Category: DeepSeek Developer Guides
Start with the DeepSeek API guide for setup, current model IDs, pricing, Responses API support, runnable code examples, and dated live verification. Then use the specialist guides below for SDKs, features, integrations, testing, and production operations.
Start With the DeepSeek API Guide
Choose a Developer Path
SDKs and direct clients
- DeepSeek with Python covers synchronous and asynchronous clients, streaming, structured output, tools, errors, and deployment patterns.
- OpenAI SDK with DeepSeek explains compatible surfaces, provider differences, and migration checks.
Model features
- Thinking mode explains effort controls, reasoning content, streaming, tool-call history, and token budgets.
- JSON output covers response formatting, validation, truncation, and empty-content handling.
- Tool calls and function calling covers tool definitions, argument validation, multiple calls, and execution safety.
- Context caching explains repeated prefixes, cache-hit fields, cost interpretation, and isolation.
Testing and production operations
- DeepSeek API error codes explains authentication, balance, parameter, rate, server, and overload failures.
- DeepSeek API rate limits covers concurrency, HTTP 429 handling, queues, retries, and keep-alive behavior.
How These Guides Are Verified
The guides prioritize first-party documentation and distinguish documented behavior from dated, account-specific observations. When a page includes original testing, credentials, balances, identifiers, and sensitive response data are removed or masked. A successful example demonstrates the tested request under stated conditions; it does not guarantee future availability, identical latency, or the same account limits.
Keep API keys on trusted servers, validate model output and tool arguments, control retries and spending, and test against your own requirements before deployment. Seek-Chat.com is independent and is not affiliated with or endorsed by DeepSeek.
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Seek-Chat: DeepSeek JSON Output: Live V4 Tests for Valid JSON, Schema Validation, and Empty Content
Original DeepSeek JSON Output tests across V4 Flash and Pro, covering response_format, thinking, prompt controls, truncation, streaming, JSON parsing, and local schema validation.
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Seek-Chat: DeepSeek API Key: How to Create, Test, Store, Rotate, and Revoke One Safely
A practical, independently tested guide to creating and securing a DeepSeek API key, with live authentication, rotation, revocation, and leak-prevention checks.
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How to Read DeepSeek Token Usage and Cache Fields
DeepSeek token usage is returned in different field shapes across Chat Completions, the Responses API, and the Anthropic-compatible Messages API. This guide separates those contracts, shows how automatic context-cache usage…
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Seek-Chat: DeepSeek V4 Context and Output Limits: A Token Planning Guide
DeepSeek’s three current hosted V4 model IDs—deepseek-v4-flash, deepseek-v4-pro, and the experimental multimodal deepseek-v4-flash-vision-exp—each list a 1,000,000-token context length and a 384,000-token maximum output. Prompt and generated completion share that single…
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Seek-Chat: DeepSeek V4 Architecture Explained: MoE, Hybrid Attention, mHC, 1M Context, and Agents
A source-backed explanation of DeepSeek V4's MoE, CSA/HCA hybrid attention, mHC residual design, 1M-token context, and agent training, paired with live API tests up to 847,423 input tokens.
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Seek-Chat: DeepSeek Temperature, Top-P, Stop Sequences, and Sampling Settings
Pricing snapshot notice: Historical results and costs on this page are frozen to the price snapshot used at test time and have not been recalculated. Traffic billed from 2026-08-16 16:00…
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Seek-Chat: DeepSeek API Updates: Changelog and Deprecated Models Tracker
Track DeepSeek API updates, current V4 model IDs, deprecated and unlisted aliases, pricing and contract changes, plus dated compatibility checks and migration guidance.
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Seek-Chat: DeepSeek API Error Codes: Live Tests for 400, 401, 402, 422, 429, 500, and 503
DeepSeek API error codes are easiest to fix when you separate the HTTP status from the response body and from any failure raised by your own client. DeepSeek officially documents…
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Does the DeepSeek API Include Web Search? Chat vs API Explained
The DeepSeek web search API question depends on the endpoint. The current Responses API has a provider-executed web_search tool, while the OpenAI-compatible Chat Completions endpoint still exposes caller-executed function tools…
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Seek-Chat: DeepSeek Thinking Mode: Live Tests for reasoning_content, Effort, and Tool Calls
DeepSeek Thinking Mode is enabled by default on deepseek-v4-flash, deepseek-v4-pro, and deepseek-v4-flash-vision-exp. You can control it with {"thinking":{"type":"enabled"}} or {"thinking":{"type":"disabled"}}. When thinking is enabled, the API returns private reasoning in…
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Seek-Chat: DeepSeek API Guide: Setup, V4 Models and Working Examples
The DeepSeek API uses the OpenAI-compatible base URL https://api.deepseek.com. Its current V4 API catalog has three IDs: text-only deepseek-v4-flash and deepseek-v4-pro, plus the experimental multimodal deepseek-v4-flash-vision-exp for image understanding. All…
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Does the DeepSeek API Support Images and Vision Input?
The DeepSeek API now accepts image input through the experimental deepseek-v4-flash-vision-exp model. It can analyze screenshots, charts, photographs, scanned pages, and other supported images supplied by public URL, Base64 data…
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Seek-Chat: DeepSeek Tool Calls: Function Calling, Strict Mode, and Live V4 Tests
Live test date: July 27, 2026 (UTC). DeepSeek Tool Calls let a model request an external function, but the model does not execute that function. Your application receives the proposed…
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Seek-Chat: DeepSeek Python SDK: Installation, Async, Streaming, and Production Patterns
Documentation review date: August 24, 2026. For direct REST API calls, install the official openai package and configure OpenAI or AsyncOpenAI with base_url="https://api.deepseek.com". DeepSeek’s current Models & Pricing page and…
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Seek-Chat: DeepSeek Context Caching: How Cache Hits Work and How to Measure Them
DeepSeek context caching can make repeated API input dramatically cheaper, but a shared prefix is not a guarantee of an immediate cache hit. In our live test, an exact-extension request…
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Use the OpenAI SDK with DeepSeek: Python, Node.js, and Live Compatibility Tests
Live test date: July 27, 2026 (UTC). The OpenAI SDK with DeepSeek can act as an HTTP client for the provider’s documented OpenAI-format Models and Chat Completions endpoints in Python…
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Seek-Chat: DeepSeek API Rate Limits: V4 Concurrency, 429 Errors, and Safe Queue Tests
DeepSeek API limits: Pro 500, Flash 2,500, and Vision Exp 2,500 concurrent requests per account and model, plus 429, safe queues, retries, and dated tests.
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Does the DeepSeek API Support File Uploads?
The DeepSeek Files API is now live for image uploads. You can upload JPEG, PNG, GIF, or WebP, receive a reusable file_id, and reference it with the experimental deepseek-v4-flash-vision-exp model.…
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Seek-Chat: DeepSeek API Balance Endpoint: Check Credits, Billing, and Availability
Live test: July 25, 2026 | Official endpoint | Three privacy-safe requests | All monetary values redacted The DeepSeek API balance endpoint is GET https://api.deepseek.com/user/balance. Send a DeepSeek API key…
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Seek-Chat: DeepSeek System Prompts: Roles, Patterns, and Production Examples
Pricing snapshot notice: Historical results and costs on this page are frozen to the price snapshot used at test time and have not been recalculated. Traffic billed from 2026-08-16 16:00…
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Seek-Chat: DeepSeek finish_reason Values and Troubleshooting
DeepSeek finish_reason tells an application why a Chat Completions response stopped and what it should do next. The official OpenAI-compatible API documents five terminal values: stop, length, content_filter, tool_calls, and…