claude-opus-4-6
Quality-focused Opus model for long documents, polished writing, reasoning, and enterprise agent workflows.
Overview
- Claude Opus 4.6 is represented in the current GPT88 catalog as a strong reasoning model for stable quality and mature written output.
- Compared with lighter models, its positioning favors more complex work, especially long-document analysis, high-quality content, and enterprise agent workflows.
- The exact capabilities available through a route can vary, so validate the current account and model configuration before production use.
Best Use Cases
- Use it for long-document interpretation, report summaries, and research synthesis
- Evaluate it for professional writing, rewriting, translation, and content organization
- Test it in enterprise knowledge assistants and complex process-oriented agents
- Use it for multi-step workflows that depend on function calling
Integration Notes
- OpenAI-compatible tools can use https://api.gpt88.cc with model set to claude-opus-4-6.
- Claude- or Anthropic-style tools should use the same GPT88 Base URL and their expected native request format.
- Validate the API key and exact model ID with a minimal request before adding production prompts, tools, or long context.
- Keep model ID, API key, and route configuration separate so each environment can be changed independently.
Usage Notes
- Availability, pricing, context limits, rate limits, routes, permissions, vision, and tool support are determined by the current GPT88 console configuration.
- If real-time response speed matters more than maximum quality, compare Sonnet or Haiku on the same workload.
- Use a staged rollout and measure quality, latency, errors, and usage before changing an established production default.
Capabilities
Recommended Scenarios
- Long-document analysis
- Product and professional writing
- High-quality translation
- Agent decisions
Endpoint Path
The endpoint path is determined by the model category. Chat, image, video, and audio models use different endpoints.
Send requests with Authorization: Bearer <API_KEY>. See Chat Completions API for the full parameter reference.
API Docs
Headers / Auth
| Field | Type | Required | Description |
|---|---|---|---|
Authorization | string | Required | Send Bearer <GPT88_API_KEY>. Create the API key in the gpt88.cc console. |
Content-Type | string | Required | Request body format. Audio transcription uploads use multipart/form-data.Default: application/json |
Accept | string | Optional | Non-streaming requests return JSON; streaming chat requests return SSE chunks. Default: application/json or text/event-stream |
AuthorizationstringRequiredSendBearer <GPT88_API_KEY>. Create the API key in the gpt88.cc console.Content-TypestringRequiredRequest body format. Audio transcription uploads usemultipart/form-data.Default:application/jsonAcceptstringNon-streaming requests return JSON; streaming chat requests return SSE chunks.Default:application/json or text/event-stream
Chat Protocol Differences
For chat models, the protocol used by the client matters as much as the model name. Claude Code / Anthropic SDK and OpenAI SDK build different request paths.
- Base URL
- https://api.gpt88.cc
- Endpoint
- POST /v1/chat/completions
- Body
- { "model": "claude-opus-4-6", "messages": [...] }
- Base URL
- https://api.gpt88.cc
- Endpoint
- POST /v1/messages
- Body
- { "model": "claude-opus-4-6", "messages": [...] }
This model is in the Claude family. Claude Code, Anthropic SDK, OpenClaw, and similar tools should prefer the Anthropic / Claude path.
Request Parameters
The fields below are generated by model category. Pricing, context limits, rate limits, and available routes should be confirmed in the gpt88.cc console.
