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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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Showing 24 of 2443 tools.

Ranked tools

  1. #1465 · Gizmo

    Get addicted to learning with AI flashcards and gamified quizzes

    10Agent
  2. #1466 · Netic

    An autonomous AI growth engine for home services businesses

    10Agent
  3. #1467 · Apoha

    AI for molecular behavior — the next data class after sequence and structure

    10Agent
  4. #1468 · Olix Computing

    Photonic AI inference chips that skip the need for HBM

    10Agent
  5. #1469 · Ankar
    10Agent
  6. #1470 · Glacier
    10Agent
  7. #1471 · Odyssey
    10Agent
  8. #1472 · Backflip
    10Agent
  9. #1473 · Kast
    10Agent
  10. #1474 · Speakeasy
    10Agent
  11. #1475 · Bretton AI
    10Agent
  12. #1476 · Conquest Planning
    10Agent
  13. #1477 · PlayAI
    10Agent
  14. #1478 · Vambe
    10Agent
  15. #1479 · Jeeva AI
    10Agent
  16. #1480 · Bedrock Data
    10Agent
  17. #1481 · Medical Microinstruments (MMI)
    10Agent
  18. #1482 · Infravision
    10Agent
  19. #1483 · Altera
    10Agent
  20. #1484 · Prenosis
    10Agent
  21. #1485 · Hyro
    10Agent
  22. #1486 · Candid Health
    10Agent
  23. #1487 · BoldVoice
    10Agent
  24. #1488 · Hyro
    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.