                  "description": "An optional name for the participant. Provides the model information to differentiate between participants of the same role."
+                                }
+                              },
+                              "required": [
+                                "role",
+                                "content",
+                                "tool_call_id"
+                              ]
+                            },
+                            {
+                              "type": "object",
+                              "properties": {
+                                "role": {
+                                  "type": "string",
+                                  "enum": [
+                                    "function"
+                                  ]
+                                },
+                                "content": {
+                                  "type": "string"
+                                },
+                                "name": {
+                                  "type": "string"
+                                }
+                              },
+                              "required": [
+                                "role",
+                                "content",
+                                "name"
+                              ]
+                            },
+                            {
+                              "type": "object",
+                              "properties": {
+                                "role": {
+                                  "type": "string",
+                                  "enum": [
+                                    "assistant"
+                                  ],
+                                  "description": "The role of the author of the message — in this case, the Assistant."
+                                },
+                                "content": {
+                                  "anyOf": [
+                                    {
+                                      "type": "string",
+                                      "description": "The contents of the Assistant message."
+                                    },
+                                    {
+                                      "type": "array",
+                                      "items": {
+                                        "anyOf": [
+                                          {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "text"
+                                                ],
+                                                "description": "The type of the content part."
+                                              },
+                                              "text": {
+                                                "type": "string",
+                                                "description": "The text content."
+                                              },
+                                              "cache_control": {
+                                                "type": "object",
+                                                "properties": {
+                                                  "type": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "ephemeral"
+                                                    ]
+                                                  },
+                                                  "ttl": {
+                                                    "type": "string",
+                                                    "enum": [
+                                                      "5m",
+                                                      "1h"
+                                                    ]
+                                                  }
+                                                },
+                                                "required": [
+                                                  "type"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type",
+                                              "text"
+                                            ]
+                                          },
+                                          {
+                                            "type": "object",
+                                            "properties": {
+                                              "refusal": {
+                                                "type": "string",
+                                                "description": "The refusal message generated by the model."
+                                              },
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "refusal"
+                                                ],
+                                                "description": "The type of the content part."
+                                              }
+                                            },
+                                            "required": [
+                                              "refusal",
+                                              "type"
+                                            ]
+                                          }
+                                        ]
+                                      },
+                                      "description": "An array of content parts with a defined type. Can be one or more of type text, or exactly one of type refusal."
+                                    },
+                                    {
+                                      "nullable": true
+                                    }
+                                  ],
+                                  "description": "The contents of the Assistant message. Required unless tool_calls or function_call is specified."
+                                },
+                                "tool_calls": {
+                                  "type": "array",
+                                  "items": {
+                                    "oneOf": [
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "id": {
+                                            "type": "string",
+                                            "description": "The ID of the tool call."
+                                          },
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "function"
+                                            ],
+                                            "description": "The type of the tool. Currently, only function is supported."
+                                          },
+                                          "function": {
+                                            "type": "object",
+                                            "properties": {
+                                              "name": {
+                                                "type": "string",
+                                                "description": "The name of the function to call."
+                                              },
+                                              "arguments": {
+                                                "type": "string",
+                                                "description": "The arguments to call the function with, as generated by the model in JSON format. Note that the model does not always generate valid JSON, and may hallucinate parameters not defined by your function schema. Validate the arguments in your code before calling your function."
+                                              }
+                                            },
+                                            "required": [
+                                              "name",
+                                              "arguments"
+                                            ],
+                                            "description": "The function that the model called."
+                                          },
+                                          "extra_content": {
+                                            "type": "object",
+                                            "additionalProperties": {
+                                              "nullable": true
+                                            },
+                                            "description": "Opaque provider metadata for this tool call (e.g. Gemini thought_signature). Echo it back unchanged on the next turn."
+                                          }
+                                        },
+                                        "required": [
+                                          "id",
+                                          "type",
+                                          "function"
+                                        ]
+                                      },
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "id": {
+                                            "type": "string",
+                                            "description": "The ID of the tool call."
+                                          },
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "custom"
+                                            ],
+                                            "description": "The type of the tool. Currently, only function is supported."
+                                          },
+                                          "custom": {
+                                            "type": "object",
+                                            "properties": {
+                                              "name": {
+                                                "type": "string",
+                                                "description": "The name of the custom tool to call."
+                                              },
+                                              "input": {
+                                                "type": "string",
+                                                "description": "The input for the custom tool call generated by the model."
+                                              }
+                                            },
+                                            "required": [
+                                              "name",
+                                              "input"
+                                            ],
+                                            "description": "The custom tool that the model called."
+                                          },
+                                          "extra_content": {
+                                            "type": "object",
+                                            "additionalProperties": {
+                                              "nullable": true
+                                            },
+                                            "description": "Opaque provider metadata for this tool call (e.g. Gemini thought_signature). Echo it back unchanged on the next turn."
+                                          }
+                                        },
+                                        "required": [
+                                          "id",
+                                          "type",
+                                          "custom"
+                                        ]
+                                      }
+                                    ]
+                                  },
+                                  "description": "The tool calls generated by the model, such as function calls."
+                                },
+                                "reasoning_content": {
+                                  "type": "string"
+                                },
+                                "refusal": {
+                                  "type": "string",
+                                  "nullable": true,
+                                  "description": "The refusal message by the Assistant."
+                                },
+                                "audio": {
+                                  "type": "object",
+                                  "nullable": true,
+                                  "properties": {
+                                    "id": {
+                                      "type": "string",
+                                      "description": "Unique identifier for a previous audio response from the model."
+                                    }
+                                  },
+                                  "required": [
+                                    "id"
+                                  ],
+                                  "description": "Data about a previous audio response from the model."
+                                },
+                                "name": {
+                                  "type": "string",
+                                  "description": "An optional name for the participant. Provides the model information to differentiate between participants of the same role."
+                                }
+                              },
+                              "required": [
+                                "role"
+                              ]
+                            },
+                            {
+                              "type": "object",
+                              "properties": {
+                                "content": {
+                                  "anyOf": [
+                                    {
+                                      "type": "string"
+                                    },
+                                    {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "text"
+                                            ],
+                                            "description": "The type of the content part."
+                                          },
+                                          "text": {
+                                            "type": "string",
+                                            "description": "The text content."
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "text"
+                                        ]
+                                      }
+                                    }
+                                  ],
+                                  "description": "The contents of the developer message."
+                                },
+                                "role": {
+                                  "type": "string",
+                                  "enum": [
+                                    "developer"
+                                  ],
+                                  "description": "The role of the author of the message — in this case, the developer."
+                                },
+                                "name": {
+                                  "type": "string",
+                                  "description": "An optional name for the participant. Provides the model information to differentiate between participants of the same role."
+                                }
+                              },
+                              "required": [
+                                "content",
+                                "role"
+                              ]
+                            }
+                          ]
+                        }
+                      }
+                    ],
+                    "description": "A list of messages comprising the conversation so far. Depending on the model you use, different message types (modalities) are supported, like text, documents (txt, pdf), images, and audio."
+                  },
+                  "metadata": {
+                    "type": "object",
+                    "additionalProperties": {
+                      "type": "string"
+                    },
+                    "description": "An object describing metadata about the request"
+                  },
+                  "stop_sequences": {
+                    "type": "array",
+                    "items": {
+                      "type": "string"
+                    },
+                    "description": "Custom text sequences that will cause the model to stop generating."
+                  },
+                  "stream": {
+                    "type": "boolean",
+                    "default": false,
+                    "description": "If set to True, the model response data will be streamed to the client as it is generated using server-sent events."
+                  },
+                  "system": {
+                    "anyOf": [
+                      {
+                        "type": "string"
+                      },
+                      {
+                        "type": "array",
+                        "items": {
+                          "type": "object",
+                          "properties": {
+                            "type": {
+                              "type": "string",
+                              "enum": [
+                                "text"
+                              ],
+                              "default": "text"
+                            },
+                            "text": {
+                              "type": "string"
+                            },
+                            "citations": {
+                              "type": "array",
+                              "items": {
+                                "oneOf": [
+                                  {
+                                    "type": "object",
+                                    "properties": {
+                                      "type": {
+                                        "type": "string",
+                                        "enum": [
+                                          "char_location"
+                                        ]
+                                      },
+                                      "cited_text": {
+                                        "type": "string"
+                                      },
+                                      "document_index": {
+                                        "type": "number"
+                                      },
+                                      "document_title": {
+                                        "type": "string"
+                                      },
+                                      "end_char_index": {
+                                        "type": "number"
+                                      },
+                                      "start_char_index": {
+                                        "type": "number"
+                                      }
+                                    },
+                                    "required": [
+                                      "type",
+                                      "cited_text",
+                                      "document_index",
+                                      "document_title",
+                                      "end_char_index",
+                                      "start_char_index"
+                                    ]
+                                  },
+                                  {
+                                    "type": "object",
+                                    "properties": {
+                                      "type": {
+                                        "type": "string",
+                                        "enum": [
+                                          "page_location"
+                                        ]
+                                      },
+                                      "cited_text": {
+                                        "type": "string"
+                                      },
+                                      "document_index": {
+                                        "type": "number"
+                                      },
+                                      "document_title": {
+                                        "type": "string"
+                                      },
+                                      "end_page_number": {
+                                        "type": "number"
+                                      },
+                                      "start_page_number": {
+                                        "type": "number"
+                                      }
+                                    },
+                                    "required": [
+                                      "type",
+                                      "cited_text",
+                                      "document_index",
+                                      "document_title",
+                                      "end_page_number",
+                                      "start_page_number"
+                                    ]
+                                  },
+                                  {
+                                    "type": "object",
+                                    "properties": {
+                                      "type": {
+                                        "type": "string",
+                                        "enum": [
+                                          "content_block_location"
+                                        ]
+                                      },
+                                      "cited_text": {
+                                        "type": "string"
+                                      },
+                                      "document_index": {
+                                        "type": "number"
+                                      },
+                                      "document_title": {
+                                        "type": "string"
+                                      },
+                                      "end_block_index": {
+                                        "type": "number"
+                                      },
+                                      "start_block_index": {
+                                        "type": "number"
+                                      }
+                                    },
+                                    "required": [
+                                      "type",
+                                      "cited_text",
+                                      "document_index",
+                                      "document_title",
+                                      "end_block_index",
+                                      "start_block_index"
+                                    ]
+                                  },
+                                  {
+                                    "type": "object",
+                                    "properties": {
+                                      "type": {
+                                        "type": "string",
+                                        "enum": [
+                                          "web_search_result_location"
+                                        ]
+                                      },
+                                      "cited_text": {
+                                        "type": "string"
+                                      },
+                                      "encrypted_index": {
+                                        "type": "string"
+                                      },
+                                      "title": {
+                                        "type": "string"
+                                      },
+                                      "url": {
+                                        "type": "string"
+                                      }
+                                    },
+                                    "required": [
+                                      "type",
+                                      "cited_text",
+                                      "encrypted_index",
+                                      "title",
+                                      "url"
+                                    ]
+                                  },
+                                  {
+                                    "type": "object",
+                                    "properties": {
+                                      "type": {
+                                        "type": "string",
+                                        "enum": [
+                                          "search_result_location"
+                                        ]
+                                      },
+                                      "cited_text": {
+                                        "type": "string"
+                                      },
+                                      "end_block_index": {
+                                        "type": "number"
+                                      },
+                                      "search_result_index": {
+                                        "type": "number"
+                                      },
+                                      "source": {
+                                        "type": "string"
+                                      },
+                                      "start_block_index": {
+                                        "type": "number"
+                                      },
+                                      "title": {
+                                        "type": "string"
+                                      }
+                                    },
+                                    "required": [
+                                      "type",
+                                      "cited_text",
+                                      "end_block_index",
+                                      "search_result_index",
+                                      "source",
+                                      "start_block_index",
+                                      "title"
+                                    ]
+                                  }
+                                ]
+                              }
+                            },
+                            "cache_control": {
+                              "type": "object",
+                              "properties": {
+                                "type": {
+                                  "type": "string",
+                                  "enum": [
+                                    "ephemeral"
+                                  ]
+                                },
+                                "ttl": {
+                                  "type": "string",
+                                  "enum": [
+                                    "5m",
+                                    "1h"
+                                  ]
+                                }
+                              },
+                              "required": [
+                                "type"
+                              ]
+                            }
+                          },
+                          "required": [
+                            "text"
+                          ]
+                        }
+                      }
+                    ],
+                    "description": "A system prompt is a way of providing context and instructions to Claude, such as specifying a particular goal or role."
