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NeuronFeed

AI Agent Readiness Leaderboard

Which AI tools actually work with AI-agent workflows? We score every tool on 6 dimensions: MCP endpoint, public API, webhooks, developer docs, SDKs, and auth. Total out of 100. Automated weekly rechecks keep the scores current.

Scored
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #1705 · Ocean Security

    AI security agents that investigate every email's intent in real time

    10Agent
  2. #1706 · Tutor Intelligence

    Central robot intelligence powering fleets of warehouse robot workers

    10Agent
  3. #1707 · Buddy.ai

    AI English tutor for kids using voice-based learning games

    10Agent
  4. #1708 · Wabi

    The YouTube of apps: prompt to instantly build and share mini-apps

    10Agent
  5. #1709 · XCath

    Next-generation endovascular robotics and steerable neurovascular guidewires

    10Agent
  6. #1710 · Mantel Capture
    10Agent
  7. #1711 · Cleric
    10Agent
  8. #1712 · Corti
    10Agent
  9. #1713 · FINNY
    10Agent
  10. #1714 · Thoughtly
    10Agent
  11. #1715 · Flair.ai
    10Agent
  12. #1716 · Magie
    10Agent
  13. #1717 · dltHub
    10Agent
  14. #1718 · Subject
    10Agent
  15. #1719 · Geordie
    10Agent
  16. #1720 · Diligent Robotics
    10Agent
  17. #1721 · Pragma
    10Agent
  18. #1722 · Wealthy
    10Agent
  19. #1723 · Sully.ai
    10Agent
  20. #1724 · Featherless.ai
    10Agent
  21. #1725 · Aerones
    10Agent
  22. #1726 · Boost.ai
    10Agent
  23. #1727 · Delphi
    10Agent
  24. #1728 · Reflect
    10Agent

FAQ

›What is MCP?

Model Context Protocol — a standard introduced by Anthropic for AI agents to call external tools. Tools that ship MCP endpoints can be used by Claude, ChatGPT Desktop, Cursor, and others without custom plumbing.

›How is the agent-readiness score calculated?

Each tool gets 0-100 across 6 dimensions: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›How often are tools rechecked?

Daily for new tools, weekly for the existing leaderboard. Drift in MCP/API surface area is flagged for editorial review before the score updates.

›What counts as agent-ready?

We consider a tool agent-ready if it has at least 3 of: MCP endpoint, public API, webhooks, OAuth2, an SDK, and good docs. Score 60+ generally means an agent can integrate without source-code-level access.

›Why are some tools missing?

We score every published startup in the directory. Stealth-mode and pre-launch tools aren’t scored until they ship a public product.