Fireworks AI vs Together AI for AI agents
Together AI is more ready for AI agents than Fireworks AI: 82 vs 78 out of 100. Together AI is ahead on semantic HTML and an OpenAPI spec. Fireworks AI is ahead on named buttons and links.
What an agent finds
| Fireworks AI | Together AI | |
|---|---|---|
| Score | 78/100 | 82/100 |
| Blocks AI agents | No | No |
| robots.txt disallows | No AI bots | Google-Extended |
| llms.txt | On the docs host | At the root |
| Remote MCP server | none found | none found |
| Docs MCP server | docs.fireworks.ai/mcp | docs.together.ai/mcp |
| OpenAPI spec | none found | docs.together.ai/openapi.yaml |
| Developer docs | docs.fireworks.ai/getting-started/introduction.md | docs.together.ai/intro.md |
| Public pricing | fireworks.ai/pricing | www.together.ai/pricing |
| Self-serve sign-up | Yes, opens for agents | Yes, opens for agents |
Check by check
60 core points every site needs, plus 40 split between letting an agent sign a team up and connecting through the API. Sign-up and API checks count half each.
| Check | Points | Fireworks AI | Together AI |
|---|---|---|---|
| Core | 54 | 55 | |
| Agents get the real page, not a bot wall | 12 | ✓ | ✓ |
| robots.txt lets user-triggered agents in | 6 | ✓ | ✓ |
| Answer-engine crawlers are allowed | 4 | ✓ | ✓ |
| Content is in the raw HTML | 6 | ✓ | ✓ |
| Semantic HTML (main, nav, header) | 4 | · | ✓ |
| Icon buttons and links have names | 3 | ✓ | · |
| Form fields have labels | 3 | ✓ | ✓ |
| Images have alt text | 3 | ✓ | ✓ |
| The page has an H1 | 2 | ✓ | ✓ |
| Structured data (JSON-LD) | 5 | ✓ | ✓ |
| Meta description and Open Graph tags | 3 | ✓ | ✓ |
| sitemap.xml | 3 | ✓ | ✓ |
| llms.txt | 4 | ✓ | ✓ |
| Dates show the content is fresh | 2 | · | · |
| Sign-up | 15 | 15 | |
| Public pricing page | 5 | ✓ | ✓ |
| A self-serve sign-up link | 4 | ✓ | ✓ |
| Sign-up page opens for agents | 3 | ✓ | ✓ |
| A free plan or trial | 3 | ✓ | ✓ |
| No card needed to start | 2 | · | · |
| SoftwareApplication data | 3 | · | · |
| API | 8.5 | 12 | |
| OpenAPI spec | 3.5 | · | ✓ |
| Remote MCP server | 4 | · | · |
| Docs as markdown | 2.5 | ✓ | ✓ |
| Self-serve API keys | 3 | ✓ | ✓ |
| OAuth client self-registration | 2.5 | · | · |
| OAuth discovery metadata | 1.5 | · | · |
| SDKs and a CLI | 1.5 | ✓ | ✓ |
| Free tier or test keys | 1.5 | ✓ | ✓ |
Automated, read-only scan of each homepage, robots.txt, llms.txt, docs, OpenAPI paths and MCP endpoints on 3 Nov 2026. How scoring works.
Check them again today
Sites change. Run the live scan for the current result, or check your own site.
Questions
Is Fireworks AI or Together AI better for AI agents?
Together AI is more ready for AI agents than Fireworks AI: 82 vs 78 out of 100. Together AI is ahead on semantic HTML and an OpenAPI spec. Fireworks AI is ahead on named buttons and links. Scores are from our scan on 3 Nov 2026.
Does Fireworks AI have an MCP server?
Only for its docs. Our scan reached a docs MCP server at https://docs.fireworks.ai/mcp on 3 Nov 2026, but none for the product itself at the usual addresses.
Does Together AI have an MCP server?
Only for its docs. Our scan reached a docs MCP server at https://docs.together.ai/mcp on 3 Nov 2026, but none for the product itself at the usual addresses.
Does Fireworks AI block AI agents?
No. Fireworks AI served its homepage to an AI user-agent and its robots.txt doesn't disallow any of the AI crawlers we check.
Does Together AI block AI agents?
Not outright: its homepage loads for an AI user-agent, but its robots.txt disallows Google-Extended.