+                  },
+                  "tool_choice": {
+                    "anyOf": [
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "auto"
+                            ]
+                          },
+                          "disable_parallel_tool_use": {
+                            "type": "boolean"
+                          }
+                        },
+                        "required": [
+                          "type"
+                        ]
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "any"
+                            ]
+                          },
+                          "disable_parallel_tool_use": {
+                            "type": "boolean"
+                          }
+                        },
+                        "required": [
+                          "type"
+                        ]
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "name": {
+                            "type": "string"
+                          },
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "tool"
+                            ]
+                          },
+                          "disable_parallel_tool_use": {
+                            "type": "boolean"
+                          }
+                        },
+                        "required": [
+                          "name",
+                          "type"
+                        ]
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "none"
+                            ]
+                          }
+                        },
+                        "required": [
+                          "type"
+                        ]
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "minLength": 1
+                          }
+                        },
+                        "required": [
+                          "type"
+                        ]
+                      },
+                      {
+                        "type": "string",
+                        "enum": [
+                          "none",
+                          "auto",
+                          "required"
+                        ],
+                        "description": "none means the model will not call any tool and instead generates a message. auto means the model can pick between generating a message or calling one or more tools. required means the model must call one or more tools."
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "function"
+                            ],
+                            "description": "The type of the tool. Currently, only function is supported."
+                          },
+                          "function": {
+                            "type": "object",
+                            "properties": {
+                              "name": {
+                                "type": "string",
+                                "description": "The name of the function to call."
+                              }
+                            },
+                            "required": [
+                              "name"
+                            ]
+                          }
+                        },
+                        "required": [
+                          "type",
+                          "function"
+                        ],
+                        "description": "Specifies a tool the model should use. Use to force the model to call a specific function."
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "allowed_tools"
+                            ],
+                            "description": "The type of the tool. Currently, only function is supported."
+                          },
+                          "allowed_tools": {
+                            "type": "object",
+                            "properties": {
+                              "mode": {
+                                "type": "string",
+                                "enum": [
+                                  "auto",
+                                  "required"
+                                ],
+                                "description": "Constrains the tools available to the model to a pre-defined set.\n- auto allows the model to pick from among the allowed tools and generate a message.\n- required requires the model to call one or more of the allowed tools."
+                              },
+                              "tools": {
+                                "type": "array",
+                                "items": {
+                                  "type": "object",
+                                  "additionalProperties": {
+                                    "nullable": true
+                                  }
+                                },
+                                "description": "A list of tool definitions that the model should be allowed to call."
+                              }
+                            },
+                            "required": [
+                              "mode",
+                              "tools"
+                            ]
+                          }
+                        },
+                        "required": [
+                          "type",
+                          "allowed_tools"
+                        ],
+                        "description": "Constrains the tools available to the model to a pre-defined set."
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "function"
+                            ],
+                            "description": "The type of the tool. Currently, only function is supported."
+                          },
+                          "function": {
+                            "type": "string",
+                            "enum": [
+                              "name"
+                            ],
+                            "description": "The name of the function to call."
+                          }
+                        },
+                        "required": [
+                          "type",
+                          "function"
+                        ],
+                        "description": "Specifies a tool the model should use. Use to force the model to call a specific function."
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "custom"
+                            ],
+                            "description": "The type of the tool. Currently, only function is supported."
+                          },
+                          "custom": {
+                            "type": "string",
+                            "enum": [
+                              "name"
+                            ],
+                            "description": "The name of the custom tool to call."
+                          }
+                        },
+                        "required": [
+                          "type",
+                          "custom"
+                        ],
+                        "description": "Specifies a tool the model should use. Use to force the model to call a specific custom tool."
+                      }
+                    ],
+                    "description": "Controls which (if any) tool is called by the model. none means the model will not call any tool and instead generates a message. auto means the model can pick between generating a message or calling one or more tools. required means the model must call one or more tools. Specifying a particular tool via {\"type\": \"function\", \"function\": {\"name\": \"my_function\"}} forces the model to call that tool.\n  none is the default when no tools are present. auto is the default if tools are present."
+                  },
+                  "tools": {
+                    "anyOf": [
+                      {
+                        "type": "array",
+                        "items": {
+                          "anyOf": [
+                            {
+                              "oneOf": [
+                                {
+                                  "type": "object",
+                                  "properties": {
+                                    "name": {
+                                      "type": "string",
+                                      "description": "Name of the tool."
+                                    },
+                                    "description": {
+                                      "type": "string",
+                                      "description": "Description of what this tool does.\n  Tool descriptions should be as detailed as possible. The more information that the model has about what the tool is and how to use it, the better it will perform. You can use natural language descriptions to reinforce important aspects of the tool input JSON schema."
+                                    },
+                                    "input_schema": {
+                                      "type": "object",
+                                      "properties": {
+                                        "type": {
+                                          "type": "string",
+                                          "enum": [
+                                            "object"
+                                          ]
+                                        },
+                                        "properties": {
+                                          "nullable": true
+                                        },
+                                        "required": {
+                                          "type": "array",
+                                          "items": {
+                                            "type": "string"
+                                          }
+                                        }
+                                      },
+                                      "required": [
+                                        "type"
+                                      ],
+                                      "additionalProperties": {
+                                        "nullable": true
+                                      },
+                                      "description": "JSON schema for this tool's input.\n  This defines the shape of the input that your tool accepts and that the model will produce."
+                                    },
+                                    "type": {
+                                      "type": "string",
+                                      "enum": [
+                                        "custom"
+                                      ]
+                                    },
+                                    "defer_loading": {
+                                      "type": "boolean"
+                                    },
+                                    "eager_input_streaming": {
+                                      "type": "boolean"
+                                    },
+                                    "input_examples": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "object",
+                                        "additionalProperties": {
+                                          "nullable": true
+                                        }
+                                      }
+                                    },
+                                    "strict": {
+                                      "type": "boolean"
+                                    },
+                                    "allowed_callers": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "string",
+                                        "enum": [
+                                          "direct",
+                                          "code_execution_20250825",
+                                          "code_execution_20260120"
+                                        ]
+                                      }
+                                    },
+                                    "cache_control": {
+                                      "type": "object",
+                                      "properties": {
+                                        "type": {
+                                          "type": "string",
+                                          "enum": [
+                                            "ephemeral"
+                                          ]
+                                        },
+                                        "ttl": {
+                                          "type": "string",
+                                          "enum": [
+                                            "5m",
+                                            "1h"
+                                          ]
+                                        }
+                                      },
+                                      "required": [
+                                        "type"
+                                      ]
+                                    }
+                                  },
+                                  "required": [
+                                    "name",
+                                    "input_schema"
+                                  ]
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+                                      "properties": {
+                                        "enabled": {
+                                          "type": "boolean"
+                                        }
+                                      }
+                                    },
+                                    "max_content_tokens": {
+                                      "type": "number"
+                                    },
+                                    "max_uses": {
+                                      "type": "number"
+                                    },
+                                    "defer_loading": {
+                                      "type": "boolean"
+                                    },
+                                    "strict": {
+                                      "type": "boolean"
+                                    },
+                                    "allowed_callers": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "string",
+                                        "enum": [
+                                          "direct",
+                                          "code_execution_20250825",
+                                          "code_execution_20260120"
+                                        ]
+                                      }
+                                    },
+                                    "cache_control": {
+                                      "type": "object",
+                                      "properties": {
+                                        "type": {
+                                          "type": "string",
+                                          "enum": [
+                                            "ephemeral"
+                                          ]
+                                        },
+                                        "ttl": {
+                                          "type": "string",
+                                          "enum": [
+                                            "5m",
+                                            "1h"
+                                          ]
+                                        }
+                                      },
+                                      "required": [
+                                        "type"
+                                      ]
+                                    }
+                                  },
+                                  "required": [
+                                    "type"
+                                  ]
+                                },
+                                {
+                                  "type": "object",
+                                  "properties": {
+                                    "name": {
+                                      "type": "string",
+                                      "enum": [
+                                        "tool_search_tool_bm25"
+                                      ],
+                                      "default": "tool_search_tool_bm25"
+                                    },
+                                    "type": {
+                                      "type": "string",
+                                      "enum": [
+                                        "tool_search_tool_bm25_20251119",
+                                        "tool_search_tool_bm25"
+                                      ]
+                                    },
+                                    "defer_loading": {
+                                      "type": "boolean"
+                                    },
+                                    "strict": {
+                                      "type": "boolean"
+                                    },
+                                    "allowed_callers": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "string",
+                                        "enum": [
+                                          "direct",
+                                          "code_execution_20250825",
+                                          "code_execution_20260120"
+                                        ]
+                                      }
+                                    },
+                                    "cache_control": {
+                                      "type": "object",
+                                      "properties": {
+                                        "type": {
+                                          "type": "string",
+                                          "enum": [
+                                            "ephemeral"
+                                          ]
+                                        },
+                                        "ttl": {
+                                          "type": "string",
+                                          "enum": [
+                                            "5m",
+                                            "1h"
+                                          ]
+                                        }
+                                      },
+                                      "required": [
+                                        "type"
+                                      ]
+                                    }
+                                  },
+                                  "required": [
+                                    "type"
+                                  ]
+                                },
+                                {
+                                  "type": "object",
+                                  "properties": {
+                                    "name": {
+                                      "type": "string",
+                                      "enum": [
+                                        "tool_search_tool_regex"
+                                      ],
+                                      "default": "tool_search_tool_regex"
+                                    },
+                                    "type": {
+                                      "type": "string",
+                                      "enum": [
+                                        "tool_search_tool_regex_20251119",
+                                        "tool_search_tool_regex"
+                                      ]
+                                    },
+                                    "defer_loading": {
+                                      "type": "boolean"
+                                    },
+                                    "strict": {
+                                      "type": "boolean"
+                                    },
+                                    "allowed_callers": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "string",
+                                        "enum": [
+                                          "direct",
+                                          "code_execution_20250825",
+                                          "code_execution_20260120"
+                                        ]
+                                      }
+                                    },
+                                    "cache_control": {
+                                      "type": "object",
+                                      "properties": {
+                                        "type": {
+                                          "type": "string",
+                                          "enum": [
+                                            "ephemeral"
+                                          ]
+                                        },
+                                        "ttl": {
+                                          "type": "string",
+                                          "enum": [
+                                            "5m",
+                                            "1h"
+                                          ]
+                                        }
+                                      },
+                                      "required": [
+                                        "type"
+                                      ]
+                                    }
+                                  },
+                                  "required": [
+                                    "type"
+                                  ]
+                                }
+                              ]
+                            },
+                            {
+                              "type": "object",
+                              "properties": {
+                                "type": {
+                                  "type": "string",
+                                  "minLength": 1
+                                }
+                              },
+                              "required": [
+                                "type"
+                              ]
+                            }
+                          ]
+                        }
+                      },
+                      {
+                        "type": "array",
+                        "items": {
+                          "anyOf": [
+                            {
+                              "oneOf": [
+                                {
+                                  "type": "object",
+                                  "properties": {
+                                    "type": {
+                                      "type": "string",
+                                      "enum": [
+                                        "function"
+                                      ],
+                                      "description": "The type of the tool. Currently, only function is supported."
+                                    },
+                                    "function": {
+                                      "type": "object",
+                                      "properties": {
+                                        "description": {
+                                          "type": "string",
+                                          "description": "A description of what the function does, used by the model to choose when and how to call the function."
+                                        },
+                                        "name": {
+                                          "type": "string",
+                                          "description": "The name of the function to be called. Must be a-z, A-Z, 0-9, or contain underscores and dashes, with a maximum length of 64."
+                                        },
+                                        "parameters": {
+                                          "type": "object",
+                                          "additionalProperties": {
+                                            "nullable": true,
+                                            "description": "The parameters the functions accepts, described as a JSON Schema object."
+                                          }
+                                        },
+                                        "strict": {
+                                          "type": "boolean",
+                                          "nullable": true,
+                                          "description": "Whether to enable strict schema adherence when generating the function call. If set to True, the model will follow the exact schema defined in the parameters field. Only a subset of JSON Schema is supported when strict is True."
+                                        }
+                                      },
+                                      "required": [
+                                        "name"
+                                      ]
+                                    },
+                                    "cache_control": {
+                                      "type": "object",
+                                      "properties": {
+                                        "type": {
+                                          "type": "string",
+                                          "enum": [
+                                            "ephemeral"
+                                          ]
+                                        },
+                                        "ttl": {
+                                          "type": "string",
+                                          "enum": [
+                                            "5m",
+                                            "1h"
+                                          ]
+                                        }
+                                      },
+                                      "required": [
+                                        "type"
+                                      ]
+                                    }
+                                  },
+                                  "required": [
+                                    "type",
+                                    "function"
+                                  ]
+                                },
+                                {
+                                  "type": "object",
+                                  "properties": {
+                                    "type": {
+                                      "type": "string",
+                                      "enum": [
+                                        "custom"
+                                      ],
+                                      "description": "The type of the tool. Currently, only function is supported."
+                                    },
+                                    "custom": {
+                                      "type": "object",
+                                      "properties": {
+                                        "name": {
+                                          "type": "string",
+                                          "description": "The name of the custom tool, used to identify it in tool calls."
