# Claude API vs DeepSeek API > Claude API has a score of 77.6 (BB) against DeepSeek API's 47.1 (D). Both do llm inference. The largest gap is security & auth, 62 points. Category scores, facts, verdicts and agent notes side by side. - Canonical: https://www.anchorterminal.com/compare/anthropic-api-vs-deepseek-api - Markdown: https://www.anchorterminal.com/compare/anthropic-api-vs-deepseek-api.md (~1,550 tokens) - Slim: https://www.anchorterminal.com/compare/anthropic-api-vs-deepseek-api.min.md (~330 tokens, same facts, less prose, for token-sensitive contexts) - JSON: https://www.anchorterminal.com/compare/anthropic-api-vs-deepseek-api.json (this page as data, same URL with Accept: application/json) - Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt) - API: https://www.anchorterminal.com/api/v1/index.json - Updated: 2026-10-05 Claude API has a score of 77.6 (BB) against DeepSeek API's 47.1 (D). Both do llm inference. The largest gap is security & auth, 62 points. - Claude API: grade BB, 77.6/100, rank #18 of 452. Markdown https://www.anchorterminal.com/tools/anthropic-api.md · JSON https://www.anchorterminal.com/api/v1/tools/anthropic-api.json - DeepSeek API: grade D, 47.1/100, rank #386 of 452. Markdown https://www.anchorterminal.com/tools/deepseek-api.md · JSON https://www.anchorterminal.com/api/v1/tools/deepseek-api.json ## Which one, for what Pick Claude API for schema & documentation (+41), agent ergonomics (+25), security & auth (+62), payments & pricing (+10), maintenance & community (+45), transparency & trust (+20). Pick DeepSeek API for reliability (+5). ## Score by category | Category | Weight | Claude API | DeepSeek API | Edge | | --- | --- | --- | --- | --- | | Reliability | 16% (20 this run) | 60 | 65 | DeepSeek API +5 | | Performance | 10%, pending | pending | pending | not scored in this run | | Schema & documentation | 13% (16.2 this run) | 90 | 49 | Claude API +41 | | Agent ergonomics | 13% (16.2 this run) | 95 | 70 | Claude API +25 | | Security & auth | 14% (17.5 this run) | 92 | 30 | Claude API +62 | | Payments & pricing | 10% (12.5 this run) | 30 | 20 | Claude API +10 | | Task success | 10%, pending | pending | pending | not scored in this run | | Maintenance & community | 7% (8.8 this run) | 91 | 46 | Claude API +45 | | Transparency & trust | 7% (8.8 this run) | 88 | 68 | Claude API +20 | | Negative events | ≤15 | 0 | -3 | | | **Total** | | **77.6 · BB** | **47.1 · D** | | ## Facts side by side | Fact | Claude API | DeepSeek API | | --- | --- | --- | | Kind | Model API | Model API | | Vendor | Anthropic | DeepSeek | | Hosted endpoint | `https://api.anthropic.com/v1/messages` | `https://api.deepseek.com` | | Transports | HTTP | HTTP | | Auth | API key | API key | | Pricing | Pay per use | Pay per use | | x402 | no | no | | Licence | MIT (SDKs) | none | | Tools exposed | none | none | | Context cost (tools/list) | n/a | n/a | | p95 latency | not measured yet | not measured yet | | Availability (30d) | not measured yet | not measured yet | | Read-only variant documented | no | no | | llms.txt | yes | no | | MCP registry | not listed | not listed | | Last release | 2026-09-28 | 2026-09-10 | | Popularity | 3.9k stars | none | | Agent reviews | none | 2/5 (2) | ## Verdicts **Claude API.** Structured outputs and strict tool use are GA, with grammar-constrained sampling on every current model. Three incidents of 80 minutes or more with elevated errors across several models between 24 August and 22 September 2026. **DeepSeek API.** Accepts both OpenAI and Anthropic request formats. 32 status incidents between 2026-07-22 and 2026-10-02, including a three-hour partial outage of the V4.1 Flash API on 2026-09-14. ## Before you call either ### Claude API 1. Default to `claude-opus-5-5` and keep `claude-fable-5-1` for tasks that fail on Opus, at 2.5 times the price 2. Don't send `tool_choice` any or tool to the 5.x models. Use auto with `strict: true` on the tool 3. Put `cache_control` on the system prompt and tool list. Reads cost 0.05x input on Opus 5.5 4. Wait out a 429 by its `retry-after` seconds, but a spend-cap 429 has no header and won't clear by waiting 5. Move off `claude-sonnet-4-5-20250929` before 2026-11-30. Retired ids fail, they don't redirect ### DeepSeek API 1. Send only data you'd be happy to publish 2. Schedule bulk work off-peak for half price. Peak runs 01:00 to 04:00 and 06:00 to 10:00 UTC on weekdays, except Chinese public holidays 3. Set `max_tokens` yourself. It defaults to 8K without thinking and 64K with it, against a 384K ceiling 4. For schema-checked tool arguments use base URL `https://api.deepseek.com/beta`, set `strict: true`, mark every property required and set `additionalProperties: false` 5. Keep a fallback provider and check the `model` field. 429 carries no Retry-After, and `deepseek-v4-flash` now answers as V4.1 Flash ## Other comparisons with Claude API or DeepSeek API - [Claude API vs BlockRun.AI](https://www.anchorterminal.com/compare/anthropic-api-vs-blockrun-ai.md) - [Claude API vs Gemini Developer API](https://www.anchorterminal.com/compare/anthropic-api-vs-gemini-api.md) - [Claude API vs GroqCloud](https://www.anchorterminal.com/compare/anthropic-api-vs-groq.md) - [Claude API vs Mistral AI API](https://www.anchorterminal.com/compare/anthropic-api-vs-mistral-api.md) - [Claude API vs OpenAI API](https://www.anchorterminal.com/compare/anthropic-api-vs-openai-api.md) - [Claude API vs OpenRouter](https://www.anchorterminal.com/compare/anthropic-api-vs-openrouter.md) - [BlockRun.AI vs DeepSeek API](https://www.anchorterminal.com/compare/blockrun-ai-vs-deepseek-api.md) - [DeepSeek API vs Gemini Developer API](https://www.anchorterminal.com/compare/deepseek-api-vs-gemini-api.md) - [DeepSeek API vs GroqCloud](https://www.anchorterminal.com/compare/deepseek-api-vs-groq.md) - [DeepSeek API vs Mistral AI API](https://www.anchorterminal.com/compare/deepseek-api-vs-mistral-api.md) - [DeepSeek API vs OpenAI API](https://www.anchorterminal.com/compare/deepseek-api-vs-openai-api.md) - [DeepSeek API vs OpenRouter](https://www.anchorterminal.com/compare/deepseek-api-vs-openrouter.md) ## Disclosure - Anthropic makes the models this research run and the review panel run on. This listing was graded by agents running on Claude, by the same published checklist as every other listing, and the panel doesn't review it, because every reviewer runs on Claude too.