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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

Filter tools

Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #1633 · Hormona
    10Agent
  2. #1634 · Crimson
    10Agent
  3. #1635 · Vesence
    10Agent
  4. #1636 · Songscription
    10Agent
  5. #1637 · Gravity Climate
    10Agent
  6. #1638 · Move AI
    10Agent
  7. #1639 · CrediLinq
    10Agent
  8. #1640 · Sedric AI
    10Agent
  9. #1641 · Bounti
    10Agent
  10. #1642 · Conversion
    10Agent
  11. #1643 · Jenfi
    10Agent
  12. #1644 · QpiAI
    10Agent
  13. #1645 · Corgea
    10Agent
  14. #1646 · CoPlane
    10Agent
  15. #1647 · Maisa
    10Agent
  16. #1648 · Distributed Spectrum

    Real-time radio-frequency sensing and signals intelligence

    10Agent
  17. #1649 · Aignostics
    10Agent
  18. #1650 · Maxima
    10Agent
  19. #1651 · Hamming AI
    10Agent
  20. #1652 · Rime
    10Agent
  21. #1653 · Botika
    10Agent
  22. #1654 · Beeble
    10Agent
  23. #1655 · AethexAI
    10Agent
  24. #1656 · Gable
    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.