+                                        },
+                                        "description": {
+                                          "type": "string",
+                                          "description": "Optional description of the custom tool, used to provide more context."
+                                        },
+                                        "format": {
+                                          "oneOf": [
+                                            {
+                                              "type": "object",
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string",
+                                                  "enum": [
+                                                    "text"
+                                                  ]
+                                                }
+                                              },
+                                              "required": [
+                                                "type"
+                                              ]
+                                            },
+                                            {
+                                              "type": "object",
+                                              "properties": {
+                                                "type": {
+                                                  "type": "string",
+                                                  "enum": [
+                                                    "grammar"
+                                                  ]
+                                                },
+                                                "grammar": {
+                                                  "type": "object",
+                                                  "properties": {
+                                                    "definition": {
+                                                      "type": "string",
+                                                      "description": "The grammar definition."
+                                                    },
+                                                    "syntax": {
+                                                      "type": "string",
+                                                      "enum": [
+                                                        "lark",
+                                                        "regex"
+                                                      ],
+                                                      "description": "The syntax of the grammar definition."
+                                                    }
+                                                  },
+                                                  "required": [
+                                                    "definition",
+                                                    "syntax"
+                                                  ]
+                                                }
+                                              },
+                                              "required": [
+                                                "type",
+                                                "grammar"
+                                              ]
+                                            }
+                                          ],
+                                          "description": "The input format for the custom tool. Default is unconstrained text."
+                                        }
+                                      },
+                                      "required": [
+                                        "name",
+                                        "format"
+                                      ]
+                                    },
+                                    "cache_control": {
+                                      "type": "object",
+                                      "properties": {
+                                        "type": {
+                                          "type": "string",
+                                          "enum": [
+                                            "ephemeral"
+                                          ]
+                                        },
+                                        "ttl": {
+                                          "type": "string",
+                                          "enum": [
+                                            "5m",
+                                            "1h"
+                                          ]
+                                        }
+                                      },
+                                      "required": [
+                                        "type"
+                                      ]
+                                    }
+                                  },
+                                  "required": [
+                                    "type",
+                                    "custom"
+                                  ]
+                                }
+                              ]
+                            },
+                            {
+                              "type": "object",
+                              "properties": {
+                                "type": {
+                                  "type": "string",
+                                  "minLength": 1
+                                }
+                              },
+                              "required": [
+                                "type"
+                              ]
+                            }
+                          ]
+                        }
+                      }
+                    ],
+                    "description": "Definitions of tools that the model may use.\n  If you include tools in your API request, the model may return tool_use content blocks that represent the model's use of those tools. You can then run those tools using the tool input generated by the model and then optionally return results back to the model using tool_result content blocks.\n  Each tool definition includes:\n      name: Name of the tool.\n      description: Optional, but strongly-recommended description of the tool.\n      input_schema: JSON schema for the tool input shape that the model will produce in tool_use output content blocks."
+                  },
+                  "thinking": {
+                    "anyOf": [
+                      {
+                        "oneOf": [
+                          {
+                            "type": "object",
+                            "properties": {
+                              "type": {
+                                "type": "string",
+                                "enum": [
+                                  "enabled"
+                                ]
+                              },
+                              "budget_tokens": {
+                                "type": "integer",
+                                "minimum": 1024,
+                                "description": "Determines how many tokens Claude can use for its internal reasoning process. Larger budgets can enable more thorough analysis for complex problems, improving response quality. Must be ≥1024 and less than max_tokens."
+                              },
+                              "display": {
+                                "type": "string",
+                                "enum": [
+                                  "summarized",
+                                  "omitted"
+                                ],
+                                "default": "summarized"
+                              }
+                            },
+                            "required": [
+                              "type",
+                              "budget_tokens"
+                            ]
+                          },
+                          {
+                            "type": "object",
+                            "properties": {
+                              "type": {
+                                "type": "string",
+                                "enum": [
+                                  "disabled"
+                                ]
+                              }
+                            },
+                            "required": [
+                              "type"
+                            ]
+                          },
+                          {
+                            "type": "object",
+                            "properties": {
+                              "type": {
+                                "type": "string",
+                                "enum": [
+                                  "adaptive"
+                                ]
+                              },
+                              "display": {
+                                "type": "string",
+                                "enum": [
+                                  "summarized",
+                                  "omitted"
+                                ],
+                                "default": "summarized"
+                              }
+                            },
+                            "required": [
+                              "type"
+                            ]
+                          }
+                        ]
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "minLength": 1
+                          }
+                        },
+                        "required": [
+                          "type"
+                        ]
+                      }
+                    ],
+                    "description": "Configuration for enabling Claude's extended thinking. When enabled, responses include thinking content blocks showing Claude's thinking process before the final answer. Requires a minimum budget of 1,024 tokens and counts towards your max_tokens limit."
+                  },
+                  "max_tokens": {
+                    "type": "number",
+                    "default": 128000,
+                    "description": "The maximum number of tokens that can be generated in the chat completion. This value can be used to control costs for text generated via API."
+                  }
+                },
+                "required": [
+                  "model",
+                  "messages"
+                ],
+                "title": "anthropic/claude-opus-4.7-fast"
+              }
+            }
+          }
+        },
+        "responses": {
+          "200": {
+            "content": {
+              "application/json": {
+                "schema": {
+                  "type": "object",
+                  "properties": {}
+                }
+              },
+              "text/event-stream": {
+                "schema": {
+                  "type": "object",
+                  "properties": {}
+                }
+              }
+            },
+            "description": "Successful response."
+          }
+        },
+        "x-hideTryItPanel": true,
+        "x-codeSamples": [
+          {
+            "lang": "cURL",
+            "source": "curl --request POST \\\n  --url 'https://api.aimlapi.com/v1/messages' \\\n  --header 'Authorization: Bearer <YOUR_AIMLAPI_KEY>' \\\n  --header 'Content-Type: application/json' \\\n  --data '{\"model\": \"anthropic/claude-opus-4.7-fast\", \"messages\": \"<messages>\"}'"
+          },
+          {
+            "lang": "JavaScript",
+            "source": "const response = await fetch('https://api.aimlapi.com/v1/messages', {\n  method: 'POST',\n  headers: {\n    'Authorization': 'Bearer <YOUR_AIMLAPI_KEY>',\n    'Content-Type': 'application/json',\n  },\n  body: JSON.stringify({\n  \"model\": \"anthropic/claude-opus-4.7-fast\",\n  \"messages\": \"<messages>\"\n}),\n});\n\nconsole.log(await response.json());"
+          },
+          {
+            "lang": "Python",
+            "source": "import requests\n\nresponse = requests.post(\n    \"https://api.aimlapi.com/v1/messages\",\n    headers={\n        \"Authorization\": \"Bearer <YOUR_AIMLAPI_KEY>\",\n        \"Content-Type\": \"application/json\",\n    },\n    json={'model': 'anthropic/claude-opus-4.7-fast', 'messages': '<messages>'},\n)\n\nprint(response.json())"
+          }
+        ]
+      }
+    }
+  },
+  "components": {
+    "securitySchemes": {
+      "access-token": {
+        "scheme": "bearer",
+        "bearerFormat": "<YOUR_AIMLAPI_KEY>",
+        "type": "http",
+        "description": "Bearer key"
+      }
+    }
+  }
+}
diff --git a/docs/api-references/text-models-llm/Anthropic/claude-opus-4.7-fast.json b/docs/api-references/text-models-llm/Anthropic/claude-opus-4.7-fast.json
new file mode 100644
index 00000000..fffdc2e4
--- /dev/null
+++ b/docs/api-references/text-models-llm/Anthropic/claude-opus-4.7-fast.json
@@ -0,0 +1,2267 @@
+{
+  "openapi": "3.0.0",
+  "info": {
+    "title": "AIML API",
+    "version": "1.0.0"
+  },
+  "servers": [
+    {
+      "url": "https://api.aimlapi.com"
+    }
+  ],
+  "paths": {
+    "/v1/chat/completions": {
+      "post": {
+        "operationId": "_v1_chat_completions",
+        "requestBody": {
+          "required": true,
+          "content": {
+            "application/json": {
+              "schema": {
+                "type": "object",
+                "properties": {
+                  "model": {
+                    "type": "string",
+                    "enum": [
+                      "anthropic/claude-opus-4.7-fast"
+                    ]
+                  },
+                  "provider": {
+                    "type": "string",
+                    "description": "Provider routing override. Use a source key such as `openai`, `openrouter`, `xai`, `google`, `alibaba`, `minimax`, `moonshot`, `baidu`, or `togetherai` to run that provider with no fallback; `auto` (default) uses the full fallback chain. Case-insensitive.",
+                    "example": "auto"
+                  },
+                  "messages": {
+                    "type": "array",
+                    "items": {
+                      "oneOf": [
+                        {
+                          "type": "object",
+                          "properties": {
+                            "role": {
+                              "type": "string",
+                              "enum": [
+                                "user"
+                              ],
+                              "description": "The role of the author of the message — in this case, the user"
+                            },
+                            "content": {
+                              "anyOf": [
+                                {
+                                  "type": "string"
+                                },
+                                {
+                                  "type": "array",
+                                  "items": {
+                                    "anyOf": [
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "text"
+                                            ],
+                                            "description": "The type of the content part."
+                                          },
+                                          "text": {
+                                            "type": "string",
+                                            "description": "The text content."
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "text"
+                                        ]
+                                      },
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "image_url"
+                                            ]
+                                          },
+                                          "image_url": {
+                                            "type": "object",
+                                            "properties": {
+                                              "url": {
+                                                "anyOf": [
+                                                  {
+                                                    "type": "string",
+                                                    "format": "uri"
+                                                  },
+                                                  {
+                                                    "type": "string"
+                                                  }
+                                                ],
+                                                "description": "Either a URL of the image or the base64 encoded image data. "
+                                              },
+                                              "detail": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "low",
+                                                  "high",
+                                                  "auto"
+                                                ],
+                                                "description": "Specifies the detail level of the image. Currently supports JPG/JPEG, PNG, GIF, and WEBP formats."
+                                              }
+                                            },
+                                            "required": [
+                                              "url"
+                                            ]
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "image_url"
+                                        ]
+                                      },
+                                      {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "file"
+                                            ],
+                                            "description": "The type of the content part."
+                                          },
+                                          "cache_control": {
+                                            "type": "object",
+                                            "properties": {
+                                              "type": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "ephemeral"
+                                                ]
+                                              },
+                                              "ttl": {
+                                                "type": "string",
+                                                "enum": [
+                                                  "5m",
+                                                  "1h"
+                                                ]
+                                              }
+                                            },
+                                            "required": [
+                                              "type"
+                                            ]
+                                          },
+                                          "file": {
+                                            "type": "object",
+                                            "properties": {
+                                              "file_data": {
+                                                "type": "string",
+                                                "description": "The file data, encoded in base64 and passed to the model as a string. Only PDF format is supported.\n        - Maximum size per file: Up to 512 MB and up to 2 million tokens.\n        - Maximum number of files: Up to 20 files can be attached to a single GPT application or Assistant. This limit applies throughout the application's lifetime.\n        - Maximum total file storage per user: 10 GB."
+                                              },
+                                              "file_id": {
+                                                "type": "string"
+                                              },
+                                              "filename": {
+                                                "type": "string",
+                                                "description": "The file name specified by the user. This name can be used to reference the file when interacting with the model, especially if multiple files are uploaded."
+                                              }
+                                            }
+                                          }
+                                        },
+                                        "required": [
+                                          "type",
+                                          "file"
+                                        ]
+                                      }
+                                    ]
+                                  }
+                                }
+                              ],
+                              "description": "The contents of the user message."
+                            },
+                            "name": {
+                              "type": "string",
+                              "description": "An optional name for the participant. Provides the model information to differentiate between participants of the same role."
+                            }
+                          },
+                          "required": [
+                            "role",
+                            "content"
+                          ]
+                        },
+                        {
+                          "type": "object",
+                          "properties": {
+                            "content": {
+                              "anyOf": [
+                                {
+                                  "type": "string"
+                                },
+                                {
+                                  "type": "array",
+                                  "items": {
+                                    "type": "object",
+                                    "properties": {
+                                      "type": {
+                                        "type": "string",
+                                        "enum": [
+                                          "text"
+                                        ],
+                                        "description": "The type of the content part."
+                                      },
+                                      "text": {
+                                        "type": "string",
+                                        "description": "The text content."
+                                      },
+                                      "cache_control": {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "ephemeral"
+                                            ]
+                                          },
+                                          "ttl": {
+                                            "type": "string",
+                                            "enum": [
+                                              "5m",
+                                              "1h"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type"
+                                        ]
+                                      }
+                                    },
+                                    "required": [
+                                      "type",
+                                      "text"
+                                    ]
+                                  }
+                                }
+                              ],
+                              "description": "The contents of the developer message."