| Field | Type | Required | Description |
|---|---|---|---|
model | string | Required | Current model ID: claude-opus-4-6. Preserve the exact casing when copying. |
messages | array<Message> | Required | Conversation history. Each message includes role and content. |
stream | boolean | Optional | Enable SSE streaming. Useful for chat interfaces and long responses. Default: false |
temperature | number | Optional | Sampling temperature. Higher values produce more variation; production workloads usually start with a fixed value. Default: 1 |
max_tokens | integer | Optional | Maximum output tokens for this request. Real context limits should be confirmed in the console. |
response_format | object | Optional | Structured output config, for example { "type": "json_object" }. |
tools | array<Tool> | Optional | Function-calling tool definitions. Availability depends on the model and account configuration. |
modelstringRequiredCurrent model ID:claude-opus-4-6. Preserve the exact casing when copying.messagesarray<Message>RequiredConversation history. Each message includesroleandcontent.streambooleanEnable SSE streaming. Useful for chat interfaces and long responses.Default:falsetemperaturenumberSampling temperature. Higher values produce more variation; production workloads usually start with a fixed value.Default:1max_tokensintegerMaximum output tokens for this request. Real context limits should be confirmed in the console.response_formatobjectStructured output config, for example{ "type": "json_object" }.toolsarray<Tool>Function-calling tool definitions. Availability depends on the model and account configuration.
Response Fields
Response bodies generally follow OpenAI-compatible shapes. Media models may return async task IDs or resource URLs.
| Field | Type | Required | Description |
|---|---|---|---|
id | string | Required | Unique completion ID for tracing and debugging. |
object | string | Required | Usually chat.completion or a streaming chunk type. |
model | string | Required | Actual model ID that handled inference. |
choices | array<Choice> | Required | Generated choices including message, delta, and finish_reason. |
usage | object | Optional | Token usage statistics. Streaming calls may return this only at the end or in non-streaming mode. |
idstringRequiredUnique completion ID for tracing and debugging.objectstringRequiredUsuallychat.completionor a streaming chunk type.modelstringRequiredActual model ID that handled inference.choicesarray<Choice>RequiredGenerated choices includingmessage,delta, andfinish_reason.usageobjectToken usage statistics. Streaming calls may return this only at the end or in non-streaming mode.
Status Codes
| Field | Type | Required | Description |
|---|---|---|---|
200 | OK | Required | Request succeeded. See the response field table above for the response body shape. |
400 | Bad Request | Optional | Invalid request fields, such as missing required fields, unsupported image size format, or unsupported file type. |
401 | Unauthorized | Optional | API key is missing, invalid, or malformed. |
404 | Not Found | Optional | Endpoint or model not found. Confirm the path is /v1/chat/completions and the model ID is claude-opus-4-6. |
429 | Rate Limited | Optional | Rate limit, concurrency cap, or insufficient balance. Check the console for the current allowance. |
5xx | Upstream Error | Optional | Upstream or request failure. Retry with the same Base URL and keep the request ID for debugging. |
200OKRequiredRequest succeeded. See the response field table above for the response body shape.400Bad RequestInvalid request fields, such as missing required fields, unsupported image size format, or unsupported file type.401UnauthorizedAPI key is missing, invalid, or malformed.404Not FoundEndpoint or model not found. Confirm the path is/v1/chat/completionsand the model ID isclaude-opus-4-6.429Rate LimitedRate limit, concurrency cap, or insufficient balance. Check the console for the current allowance.5xxUpstream ErrorUpstream or request failure. Retry with the same Base URL and keep the request ID for debugging.
Errors and Troubleshooting
401: verifyAuthorizationisBearer <API_KEY>and the key is still valid.404: confirm the endpoint is/v1/chat/completionsand the model IDclaude-opus-4-6is available in the console.429: reduce concurrency, shorten requests, or check balance and quota in the console.5xx: retry with the same Base URL and keep the request ID for debugging.
Request Examples
curl https://api.gpt88.cc/v1/chat/completions \
-H "Authorization: Bearer $GPT88_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "claude-opus-4-6",
"messages": [
{"role": "user", "content": "Introduce gpt88.cc in one sentence."}
]
}'Expected response (trimmed example):
{
"id": "chatcmpl-claude-o",
"object": "chat.completion",
"created": 1730000000,
"model": "claude-opus-4-6",
"choices": [
{
"index": 0,
"finish_reason": "stop",
"message": { "role": "assistant", "content": "..." }
}
],
"usage": { "prompt_tokens": 24, "completion_tokens": 64, "total_tokens": 88 }
}