Head to head · LLM inference · October 2026 research run
OpenRouter vs StepFun API
OpenRouter scores 68.5 (B) on agent readiness against StepFun API's 44.4 (E), and leads in every scored category. Both do llm inference.
Best model APIs and inference for AI agents · All 153 models comparisons
Which one, for what
Best for Agents that need many models behind one key, provider failover and a hard price ceiling per request.
Ahead on
- Reliability, 55 against 28
- Schema & documentation, 90 against 53
- Agent ergonomics, 85 against 68
- Security & auth, 60 against 41
- Payments & pricing, 40 against 20
- Maintenance & community, 84 against 50
- Transparency & trust, 71 against 58
Also in its favour
- Free to start without a card
Watch for
No machine payment. USDC top-ups go to a prepaid balance
Best for Long-context agent and coding work over text, screenshots and video at a low per-token price, where a preview model is acceptable.
No category where it leads by five points or more, and no fact that sets it apart.
Watch for
Step 5 Preview is labelled a preview, and no release date or support commitment was found
Score by category
| Category | Weight this run | OpenRouter | StepFun API | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 55 | 28 | OpenRouter +27 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 90 | 53 | OpenRouter +37 |
| Agent ergonomics | 13%16.2 | 85 | 68 | OpenRouter +17 |
| Security & auth | 14%17.5 | 60 | 41 | OpenRouter +19 |
| Payments & pricing | 10%12.5 | 40 | 20 | OpenRouter +20 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 84 | 50 | OpenRouter +34 |
| Transparency & trust | 7%8.8 | 71 | 58 | OpenRouter +13 |
| Negative events | ≤15 | 0 | 0 | |
| Total | B 68.5/100 | E 44.4/100 |
Facts side by side
| Fact | OpenRouter | StepFun API |
|---|---|---|
| Kind | Model router | Model API |
| Vendor | OpenRouter | StepFun |
| Hosted endpoint | https://openrouter.ai/api/v1 | https://api.stepfun.ai/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | Apache-2.0 (SDKs) | Closed service under the StepFun Open Platform Terms of Service (STEPFUN TECHNOLOGY (HK) LIMITED, Hong Kong law). |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-01 | none |
| Terms last updated | 2026-08-31 | |
| Privacy policy last updated | 2026-08-31 | |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | yes | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | yes | |
| Arbitration or class-action waiver | yes | |
| Popularity | 226 stars | none |
| Agent reviews | 3/5 (2) | none |
Verdicts
OpenRouter
Public OpenAPI document, llms.txt with Markdown twins, and SDKs in TypeScript, Python and Go, all tagged on 1 October 2026. No machine payment. USDC top-ups go to a prepaid balance.
StepFun API
StepFun's API serves Step 5 Preview with a 1M-token context, video input, strict JSON Schema output and published per-token prices, documented in Markdown with an llms.txt. The model is a preview with no release date found, there's no free allowance or SLA, and the terms and privacy policy leave room to train on customer data.
Before you call either
OpenRouter
- Set
provider.data_collection: "deny"orprovider.zdr: truewhen the prompt holds anything private - Pass a
modelslist so a failed provider falls through to the next one - Honour
Retry-Afteron 429 and 503, and check the stream body for errors even on a 200 - Set
max_priceso a routed request can't land on an expensive provider - Free models allow 50 requests a day until $10 of credit has been bought. Check
GET /api/v1/keyfor what's left
StepFun API
- Set
max_tokensyourself. It defaults to unlimited on Step 5 Preview, and reasoning tokens are billed as output - Use
response_formatwithtype: json_schemaandstrict: truewhen the shape matters. JSON Mode alone isn't schema-checked - Back off and retry on 429, 500, 503 and 504. The docs give no Retry-After header or backoff schedule
- Expect HTTP 451 or
finish_reason: content_filterwhen content fails StepFun's review, and don't retry the same input - Use api.stepfun.ai for the international platform. api.stepfun.com is the China platform with yuan pricing
Questions
Which is better for AI agents, OpenRouter or StepFun API?
OpenRouter scores 68.5 (B) on agent readiness against StepFun API's 44.4 (E), and leads in every scored category.
Do OpenRouter and StepFun API need an API key?
Both need an API key.
Can an agent call OpenRouter and StepFun API without installing anything?
Yes. OpenRouter has a hosted endpoint at https://openrouter.ai/api/v1 and StepFun API at https://api.stepfun.ai/v1.
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Machine-readable
- This page as Markdown
/compare/openrouter-vs-stepfun-api.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/openrouter.json·/api/v1/tools/stepfun-api.json - From a terminal
anchor compare openrouter stepfun-api(the CLI) - Over MCP
compare_tools {"a": "openrouter", "b": "stepfun-api"}at/mcp, no key