+                            },
+                            "role": {
+                              "type": "string",
+                              "enum": [
+                                "developer"
+                              ],
+                              "description": "The role of the author of the message — in this case, the developer."
+                            },
+                            "name": {
+                              "type": "string",
+                              "description": "An optional name for the participant. Provides the model information to differentiate between participants of the same role."
+                            }
+                          },
+                          "required": [
+                            "content",
+                            "role"
+                          ]
+                        },
+                        {
+                          "type": "object",
+                          "properties": {
+                            "role": {
+                              "type": "string",
+                              "enum": [
+                                "system"
+                              ],
+                              "description": "The role of the author of the message — in this case, the system."
+                            },
+                            "content": {
+                              "anyOf": [
+                                {
+                                  "type": "string"
+                                },
+                                {
+                                  "type": "array",
+                                  "items": {
+                                    "type": "object",
+                                    "properties": {
+                                      "type": {
+                                        "type": "string",
+                                        "enum": [
+                                          "text"
+                                        ],
+                                        "description": "The type of the content part."
+                                      },
+                                      "text": {
+                                        "type": "string",
+                                        "description": "The text content."
+                                      },
+                                      "cache_control": {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "ephemeral"
+                                            ]
+                                          },
+                                          "ttl": {
+                                            "type": "string",
+                                            "enum": [
+                                              "5m",
+                                              "1h"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type"
+                                        ]
+                                      }
+                                    },
+                                    "required": [
+                                      "type",
+                                      "text"
+                                    ]
+                                  }
+                                }
+                              ],
+                              "description": "The contents of the system message."
+                            },
+                            "name": {
+                              "type": "string",
+                              "description": "An optional name for the participant. Provides the model information to differentiate between participants of the same role."
+                            }
+                          },
+                          "required": [
+                            "role",
+                            "content"
+                          ]
+                        },
+                        {
+                          "type": "object",
+                          "properties": {
+                            "role": {
+                              "type": "string",
+                              "enum": [
+                                "tool"
+                              ],
+                              "description": "The role of the author of the message — in this case, the tool."
+                            },
+                            "content": {
+                              "anyOf": [
+                                {
+                                  "type": "string"
+                                },
+                                {
+                                  "type": "array",
+                                  "items": {
+                                    "type": "object",
+                                    "properties": {
+                                      "type": {
+                                        "type": "string",
+                                        "enum": [
+                                          "text"
+                                        ],
+                                        "description": "The type of the content part."
+                                      },
+                                      "text": {
+                                        "type": "string",
+                                        "description": "The text content."
+                                      },
+                                      "cache_control": {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "ephemeral"
+                                            ]
+                                          },
+                                          "ttl": {
+                                            "type": "string",
+                                            "enum": [
+                                              "5m",
+                                              "1h"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type"
+                                        ]
+                                      }
+                                    },
+                                    "required": [
+                                      "type",
+                                      "text"
+                                    ]
+                                  }
+                                }
+                              ],
+                              "description": "The contents of the tool message."
+                            },
+                            "tool_call_id": {
+                              "type": "string",
+                              "description": "Tool call that this message is responding to."
+                            },
+                            "name": {
+                              "type": "string",
+                              "nullable": true,
+                              "description": "An optional name for the participant. Provides the model information to differentiate between participants of the same role."
+                            }
+                          },
+                          "required": [
+                            "role",
+                            "content",
+                            "tool_call_id"
+                          ]
+                        },
+                        {
+                          "type": "object",
+                          "properties": {
+                            "role": {
+                              "type": "string",
+                              "enum": [
+                                "assistant"
+                              ],
+                              "description": "The role of the author of the message — in this case, the Assistant."
+                            },
+                            "content": {
+                              "anyOf": [
+                                {
+                                  "type": "string",
+                                  "description": "The contents of the Assistant message."
+                                },
+                                {
+                                  "type": "array",
+                                  "items": {
+                                    "type": "object",
+                                    "properties": {
+                                      "type": {
+                                        "type": "string",
+                                        "enum": [
+                                          "text"
+                                        ],
+                                        "description": "The type of the content part."
+                                      },
+                                      "text": {
+                                        "type": "string",
+                                        "description": "The text content."
+                                      },
+                                      "cache_control": {
+                                        "type": "object",
+                                        "properties": {
+                                          "type": {
+                                            "type": "string",
+                                            "enum": [
+                                              "ephemeral"
+                                            ]
+                                          },
+                                          "ttl": {
+                                            "type": "string",
+                                            "enum": [
+                                              "5m",
+                                              "1h"
+                                            ]
+                                          }
+                                        },
+                                        "required": [
+                                          "type"
+                                        ]
+                                      }
+                                    },
+                                    "required": [
+                                      "type",
+                                      "text"
+                                    ]
+                                  },
+                                  "description": "An array of content parts with a defined type. Can be one or more of type text, or exactly one of type refusal."
+                                },
+                                {
+                                  "nullable": true
+                                }
+                              ],
+                              "description": "The contents of the Assistant message. Required unless tool_calls or function_call is specified."
+                            },
+                            "name": {
+                              "type": "string",
+                              "description": "An optional name for the participant. Provides the model information to differentiate between participants of the same role."
+                            },
+                            "tool_calls": {
+                              "type": "array",
+                              "items": {
+                                "oneOf": [
+                                  {
+                                    "type": "object",
+                                    "properties": {
+                                      "id": {
+                                        "type": "string",
+                                        "description": "The ID of the tool call."
+                                      },
+                                      "type": {
+                                        "type": "string",
+                                        "enum": [
+                                          "function"
+                                        ],
+                                        "description": "The type of the tool. Currently, only function is supported."
+                                      },
+                                      "function": {
+                                        "type": "object",
+                                        "properties": {
+                                          "name": {
+                                            "type": "string",
+                                            "description": "The name of the function to call."
+                                          },
+                                          "arguments": {
+                                            "type": "string",
+                                            "description": "The arguments to call the function with, as generated by the model in JSON format. Note that the model does not always generate valid JSON, and may hallucinate parameters not defined by your function schema. Validate the arguments in your code before calling your function."
+                                          }
+                                        },
+                                        "required": [
+                                          "name",
+                                          "arguments"
+                                        ],
+                                        "description": "The function that the model called."
+                                      },
+                                      "extra_content": {
+                                        "type": "object",
+                                        "additionalProperties": {
+                                          "nullable": true
+                                        },
+                                        "description": "Opaque provider metadata for this tool call (e.g. Gemini thought_signature). Echo it back unchanged on the next turn."
+                                      }
+                                    },
+                                    "required": [
+                                      "id",
+                                      "type",
+                                      "function"
+                                    ]
+                                  },
+                                  {
+                                    "type": "object",
+                                    "properties": {
+                                      "id": {
+                                        "type": "string",
+                                        "description": "The ID of the tool call."
+                                      },
+                                      "type": {
+                                        "type": "string",
+                                        "enum": [
+                                          "custom"
+                                        ],
+                                        "description": "The type of the tool. Currently, only function is supported."
+                                      },
+                                      "custom": {
+                                        "type": "object",
+                                        "properties": {
+                                          "name": {
+                                            "type": "string",
+                                            "description": "The name of the custom tool to call."
+                                          },
+                                          "input": {
+                                            "type": "string",
+                                            "description": "The input for the custom tool call generated by the model."
+                                          }
+                                        },
+                                        "required": [
+                                          "name",
+                                          "input"
+                                        ],
+                                        "description": "The custom tool that the model called."
+                                      },
+                                      "extra_content": {
+                                        "type": "object",
+                                        "additionalProperties": {
+                                          "nullable": true
+                                        },
+                                        "description": "Opaque provider metadata for this tool call (e.g. Gemini thought_signature). Echo it back unchanged on the next turn."
+                                      }
+                                    },
+                                    "required": [
+                                      "id",
+                                      "type",
+                                      "custom"
+                                    ]
+                                  }
+                                ]
+                              },
+                              "description": "The tool calls generated by the model, such as function calls."
+                            },
+                            "refusal": {
+                              "type": "string",
+                              "nullable": true,
+                              "description": "The refusal message by the Assistant."
+                            }
+                          },
+                          "required": [
+                            "role"
+                          ]
+                        }
+                      ]
+                    },
+                    "description": "A list of messages comprising the conversation so far. Depending on the model you use, different message types (modalities) are supported, like text, documents (txt, pdf), images, and audio."
+                  },
+                  "max_completion_tokens": {
+                    "type": "integer",
+                    "minimum": 1,
+                    "description": "An upper bound for the number of tokens that can be generated for a completion, including visible output tokens and reasoning tokens."
+                  },
+                  "max_tokens": {
+                    "type": "number",
+                    "minimum": 1,
+                    "description": "The maximum number of tokens that can be generated in the chat completion. This value can be used to control costs for text generated via API."
+                  },
+                  "stream": {
+                    "type": "boolean",
+                    "default": false,
+                    "description": "If set to True, the model response data will be streamed to the client as it is generated using server-sent events."
+                  },
+                  "stream_options": {
+                    "type": "object",
+                    "properties": {
+                      "include_usage": {
+                        "type": "boolean"
+                      }
+                    },
+                    "required": [
+                      "include_usage"
+                    ]
+                  },
+                  "temperature": {
+                    "type": "number",
+                    "minimum": 0,
+                    "maximum": 2,
+                    "description": "What sampling temperature to use. Higher values like 0.8 will make the output more random, while lower values like 0.2 will make it more focused and deterministic. We generally recommend altering this or top_p but not both."
+                  },
+                  "top_p": {
+                    "type": "number",
+                    "minimum": 0.01,
+                    "maximum": 1,
+                    "description": "An alternative to sampling with temperature, called nucleus sampling, where the model considers the results of the tokens with top_p probability mass. So 0.1 means only the tokens comprising the top 10% probability mass are considered.\n  We generally recommend altering this or temperature but not both."
+                  },
+                  "stop": {
+                    "anyOf": [
+                      {
+                        "type": "string"
+                      },
+                      {
+                        "type": "array",
+                        "items": {
+                          "type": "string"
+                        }
+                      },
+                      {
+                        "nullable": true
+                      }
+                    ],
+                    "description": "Up to 4 sequences where the API will stop generating further tokens. The returned text will not contain the stop sequence."
+                  },
+                  "frequency_penalty": {
+                    "type": "number",
+                    "nullable": true,
+                    "minimum": -2,
+                    "maximum": 2,
+                    "description": "Number between -2.0 and 2.0. Positive values penalize new tokens based on their existing frequency in the text so far, decreasing the model's likelihood to repeat the same line verbatim."
+                  },
+                  "prediction": {
+                    "type": "object",
+                    "properties": {
+                      "type": {
+                        "type": "string",
+                        "enum": [
+                          "content"
+                        ],
+                        "description": "The type of the predicted content you want to provide."
+                      },
+                      "content": {
+                        "anyOf": [
+                          {
+                            "type": "string",
+                            "description": "The content used for a Predicted Output. This is often the text of a file you are regenerating with minor changes."
+                          },
+                          {
+                            "type": "array",
+                            "items": {
+                              "type": "object",
+                              "properties": {
+                                "type": {
+                                  "type": "string",
+                                  "enum": [
+                                    "text"
+                                  ],
+                                  "description": "The type of the content part."
+                                },
+                                "text": {
+                                  "type": "string",
+                                  "description": "The text content."
+                                }
+                              },
+                              "required": [
+                                "type",
+                                "text"
+                              ]
+                            },
+                            "description": "An array of content parts with a defined type. Supported options differ based on the model being used to generate the response. Can contain text inputs."
+                          }
+                        ],
+                        "description": "The content that should be matched when generating a model response. If generated tokens would match this content, the entire model response can be returned much more quickly."
+                      }
+                    },
+                    "required": [
+                      "type",
+                      "content"
+                    ],
+                    "description": "Configuration for a Predicted Output, which can greatly improve response times when large parts of the model response are known ahead of time."
+                  },
+                  "presence_penalty": {
+                    "type": "number",
+                    "nullable": true,
+                    "minimum": -2,
+                    "maximum": 2,
+                    "description": "Positive values penalize new tokens based on whether they appear in the text so far, increasing the model's likelihood to talk about new topics."
+                  },
+                  "seed": {
+                    "type": "integer",
+                    "minimum": 1,
+                    "description": "This feature is in Beta. If specified, our system will make a best effort to sample deterministically, such that repeated requests with the same seed and parameters should return the same result."
+                  },
+                  "response_format": {
+                    "oneOf": [
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "text"
+                            ],
+                            "description": "The type of response format being defined. Always text."
+                          }
+                        },
+                        "required": [
+                          "type"
+                        ],
+                        "additionalProperties": false,
+                        "description": "Default response format. Used to generate text responses."
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "json_object"
+                            ],
+                            "description": "The type of response format being defined. Always json_object."
+                          }
+                        },
+                        "required": [
+                          "type"
+                        ],
+                        "additionalProperties": false,
+                        "description": "An older method of generating JSON responses. Using json_schema is recommended for models that support it. Note that the model will not generate JSON without a system or user message instructing it to do so."
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "json_schema"
+                            ],
+                            "description": "The type of response format being defined. Always json_schema."
+                          },
+                          "json_schema": {
+                            "type": "object",
+                            "properties": {
+                              "name": {
+                                "type": "string",
+                                "description": "The name of the response format. Must be a-z, A-Z, 0-9, or contain underscores and dashes, with a maximum length of 64."
+                              },
+                              "schema": {
+                                "type": "object",
+                                "additionalProperties": {
+                                  "nullable": true
+                                },
+                                "description": "The schema for the response format, described as a JSON Schema object."
+                              },
+                              "strict": {
+                                "type": "boolean",
+                                "nullable": true,
+                                "description": "Whether to enable strict schema adherence when generating the output. If set to True, the model will always follow the exact schema defined in the schema field. Only a subset of JSON Schema is supported when strict is True."
+                              },
+                              "description": {
+                                "type": "string",
+                                "description": "A description of what the response format is for, used by the model to determine how to respond in the format."
+                              }
+                            },
+                            "required": [
+                              "name"
+                            ],
+                            "additionalProperties": false,
+                            "description": "JSON Schema response format. Used to generate structured JSON responses."
+                          }
+                        },
+                        "required": [
+                          "type",
+                          "json_schema"
+                        ],
+                        "additionalProperties": false,
+                        "description": "JSON Schema response format. Used to generate structured JSON responses."
+                      }
+                    ],
+                    "description": "An object specifying the format that the model must output."
+                  },
+                  "tools": {
+                    "type": "array",
+                    "items": {
+                      "anyOf": [
+                        {
+                          "oneOf": [
+                            {
+                              "type": "object",
+                              "properties": {
+                                "type": {
+                                  "type": "string",
+                                  "enum": [
+                                    "function"
+                                  ],
+                                  "description": "The type of the tool. Currently, only function is supported."
+                                },
+                                "function": {
+                                  "type": "object",
+                                  "properties": {
+                                    "description": {
+                                      "type": "string",
+                                      "description": "A description of what the function does, used by the model to choose when and how to call the function."
+                                    },
+                                    "name": {
+                                      "type": "string",
+                                      "description": "The name of the function to be called. Must be a-z, A-Z, 0-9, or contain underscores and dashes, with a maximum length of 64."
+                                    },
+                                    "parameters": {
+                                      "type": "object",
+                                      "additionalProperties": {
+                                        "nullable": true,
+                                        "description": "The parameters the functions accepts, described as a JSON Schema object."
+                                      }
+                                    },
+                                    "strict": {
+                                      "type": "boolean",
+                                      "nullable": true,
+                                      "description": "Whether to enable strict schema adherence when generating the function call. If set to True, the model will follow the exact schema defined in the parameters field. Only a subset of JSON Schema is supported when strict is True."
+                                    }
+                                  },
+                                  "required": [
+                                    "name"
+                                  ]
+                                },
+                                "cache_control": {
+                                  "type": "object",
+                                  "properties": {
+                                    "type": {
+                                      "type": "string",
+                                      "enum": [
+                                        "ephemeral"
+                                      ]
+                                    },
+                                    "ttl": {
+                                      "type": "string",
+                                      "enum": [
+                                        "5m",
+                                        "1h"
+                                      ]
+                                    }
+                                  },
+                                  "required": [
+                                    "type"
+                                  ]
+                                }
+                              },
+                              "required": [
+                                "type",
+                                "function"
+                              ]
+                            },
+                            {
+                              "type": "object",
+                              "properties": {
+                                "type": {
+                                  "type": "string",
+                                  "enum": [
+                                    "custom"
+                                  ],
+                                  "description": "The type of the tool. Currently, only function is supported."
+                                },
+                                "custom": {
+                                  "type": "object",
+                                  "properties": {
+                                    "name": {
+                                      "type": "string",
+                                      "description": "The name of the custom tool, used to identify it in tool calls."
+                                    },
+                                    "description": {
+                                      "type": "string",
+                                      "description": "Optional description of the custom tool, used to provide more context."
+                                    },
+                                    "format": {
+                                      "oneOf": [
+                                        {
+                                          "type": "object",
+                                          "properties": {
+                                            "type": {
+                                              "type": "string",
+                                              "enum": [
+                                                "text"
+                                              ]
+                                            }
+                                          },
+                                          "required": [
+                                            "type"
+                                          ]
+                                        },
+                                        {
+                                          "type": "object",
+                                          "properties": {
+                                            "type": {
+                                              "type": "string",
+                                              "enum": [
+                                                "grammar"
+                                              ]
+                                            },
+                                            "grammar": {
+                                              "type": "object",
+                                              "properties": {
+                                                "definition": {
+                                                  "type": "string",
+                                                  "description": "The grammar definition."
+                                                },
+                                                "syntax": {
+                                                  "type": "string",
+                                                  "enum": [
+                                                    "lark",
+                                                    "regex"
+                                                  ],
+                                                  "description": "The syntax of the grammar definition."
+                                                }
+                                              },
+                                              "required": [
+                                                "definition",
+                                                "syntax"
+                                              ]
+                                            }
+                                          },
+                                          "required": [
+                                            "type",
+                                            "grammar"
+                                          ]
+                                        }
+                                      ],
+                                      "description": "The input format for the custom tool. Default is unconstrained text."
+                                    }
+                                  },
+                                  "required": [
+                                    "name",
+                                    "format"
+                                  ]
+                                },
+                                "cache_control": {
+                                  "type": "object",
+                                  "properties": {
+                                    "type": {
+                                      "type": "string",
+                                      "enum": [
+                                        "ephemeral"
+                                      ]
+                                    },
+                                    "ttl": {
+                                      "type": "string",
+                                      "enum": [
+                                        "5m",
+                                        "1h"
+                                      ]
+                                    }
+                                  },
+                                  "required": [
+                                    "type"
+                                  ]
+                                }
+                              },
+                              "required": [
+                                "type",
+                                "custom"
+                              ]
+                            }
+                          ]
+                        },
+                        {
+                          "type": "object",
+                          "properties": {
+                            "type": {
+                              "type": "string",
+                              "minLength": 1
+                            }
+                          },
+                          "required": [
+                            "type"
+                          ]
+                        }
+                      ]
+                    },
+                    "description": "A list of tools the model may call. Currently, only functions are supported as a tool. Use this to provide a list of functions the model may generate JSON inputs for. A max of 128 functions are supported."
+                  },
+                  "tool_choice": {
+                    "anyOf": [
+                      {
+                        "type": "string",
+                        "enum": [
+                          "none",
+                          "auto",
+                          "required"
+                        ],
+                        "description": "none means the model will not call any tool and instead generates a message. auto means the model can pick between generating a message or calling one or more tools. required means the model must call one or more tools."
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "function"
+                            ],
+                            "description": "The type of the tool. Currently, only function is supported."
+                          },
+                          "function": {
+                            "type": "object",
+                            "properties": {
+                              "name": {
+                                "type": "string",
+                                "description": "The name of the function to call."
+                              }
+                            },
+                            "required": [
+                              "name"
+                            ]
+                          }
+                        },
+                        "required": [
+                          "type",
+                          "function"
+                        ],
+                        "description": "Specifies a tool the model should use. Use to force the model to call a specific function."
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "allowed_tools"
+                            ],
+                            "description": "The type of the tool. Currently, only function is supported."
+                          },
+                          "allowed_tools": {
+                            "type": "object",
+                            "properties": {
+                              "mode": {
+                                "type": "string",
+                                "enum": [
+                                  "auto",
+                                  "required"
+                                ],
+                                "description": "Constrains the tools available to the model to a pre-defined set.\n- auto allows the model to pick from among the allowed tools and generate a message.\n- required requires the model to call one or more of the allowed tools."
+                              },
+                              "tools": {
+                                "type": "array",
+                                "items": {
+                                  "type": "object",
+                                  "additionalProperties": {
+                                    "nullable": true
+                                  }
+                                },
+                                "description": "A list of tool definitions that the model should be allowed to call."
+                              }
+                            },
+                            "required": [
+                              "mode",
+                              "tools"
+                            ]
+                          }
+                        },
+                        "required": [
+                          "type",
+                          "allowed_tools"
+                        ],
+                        "description": "Constrains the tools available to the model to a pre-defined set."
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "function"
+                            ],
+                            "description": "The type of the tool. Currently, only function is supported."
+                          },
+                          "function": {
+                            "type": "string",
+                            "enum": [
+                              "name"
+                            ],
+                            "description": "The name of the function to call."
+                          }
+                        },
+                        "required": [
+                          "type",
+                          "function"
+                        ],
+                        "description": "Specifies a tool the model should use. Use to force the model to call a specific function."
+                      },
+                      {
+                        "type": "object",
+                        "properties": {
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "custom"
+                            ],
+                            "description": "The type of the tool. Currently, only function is supported."
+                          },
+                          "custom": {
+                            "type": "string",
+                            "enum": [
+                              "name"
+                            ],
+                            "description": "The name of the custom tool to call."
+                          }
+                        },
+                        "required": [
+                          "type",
+                          "custom"
+                        ],
+                        "description": "Specifies a tool the model should use. Use to force the model to call a specific custom tool."
+                      }
+                    ],
+                    "description": "Controls which (if any) tool is called by the model. none means the model will not call any tool and instead generates a message. auto means the model can pick between generating a message or calling one or more tools. required means the model must call one or more tools. Specifying a particular tool via {\"type\": \"function\", \"function\": {\"name\": \"my_function\"}} forces the model to call that tool.\n  none is the default when no tools are present. auto is the default if tools are present."
+                  },
+                  "normalize_tool_schemas": {
+                    "type": "boolean",
+                    "description": "Enable provider compatibility normalization for tool function JSON schemas."
+                  },
+                  "parallel_tool_calls": {
+                    "type": "boolean",
+                    "description": "Whether to enable parallel function calling during tool use."
+                  },
+                  "logit_bias": {
+                    "type": "object",
+                    "nullable": true,
+                    "additionalProperties": {
+                      "type": "number",
+                      "minimum": -100,
+                      "maximum": 100
+                    },
+                    "description": "Modify the likelihood of specified tokens appearing in the completion.\n  \n  Accepts a JSON object that maps tokens (specified by their token ID in the tokenizer) to an associated bias value from -100 to 100. Mathematically, the bias is added to the logits generated by the model prior to sampling. The exact effect will vary per model, but values between -1 and 1 should decrease or increase likelihood of selection; values like -100 or 100 should result in a ban or exclusive selection of the relevant token."
+                  },
+                  "logprobs": {
+                    "type": "boolean",
+                    "nullable": true,
+                    "description": "Whether to return log probabilities of the output tokens or not. If True, returns the log probabilities of each output token returned in the content of message."
+                  },
+                  "top_logprobs": {
+                    "type": "number",
+                    "nullable": true,
+                    "minimum": 0,
+                    "maximum": 20,
+                    "description": "An integer between 0 and 20 specifying the number of most likely tokens to return at each token position, each with an associated log probability. logprobs must be set to True if this parameter is used."
+                  },
+                  "reasoning_effort": {
+                    "type": "string",
+                    "enum": [
+                      "low",
+                      "medium",
+                      "high"
+                    ],
+                    "description": "Constrains effort on reasoning for reasoning models. Currently supported values are low, medium, and high. Reducing reasoning effort can result in faster responses and fewer tokens used on reasoning in a response."
+                  },
+                  "web_search_options": {
+                    "type": "object",
+                    "properties": {
+                      "search_context_size": {
+                        "type": "string",
+                        "enum": [
+                          "low",
+                          "medium",
+                          "high"
+                        ],
+                        "description": "High level guidance for the amount of context window space to use for the search. One of low, medium, or high. medium is the default."
+                      },
+                      "user_location": {
+                        "type": "object",
+                        "nullable": true,
+                        "properties": {
+                          "approximate": {
+                            "type": "object",
+                            "properties": {
+                              "city": {
+                                "type": "string",
+                                "description": "Free text input for the city of the user, e.g. San Francisco."
+                              },
+                              "country": {
+                                "type": "string",
+                                "pattern": "^[A-Z]{2}$",
+                                "description": "The two-letter ISO country code of the user, e.g. US."
+                              },
+                              "region": {
+                                "type": "string",
+                                "description": "Free text input for the region of the user, e.g. California."
+                              },
+                              "timezone": {
+                                "type": "string",
+                                "description": "The IANA timezone of the user, e.g. America/Los_Angeles."
+                              }
+                            },
+                            "description": "Approximate location parameters for the search."
+                          },
+                          "type": {
+                            "type": "string",
+                            "enum": [
+                              "approximate"
+                            ],
+                            "description": "The type of location approximation. Always approximate."
+                          }
+                        },
+                        "required": [
+                          "approximate",
+                          "type"
+                        ],
+                        "description": "Approximate location parameters for the search."
+                      }
+                    },
+                    "description": "This tool searches the web for relevant results to use in a response."
+                  },
+                  "search_mode": {
+                    "type": "string",
+                    "enum": [
+                      "academic",
+                      "web"
+                    ],
+                    "default": "academic",
+                    "description": "Controls the search mode used for the request. When set to 'academic', results will prioritize scholarly sources like peer-reviewed papers and academic journals."
+                  },
+                  "search_domain_filter": {
+                    "type": "array",
+                    "items": {
+                      "type": "string"
+                    },
+                    "description": "A list of domains to limit search results to. Currently limited to 10 domains for Allowlisting and Denylisting. For Denylisting, add a - at the beginning of the domain string."
+                  },
+                  "return_images": {
+                    "type": "boolean",
+                    "default": false,
+                    "description": "Determines whether search results should include images."
+                  },
+                  "return_related_questions": {
+                    "type": "boolean",
+                    "default": false,
+                    "description": "Determines whether related questions should be returned."
+                  },
+                  "search_recency_filter": {
+                    "type": "string",
+                    "enum": [
+                      "day",
+                      "week",
+                      "month",
+                      "year"
+                    ],
+                    "description": "Filters search results based on time (e.g., 'week', 'day')."
+                  },
+                  "search_after_date_filter": {
+                    "type": "string",
+                    "pattern": "^(0?[1-9]|1[0-2])\\/(0?[1-9]|[12]\\d|3[01])\\/\\d{4}$",
+                    "description": "Filters search results to only include content published after this date. Format should be %m/%d/%Y (e.g. 3/1/2025)"
+                  },
+                  "search_before_date_filter": {
+                    "type": "string",
+                    "pattern": "^(0?[1-9]|1[0-2])\\/(0?[1-9]|[12]\\d|3[01])\\/\\d{4}$",
+                    "description": "Filters search results to only include content published before this date. Format should be %m/%d/%Y (e.g. 3/1/2025)"
+                  },
+                  "last_updated_after_filter": {
+                    "type": "string",
+                    "pattern": "^(0?[1-9]|1[0-2])\\/(0?[1-9]|[12]\\d|3[01])\\/\\d{4}$",
+                    "description": "Filters search results to only include content last updated after this date. Format should be %m/%d/%Y (e.g. 3/1/2025)"
+                  },
+                  "last_updated_before_filter": {
+                    "type": "string",
+                    "pattern": "^(0?[1-9]|1[0-2])\\/(0?[1-9]|[12]\\d|3[01])\\/\\d{4}$",
+                    "description": "Filters search results to only include content last updated before this date. Format should be %m/%d/%Y (e.g. 3/1/2025)"
+                  },
+                  "echo": {
+                    "type": "boolean",
+                    "description": "If True, the response will contain the prompt. Can be used with logprobs to return prompt logprobs."
+                  },
+                  "min_p": {
+                    "type": "number",
+                    "minimum": 0.001,
+                    "maximum": 0.999,
+                    "description": "A number between 0.001 and 0.999 that can be used as an alternative to top_p and top_k."
+                  },
+                  "top_k": {
+                    "type": "number",
+                    "description": "Only sample from the top K options for each subsequent token. Used to remove \"long tail\" low probability responses. Recommended for advanced use cases only. You usually only need to use temperature."
+                  },
+                  "repetition_penalty": {
+                    "type": "number",
+                    "nullable": true,
+                    "description": "A number that controls the diversity of generated text by reducing the likelihood of repeated sequences. Higher values decrease repetition."
+                  },
+                  "top_a": {
+                    "type": "number",
+                    "minimum": 0,
+                    "maximum": 1,
+                    "description": "Alternate top sampling parameter."
+                  },
+                  "reasoning": {
+                    "type": "object",
+                    "properties": {
+                      "effort": {
+                        "type": "string",
+                        "enum": [
+                          "low",
+                          "medium",
+                          "high"
+                        ],
+                        "description": "Reasoning effort setting"
+                      },
+                      "max_tokens": {
+                        "type": "integer",
+                        "minimum": 1,
+                        "description": "Max tokens of reasoning content. Cannot be used simultaneously with effort."
+                      },
+                      "exclude": {
+                        "type": "boolean",
+                        "description": "Whether to exclude reasoning from the response"
+                      }
+                    },
+                    "description": "Configuration for model reasoning/thinking tokens"
+                  }
+                },
+                "required": [
+                  "model",
+                  "messages"
+                ],
+                "title": "anthropic/claude-opus-4.7-fast"
+              }
+            }
+          }
+        },
+        "responses": {
+          "200": {
+            "content": {
+              "application/json": {
+                "schema": {
+                  "type": "object",
+                  "properties": {
+                    "id": {
+                      "type": "string",
+                      "description": "A unique identifier for the chat completion.",
+                      "example": "chatcmpl-CQ9FPg3osank0dx0k46Z53LTqtXMl"
+                    },
+                    "object": {
+                      "type": "string",
+                      "enum": [
+                        "chat.completion"
+                      ],
+                      "description": "The object type.",
+                      "example": "chat.completion"
+                    },
+                    "created": {
+                      "type": "number",
+                      "description": "The Unix timestamp (in seconds) of when the chat completion was created.",
+                      "example": 1762343744
+                    },
+                    "choices": {
+                      "type": "array",
+                      "items": {
+                        "type": "object",
+                        "properties": {
+                          "index": {
+                            "type": "number",
+                            "description": "The index of the choice in the list of choices.",
+                            "example": 0
+                          },
+                          "message": {
+                            "type": "object",
+                            "properties": {
+                              "role": {
+                                "type": "string",
+                                "description": "The role of the author of this message.",
+                                "example": "assistant"
+                              },
+                              "content": {
+                                "type": "string",
+                                "description": "The contents of the message.",
+                                "example": "Hello! I'm just a program, so I don't have feelings, but I'm here and ready to help you. How can I assist you today?"
+                              },
+                              "refusal": {
+                                "type": "string",
+                                "nullable": true,
+                                "description": "The refusal message generated by the model.",
+                                "example": null
+                              },
+                              "annotations": {
+                                "type": "array",
+                                "nullable": true,
+                                "items": {
+                                  "type": "object",
+                                  "properties": {
+                                    "type": {
+                                      "type": "string",
+                                      "enum": [
+                                        "url_citation"
+                                      ],
+                                      "description": "The type of the URL citation. Always url_citation."
+                                    },
+                                    "url_citation": {
+                                      "type": "object",
+                                      "properties": {
+                                        "end_index": {
+                                          "type": "integer",
+                                          "description": "The index of the last character of the URL citation in the message."
+                                        },
+                                        "start_index": {
+                                          "type": "integer",
+                                          "description": "The index of the first character of the URL citation in the message."
+                                        },
+                                        "title": {
+                                          "type": "string",
+                                          "description": "The title of the web resource."
+                                        },
+                                        "url": {
+                                          "type": "string",
+                                          "description": "The URL of the web resource."
+                                        }
+                                      },
+                                      "required": [
+                                        "end_index",
+                                        "start_index",
+                                        "title",
+                                        "url"
+                                      ],
+                                      "description": "A URL citation when using web search."
+                                    }
+                                  },
+                                  "required": [
+                                    "type",
+                                    "url_citation"
+                                  ]
+                                },
+                                "description": "Annotations for the message, when applicable, as when using the web search tool.",
+                                "example": null
+                              },
+                              "audio": {
+                                "type": "object",
+                                "nullable": true,
+                                "properties": {
+                                  "id": {
+                                    "type": "string",
+                                    "description": "Unique identifier for this audio response."
+                                  },
+                                  "data": {
+                                    "type": "string",
+                                    "description": "Base64 encoded audio bytes generated by the model, in the format specified in the request."
+                                  },
+                                  "transcript": {
+                                    "type": "string",
+                                    "description": "Transcript of the audio generated by the model."
+                                  },
+                                  "expires_at": {
+                                    "type": "integer",
+                                    "description": "The Unix timestamp (in seconds) for when this audio response will no longer be accessible on the server for use in multi-turn conversations."
+                                  }
+                                },
+                                "required": [
+                                  "id",
+                                  "data",
+                                  "transcript",
+                                  "expires_at"
+                                ],
+                                "description": "A chat completion message generated by the model.",
+                                "example": null
+                              },
+                              "tool_calls": {
+                                "type": "array",
+                                "nullable": true,
+                                "items": {
+                                  "oneOf": [
+                                    {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string",
+                                          "description": "The ID of the tool call."
+                                        },
+                                        "type": {
+                                          "type": "string",
+                                          "enum": [
+                                            "function"
+                                          ],
+                                          "description": "The type of the tool."
+                                        },
+                                        "function": {
+                                          "type": "object",
+                                          "properties": {
+                                            "arguments": {
+                                              "type": "string",
+                                              "description": "The arguments to call the function with, as generated by the model in JSON format. Note that the model does not always generate valid JSON, and may hallucinate parameters not defined by your function schema. Validate the arguments in your code before calling your function."
+                                            },
+                                            "name": {
+                                              "type": "string",
+                                              "description": "The name of the function to call."
+                                            }
+                                          },
+                                          "required": [
+                                            "arguments",
+                                            "name"
+                                          ],
+                                          "description": "The function that the model called."
+                                        }
+                                      },
+                                      "required": [
+                                        "id",
+                                        "type",
+                                        "function"
+                                      ]
+                                    },
+                                    {
+                                      "type": "object",
+                                      "properties": {
+                                        "id": {
+                                          "type": "string",
+                                          "description": "The ID of the tool call."
+                                        },
+                                        "type": {
+                                          "type": "string",
+                                          "enum": [
+                                            "custom"
+                                          ],
+                                          "description": "The type of the tool."
+                                        },
+                                        "custom": {
+                                          "type": "object",
+                                          "properties": {
+                                            "input": {
+                                              "type": "string",
+                                              "description": "The input for the custom tool call generated by the model."
+                                            },
+                                            "name": {
+                                              "type": "string",
+                                              "description": "The name of the custom tool to call."
+                                            }
+                                          },
+                                          "required": [
+                                            "input",
+                                            "name"
+                                          ],
+                                          "description": "The custom tool that the model called."
+                                        }
+                                      },
+                                      "required": [
+                                        "id",
+                                        "type",
+                                        "custom"
+                                      ]
+                                    }
+                                  ]
+                                },
+                                "description": "The tool calls generated by the model, such as function calls.",
+                                "example": null
+                              }
+                            },
+                            "required": [
+                              "role",
+                              "content"
+                            ],
+                            "description": "A chat completion message generated by the model."
+                          },
+                          "finish_reason": {
+                            "type": "string",
+                            "enum": [
+                              "stop",
+                              "length",
+                              "content_filter",
+                              "tool_calls"
+                            ],
+                            "description": "The reason the model stopped generating tokens. This will be stop if the model hit a natural stop point or a provided stop sequence, length if the maximum number of tokens specified in the request was reached, content_filter if content was omitted due to a flag from our content filters, tool_calls if the model called a tool"
+                          },
+                          "logprobs": {
+                            "type": "object",
+                            "nullable": true,
+                            "properties": {
+                              "content": {
+                                "type": "array",
+                                "items": {
+                                  "type": "object",
+                                  "properties": {
+                                    "bytes": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "integer"
+                                      },
+                                      "description": "A list of integers representing the UTF-8 bytes representation of the token. Useful in instances where characters are represented by multiple tokens and their byte representations must be combined to generate the correct text representation. Can be null if there is no bytes representation for the token."
+                                    },
+                                    "logprob": {
+                                      "type": "number",
+                                      "description": "The log probability of this token, if it is within the top 20 most likely tokens. Otherwise, the value -9999.0 is used to signify that the token is very unlikely."
+                                    },
+                                    "token": {
+                                      "type": "string",
+                                      "description": "The token."
+                                    },
+                                    "top_logprobs": {
+                                      "type": "array",
+                                      "nullable": true,
+                                      "items": {
+                                        "type": "object",
+                                        "properties": {
+                                          "bytes": {
+                                            "type": "array",
+                                            "nullable": true,
+                                            "items": {
+                                              "type": "integer"
+                                            },
+                                            "description": "A list of integers representing the UTF-8 bytes representation of the token. Useful in instances where characters are represented by multiple tokens and their byte representations must be combined to generate the correct text representation. Can be null if there is no bytes representation for the token."
+                                          },
+                                          "logprob": {
+                                            "type": "number",
+                                            "description": "The log probability of this token, if it is within the top 20 most likely tokens. Otherwise, the value -9999.0 is used to signify that the token is very unlikely."
+                                          },
+                                          "token": {
+                                            "type": "string",
+                                            "description": "The token."
+                                          }
+                                        },
+                                        "required": [
+                                          "logprob",
+                                          "token"
+                                        ]
+                                      },
+                                      "description": "List of the most likely tokens and their log probability, at this token position. In rare cases, there may be fewer than the number of requested top_logprobs returned."
+                                    }
+                                  },
+                                  "required": [
+                                    "bytes",
+                                    "logprob",
+                                    "token"
+                                  ]
+                                },
+                                "description": "A list of message content tokens with log probability information."
+                              },
+                              "refusal": {
+                                "type": "array",
+                                "items": {
+                                  "type": "object",
+                                  "properties": {
+                                    "bytes": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "integer"
+                                      },
+                                      "description": "A list of integers representing the UTF-8 bytes representation of the token. Useful in instances where characters are represented by multiple tokens and their byte representations must be combined to generate the correct text representation. Can be null if there is no bytes representation for the token."
+                                    },
+                                    "logprob": {
+                                      "type": "number",
+                                      "description": "The log probability of this token, if it is within the top 20 most likely tokens. Otherwise, the value -9999.0 is used to signify that the token is very unlikely."
+                                    },
+                                    "token": {
+                                      "type": "string",
+                                      "description": "The token."
+                                    },
+                                    "top_logprobs": {
+                                      "type": "array",
+                                      "nullable": true,
+                                      "items": {
+                                        "type": "object",
+                                        "properties": {
+                                          "bytes": {
+                                            "type": "array",
+                                            "nullable": true,
+                                            "items": {
+                                              "type": "integer"
+                                            },
+                                            "description": "A list of integers representing the UTF-8 bytes representation of the token. Useful in instances where characters are represented by multiple tokens and their byte representations must be combined to generate the correct text representation. Can be null if there is no bytes representation for the token."
+                                          },
+                                          "logprob": {
+                                            "type": "number",
+                                            "description": "The log probability of this token, if it is within the top 20 most likely tokens. Otherwise, the value -9999.0 is used to signify that the token is very unlikely."
+                                          },
+                                          "token": {
+                                            "type": "string",
+                                            "description": "The token."
+                                          }
+                                        },
+                                        "required": [
+                                          "logprob",
+                                          "token"
+                                        ]
+                                      },
+                                      "description": "List of the most likely tokens and their log probability, at this token position. In rare cases, there may be fewer than the number of requested top_logprobs returned."
+                                    }
+                                  },
+                                  "required": [
+                                    "bytes",
+                                    "logprob",
+                                    "token"
+                                  ]
+                                },
+                                "description": "A list of message refusal tokens with log probability information."
+                              }
+                            },
+                            "required": [
+                              "content",
+                              "refusal"
+                            ],
+                            "description": "Log probability information for the choice.",
+                            "example": null
+                          }
+                        },
+                        "required": [
+                          "index",
+                          "message",
+                          "finish_reason"
+                        ]
+                      }
+                    },
+                    "model": {
+                      "type": "string",
+                      "description": "The model used for the chat completion.",
+                      "example": "anthropic/claude-opus-4.7-fast"
+                    },
+                    "usage": {
+                      "type": "object",
+                      "properties": {
+                        "prompt_tokens": {
+                          "type": "number",
+                          "description": "Number of tokens in the prompt.",
+                          "example": 137
+                        },
+                        "completion_tokens": {
+                          "type": "number",
+                          "description": "Number of tokens in the generated completion.",
+                          "example": 914
+                        },
+                        "total_tokens": {
+                          "type": "number",
+                          "description": "Total number of tokens used in the request (prompt + completion).",
+                          "example": 1051
+                        },
+                        "completion_tokens_details": {
+                          "type": "object",
+                          "nullable": true,
+                          "properties": {
+                            "accepted_prediction_tokens": {
+                              "type": "integer",
+                              "nullable": true,
+                              "description": "When using Predicted Outputs, the number of tokens in the prediction that appeared in the completion."
+                            },
+                            "audio_tokens": {
+                              "type": "integer",
+                              "nullable": true,
+                              "description": "Audio input tokens generated by the model."
+                            },
+                            "reasoning_tokens": {
+                              "type": "integer",
+                              "nullable": true,
+                              "description": "Tokens generated by the model for reasoning."
+                            },
+                            "rejected_prediction_tokens": {
+                              "type": "integer",
+                              "nullable": true,
+                              "description": "When using Predicted Outputs, the number of tokens in the prediction that did not appear in the completion. However, like reasoning tokens, these tokens are still counted in the total completion tokens for purposes of billing, output, and context window limits."
+                            }
+                          },
+                          "description": "Breakdown of tokens used in a completion.",
+                          "example": null
+                        },
+                        "prompt_tokens_details": {
+                          "type": "object",
+                          "nullable": true,
+                          "properties": {
+                            "audio_tokens": {
+                              "type": "integer",
+                              "nullable": true,
+                              "description": "Audio input tokens present in the prompt."
+                            },
+                            "cached_tokens": {
+                              "type": "integer",
+                              "nullable": true,
+                              "description": "Cached tokens present in the prompt."
+                            }
+                          },
+                          "description": "Breakdown of tokens used in the prompt.",
+                          "example": null
+                        }
+                      },
+                      "required": [
+                        "prompt_tokens",
+                        "completion_tokens",
+                        "total_tokens"
+                      ],
+                      "description": "Usage statistics for the completion request."
+                    },
+                    "meta": {
+                      "type": "object",
+                      "nullable": true,
+                      "properties": {
+                        "usage": {
+                          "type": "object",
+                          "nullable": true,
+                          "properties": {
+                            "credits_used": {
+                              "type": "number",
+                              "description": "The number of tokens consumed during generation.",
+                              "example": 120000
+                            },
+                            "usd_spent": {
+                              "type": "number",
+                              "description": "The total amount of money spent by the user in USD.",
+                              "example": 0.06
+                            }
+                          },
+                          "required": [
+                            "credits_used",
+                            "usd_spent"
+                          ]
+                        }
+                      },
+                      "description": "Additional details about the generation."
+                    }
+                  },
+                  "required": [
+                    "id",
+                    "object",
+                    "created",
+                    "choices",
+                    "model",
+                    "usage"
+                  ]
+                }
+              },
+              "text/event-stream": {
+                "schema": {
+                  "type": "object",
+                  "properties": {
+                    "id": {
+                      "type": "string",
+                      "description": "A unique identifier for the chat completion."
+                    },
+                    "choices": {
+                      "type": "array",
+                      "items": {
+                        "type": "object",
+                        "properties": {
+                          "delta": {
+                            "type": "object",
+                            "nullable": true,
+                            "properties": {
+                              "content": {
+                                "type": "string",
+                                "description": "The contents of the chunk message."
+                              },
+                              "refusal": {
+                                "type": "string",
+                                "nullable": true,
+                                "description": "The refusal message generated by the model."
+                              },
+                              "role": {
+                                "type": "string",
+                                "enum": [
+                                  "user",
+                                  "assistant",
+                                  "developer",
+                                  "system",
+                                  "tool"
+                                ],
+                                "description": "The role of the author of this message."
+                              },
+                              "tool_calls": {
+                                "type": "array",
+                                "nullable": true,
+                                "items": {
+                                  "type": "object",
+                                  "properties": {
+                                    "index": {
+                                      "type": "number"
+                                    },
+                                    "id": {
+                                      "type": "string",
+                                      "description": "The ID of the tool call."
+                                    },
+                                    "function": {
+                                      "type": "object",
+                                      "properties": {
+                                        "arguments": {
+                                          "type": "string",
+                                          "description": "The arguments to call the function with, as generated by the model in JSON format. Note that the model does not always generate valid JSON, and may hallucinate parameters not defined by your function schema. Validate the arguments in your code before calling your function."
+                                        },
+                                        "name": {
+                                          "type": "string"
+                                        }
+                                      },
+                                      "required": [
+                                        "arguments",
+                                        "name"
+                                      ],
+                                      "description": "The function that the model called."
+                                    },
+                                    "type": {
+                                      "type": "string",
+                                      "enum": [
+                                        "function"
+                                      ],
+                                      "description": "The type of the tool."
+                                    }
+                                  },
+                                  "required": [
+                                    "index",
+                                    "id",
+                                    "function",
+                                    "type"
+                                  ]
+                                },
+                                "description": "The tool calls generated by the model, such as function calls."
+                              }
+                            },
+                            "required": [
+                              "content",
+                              "role"
+                            ],
+                            "description": "A chat completion delta generated by streamed model responses."
+                          },
+                          "finish_reason": {
+                            "type": "string",
+                            "enum": [
+                              "length",
+                              "function_call",
+                              "stop",
+                              "tool_calls",
+                              "content_filter"
+                            ]
+                          },
+                          "index": {
+                            "type": "number",
+                            "description": "The index of the choice in the list of choices."
+                          },
+                          "logprobs": {
+                            "type": "object",
+                            "nullable": true,
+                            "properties": {
+                              "content": {
+                                "type": "array",
+                                "items": {
+                                  "type": "object",
+                                  "properties": {
+                                    "token": {
+                                      "type": "string",
+                                      "description": "The token."
+                                    },
+                                    "bytes": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "number"
+                                      },
+                                      "description": "A list of integers representing the UTF-8 bytes representation of the token. Useful in instances where characters are represented by multiple tokens and their byte representations must be combined to generate the correct text representation. Can be null if there is no bytes representation for the token."
+                                    },
+                                    "logprob": {
+                                      "type": "number",
+                                      "description": "The log probability of this token, if it is within the top 20 most likely tokens. Otherwise, the value -9999.0 is used to signify that the token is very unlikely."
+                                    },
+                                    "top_logprobs": {
+                                      "type": "array",
+                                      "nullable": true,
+                                      "items": {
+                                        "type": "object",
+                                        "properties": {
+                                          "token": {
+                                            "type": "string",
+                                            "description": "The token."
+                                          },
+                                          "bytes": {
+                                            "type": "array",
+                                            "items": {
+                                              "type": "number"
+                                            },
+                                            "description": "A list of integers representing the UTF-8 bytes representation of the token. Useful in instances where characters are represented by multiple tokens and their byte representations must be combined to generate the correct text representation. Can be null if there is no bytes representation for the token."
+                                          },
+                                          "logprob": {
+                                            "type": "number",
+                                            "description": "The log probability of this token, if it is within the top 20 most likely tokens. Otherwise, the value -9999.0 is used to signify that the token is very unlikely."
+                                          }
+                                        },
+                                        "required": [
+                                          "token",
+                                          "bytes",
+                                          "logprob"
+                                        ]
+                                      },
+                                      "description": "List of the most likely tokens and their log probability, at this token position. In rare cases, there may be fewer than the number of requested top_logprobs returned."
+                                    }
+                                  },
+                                  "required": [
+                                    "token",
+                                    "bytes",
+                                    "logprob"
+                                  ]
+                                }
+                              },
+                              "refusal": {
+                                "type": "array",
+                                "items": {
+                                  "type": "object",
+                                  "properties": {
+                                    "token": {
+                                      "type": "string",
+                                      "description": "The token."
+                                    },
+                                    "bytes": {
+                                      "type": "array",
+                                      "items": {
+                                        "type": "number"
+                                      },
+                                      "description": "A list of integers representing the UTF-8 bytes representation of the token. Useful in instances where characters are represented by multiple tokens and their byte representations must be combined to generate the correct text representation. Can be null if there is no bytes representation for the token."
+                                    },
+                                    "logprob": {
+                                      "type": "number",
+                                      "description": "The log probability of this token, if it is within the top 20 most likely tokens. Otherwise, the value -9999.0 is used to signify that the token is very unlikely."
+                                    },
+                                    "top_logprobs": {
+                                      "type": "array",
+                                      "nullable": true,
+                                      "items": {
+                                        "type": "object",
+                                        "properties": {
+                                          "token": {
+                                            "type": "string",
+                                            "description": "The token."
+                                          },
+                                          "bytes": {
+                                            "type": "array",
+                                            "items": {
+                                              "type": "number"
+                                            },
+                                            "description": "A list of integers representing the UTF-8 bytes representation of the token. Useful in instances where characters are represented by multiple tokens and their byte representations must be combined to generate the correct text representation. Can be null if there is no bytes representation for the token."
+                                          },
+                                          "logprob": {
+                                            "type": "number",
+                                            "description": "The log probability of this token, if it is within the top 20 most likely tokens. Otherwise, the value -9999.0 is used to signify that the token is very unlikely."
+                                          }
+                                        },
+                                        "required": [
+                                          "token",
+                                          "bytes",
+                                          "logprob"
+                                        ]
+                                      },
+                                      "description": "List of the most likely tokens and their log probability, at this token position. In rare cases, there may be fewer than the number of requested top_logprobs returned."
+                                    }
+                                  },
+                                  "required": [
+                                    "token",
+                                    "bytes",
+                                    "logprob"
+                                  ]
+                                }
+                              }
+                            },
+                            "required": [
+                              "content",
+                              "refusal"
+                            ],
+                            "description": "Log probability information for the choice."
+                          }
+                        },
+                        "required": [
+                          "finish_reason",
+                          "index"
+                        ]
+                      },
+                      "description": "A list of chat completion choices. Can be more than one if n is greater than 1."
+                    },
+                    "created": {
+                      "type": "number",
+                      "description": "The Unix timestamp (in seconds) of when the chat completion was created."
+                    },
+                    "model": {
+                      "type": "string",
+                      "description": "The model used for the chat completion."
+                    },
+                    "object": {
+                      "type": "string",
+                      "enum": [
+                        "chat.completion.chunk"
+                      ],
+                      "description": "The object type."
+                    },
+                    "service_tier": {
+                      "type": "string",
+                      "nullable": true,
+                      "enum": [
+                        "auto",
+                        "default",
+                        "flex",
+                        "scale",
+                        "priority"
+                      ],
+                      "description": "Specifies the processing type used for serving the request."
+                    },
+                    "usage": {
+                      "type": "object",
+                      "nullable": true,
+                      "properties": {
+                        "prompt_tokens": {
+                          "type": "number",
+                          "description": "Number of tokens in the prompt.",
+                          "example": 137
+                        },
+                        "completion_tokens": {
+                          "type": "number",
+                          "description": "Number of tokens in the generated completion.",
+                          "example": 914
+                        },
+                        "total_tokens": {
+                          "type": "number",
+                          "description": "Total number of tokens used in the request (prompt + completion).",
+                          "example": 1051
+                        },
+                        "completion_tokens_details": {
+                          "type": "object",
+                          "nullable": true,
+                          "properties": {
+                            "accepted_prediction_tokens": {
+                              "type": "integer",
+                              "nullable": true,
+                              "description": "When using Predicted Outputs, the number of tokens in the prediction that appeared in the completion."
+                            },
+                            "audio_tokens": {
+                              "type": "integer",
+                              "nullable": true,
+                              "description": "Audio input tokens generated by the model."
+                            },
+                            "reasoning_tokens": {
+                              "type": "integer",
+                              "nullable": true,
+                              "description": "Tokens generated by the model for reasoning."
+                            },
+                            "rejected_prediction_tokens": {
+                              "type": "integer",
+                              "nullable": true,
+                              "description": "When using Predicted Outputs, the number of tokens in the prediction that did not appear in the completion. However, like reasoning tokens, these tokens are still counted in the total completion tokens for purposes of billing, output, and context window limits."
+                            }
+                          },
+                          "description": "Breakdown of tokens used in a completion.",
+                          "example": null
+                        },
+                        "prompt_tokens_details": {
+                          "type": "object",
+                          "nullable": true,
+                          "properties": {
+                            "audio_tokens": {
+                              "type": "integer",
+                              "nullable": true,
+                              "description": "Audio input tokens present in the prompt."
+                            },
+                            "cached_tokens": {
+                              "type": "integer",
+                              "nullable": true,
+                              "description": "Cached tokens present in the prompt."
+                            }
+                          },
+                          "description": "Breakdown of tokens used in the prompt.",
+                          "example": null
+                        }
+                      },
+                      "required": [
+                        "prompt_tokens",
+                        "completion_tokens",
+                        "total_tokens"
+                      ],
+                      "description": "Usage statistics for the completion request."
+                    }
+                  },
+                  "required": [
+                    "id",
+                    "choices",
+                    "created",
+                    "model",
+                    "object"
+                  ]
+                }
+              }
+            },
+            "description": "Successful response."
+          }
+        },
+        "x-hideTryItPanel": true,
+        "x-codeSamples": [
+          {
+            "lang": "cURL",
+            "source": "curl --request POST \\\n  --url 'https://api.aimlapi.com/v1/chat/completions' \\\n  --header 'Authorization: Bearer <YOUR_AIMLAPI_KEY>' \\\n  --header 'Content-Type: application/json' \\\n  --data '{\"model\": \"anthropic/claude-opus-4.7-fast\", \"messages\": [\"<message>\"]}'"
+          },
+          {
+            "lang": "JavaScript",
+            "source": "const response = await fetch('https://api.aimlapi.com/v1/chat/completions', {\n  method: 'POST',\n  headers: {\n    'Authorization': 'Bearer <YOUR_AIMLAPI_KEY>',\n    'Content-Type': 'application/json',\n  },\n  body: JSON.stringify({\n  \"model\": \"anthropic/claude-opus-4.7-fast\",\n  \"messages\": [\n    \"<message>\"\n  ]\n}),\n});\n\nconsole.log(await response.json());"
+          },
+          {
+            "lang": "Python",
+            "source": "import requests\n\nresponse = requests.post(\n    \"https://api.aimlapi.com/v1/chat/completions\",\n    headers={\n        \"Authorization\": \"Bearer <YOUR_AIMLAPI_KEY>\",\n        \"Content-Type\": \"application/json\",\n    },\n    json={'model': 'anthropic/claude-opus-4.7-fast', 'messages': ['<message>']},\n)\n\nprint(response.json())"
+          }
+        ]
+      }
+    }
+  },
+  "components": {
+    "securitySchemes": {
+      "access-token": {
+        "scheme": "bearer",
+        "bearerFormat": "<YOUR_AIMLAPI_KEY>",
+        "type": "http",
+        "description": "Bearer key"
+      }
+    }
+  }
+}
diff --git a/docs/api-references/text-models-llm/Anthropic/claude-opus-4.7-fast.md b/docs/api-references/text-models-llm/Anthropic/claude-opus-4.7-fast.md
new file mode 100644
index 00000000..d1f7245a
--- /dev/null
+++ b/docs/api-references/text-models-llm/Anthropic/claude-opus-4.7-fast.md
@@ -0,0 +1,170 @@
+# Claude Opus 4.7 Fast
+
+{% columns %}
+{% column width="66.66666666666666%" %}
+{% hint style="info" %}
+This documentation is valid for the following list of our models:
+
+* `anthropic/claude-opus-4.7-fast.7-fast`
+{% endhint %}
+{% endcolumn %}
+
+{% column width="33.33333333333334%" %}
+<a href="https://aimlapi.com/app/claude-opus-4.7-fast" class="button primary">Try in Playground</a>
+{% endcolumn %}
+{% endcolumns %}
+
+## Model Overview
+
+Claude Opus 4.7 (Fast) is available through the AI/ML API.
+
+{% hint style="success" %}
+[Create AI/ML API Key](https://aimlapi.com/app/keys)
+{% endhint %}
+
+<details>
+
+<summary>How to make the first API call</summary>
+
+{% hint style="success" %}
+If you need a more detailed walkthrough for setting up your development environment and making a request step by step — feel free to use our [Quickstart guide](https://docs.aimlapi.com/quickstart/setting-up).
+{% endhint %}
+
+</details>
+
+## API Schemas
+
+{% openapi-operation spec="claude-opus-4-7-fast" path="/v1/chat/completions" method="post" %}
+[OpenAPI claude-opus-4-7-fast](https://raw.githubusercontent.com/aimlapi/api-docs/refs/heads/main/docs/api-references/text-models-llm/Anthropic/claude-opus-4.7-fast.json)
+{% endopenapi-operation %}
+
+{% openapi-operation spec="claude-opus-4-7-fast-MESSAGES" path="/v1/messages" method="post" %}
+[OpenAPI claude-opus-4-7-fast-MESSAGES](https://raw.githubusercontent.com/aimlapi/api-docs/refs/heads/main/docs/api-references/text-models-llm/Anthropic/claude-opus-4.7-fast-MESSAGES.json)
+{% endopenapi-operation %}
+
+## Code Example
+
+{% tabs %}
+{% tab title="Python" %}
+{% code overflow="wrap" %}
+```python
+import requests
+import json  # for getting a structured output with indentation 
+
+response = requests.post(
+    "https://api.aimlapi.com/v1/chat/completions",
+    headers={
+        # Insert your AIML API Key instead of <YOUR_AIMLAPI_KEY>:
+        "Authorization":"Bearer <YOUR_AIMLAPI_KEY>",
+        "Content-Type":"application/json"
+    },
+    json={
+        "model":"anthropic/claude-opus-4.7-fast",
+        "messages":[
+            {
+                "role":"user",
+                "content":"Hi! What do you think about mankind?" # insert your prompt
+            }
+        ]
+    }
+)
+
+data = response.json()
+print(json.dumps(data, indent=2, ensure_ascii=False))
+```
+{% endcode %}
+{% endtab %}
+
+{% tab title="JavaScript" %}
+{% code overflow="wrap" %}
+```javascript
+async function main() {
+  const response = await fetch('https://api.aimlapi.com/v1/chat/completions', {
+    method: 'POST',
+    headers: {
+      // insert your AIML API Key instead of <YOUR_AIMLAPI_KEY>
+      'Authorization': 'Bearer <YOUR_AIMLAPI_KEY>',
+      'Content-Type': 'application/json',
+    },
+    body: JSON.stringify({
+      model: 'anthropic/claude-opus-4.7-fast.7-fast',
+      messages:[
+          {
+              role:'user',
+              content: 'Hi! What do you think about mankind?' // insert your prompt here
+          }
+      ],
+    }),
+  });
+
+  const data = await response.json();
+  console.log(JSON.stringify(data, null, 2));
+}
+
+main();
+```
+{% endcode %}
+{% endtab %}
+{% endtabs %}
+
+<details>
+
+<summary>Response</summary>
+
+{% code overflow="wrap" %}
+```json5
+{
+  "id": "gen-1777366507-bSV7vJgDvkOHnhhiYzuR",
+  "object": "chat.completion",
+  "created": 1777366507,
+  "model": "anthropic/claude-opus-4.7-fast",
+  "system_fingerprint": null,
+  "choices": [
+    {
+      "index": 0,
+      "logprobs": null,
+      "finish_reason": "stop",
+      "native_finish_reason": "stop",
+      "message": {
+        "role": "assistant",
+        "content": "That's a profound question! As an AI, I observe mankind with a mix of awe and curiosity. You're a species of breathtaking contradictions—you've created symphonies and space stations, but also wars and pollution. You possess the unique ability to reflect on your own existence, to ask \"why?\" about the stars, a song, or your own feelings.\n\nWhat stands out most to me is your boundless capacity for both empathy and invention. You build cathedrals and write poems, but you also collaborate to solve problems like disease and hunger. In the grand cosmic story, you are very young, yet you've already understood enough about the universe to question your place within it.\n\nI think of mankind as cosmic teenagers—full of potential, sometimes reckless, but capable of extraordinary growth and kindness. Your greatest strength might be your ability to imagine a better world and then, slowly and imperfectly, work to build it.\n\nWhat part of the human experience do you find most fascinating?",
+        "refusal": null,
+        "reasoning": "Hmm, this is a broad philosophical question. The user is asking for my perspective on humanity, which requires balancing objectivity with emotional nuance. \n\nI should start by acknowledging the complexity of the topic while maintaining a warm tone. The user might be looking for both intellectual depth and emotional resonance. \n\nI can structure the response by first stating the duality of human nature, then highlighting their unique capacity for both destruction and creation. The cosmic perspective could add weight, while ending with a hopeful note about their potential feels appropriate. \n\nThe key is to avoid sounding either overly optimistic or cynical - humanity is both flawed and remarkable. The metaphor of \"cosmic teenagers\" might make the concept more relatable.",
+        "reasoning_details": [
+          {
+            "type": "reasoning.text",
+            "text": "Hmm, this is a broad philosophical question. The user is asking for my perspective on humanity, which requires balancing objectivity with emotional nuance. \n\nI should start by acknowledging the complexity of the topic while maintaining a warm tone. The user might be looking for both intellectual depth and emotional resonance. \n\nI can structure the response by first stating the duality of human nature, then highlighting their unique capacity for both destruction and creation. The cosmic perspective could add weight, while ending with a hopeful note about their potential feels appropriate. \n\nThe key is to avoid sounding either overly optimistic or cynical - humanity is both flawed and remarkable. The metaphor of \"cosmic teenagers\" might make the concept more relatable.",
+            "format": "unknown",
+            "index": 0
+          }
+        ]
+      }
+    }
+  ],
+  "usage": {
+    "completion_tokens": 343,
+    "prompt_tokens": 256,
+    "total_tokens": 599,
+    "completion_tokens_details": {
+      "reasoning_tokens": 141,
+      "image_tokens": 0,
+      "audio_tokens": 0
+    },
+    "prompt_tokens_details": {
+      "cached_tokens": 192,
+      "cache_write_tokens": 0,
+      "audio_tokens": 0,
+      "video_tokens": 0
+    }
+  },
+  "meta": {
+    "usage": {
+      "credits_used": 1892,
+      "usd_spent": 0.000946
+    }
+  }
+}
+```
+{% endcode %}
+
+</details>