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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. #1369 · Honeycomb Insurance
    10Agent
  2. #1370 · Quilter
    10Agent
  3. #1371 · Cognichip
    10Agent
  4. #1372 · Flippa

    Marketplace to buy and sell online businesses and websites

    10Agent
    OAuth2
  5. #1373 · Abnormal Security

    Protect humans with behavioral AI against phishing, social engineering, and account takeovers.

    10Agent
  6. #1374 · GovWell

    AI operating system for local government permitting and licensing

    10Agent
  7. #1375 · Turing

    End-to-end AI for fully autonomous driving in Japan

    10Agent
  8. #1376 · Paxton AI

    AI legal assistant for research, drafting and document analysis

    10Agent
  9. #1377 · Endra

    AI that automates mechanical, electrical, and plumbing design for buildings

    10Agent
  10. #1378 · Paradigm Health

    AI research platform making clinical trials part of routine patient care

    10Agent
  11. #1379 · SchoolAI

    Safe, student-centered AI tools for teachers and classrooms

    10Agent
  12. #1380 · Numa

    AI agents that answer every call and fill the service bay for dealerships

    10Agent
  13. #1381 · Eridu

    Rebuilding the AI data center network to break the interconnect wall

    10Agent
  14. #1382 · Orbital Industries
    10Agent
  15. #1383 · Amplemarket
    10Agent
  16. #1384 · Firehawk Aerospace

    3D-printed rocket propellant and solid rocket motors for defense

    10Agent
  17. #1385 · Maze
    10Agent
  18. #1386 · Catena Labs
    10Agent
  19. #1387 · Moonlake AI
    10Agent
  20. #1388 · Superluminal Medicines
    10Agent
  21. #1389 · Tahoe Therapeutics
    10Agent
  22. #1390 · Fyxer AI
    10Agent
  23. #1391 · Fastino
    10Agent
  24. #1392 · Speechify

    Turn any text into natural audio with AI

    10Agent
    PythonTypeScript

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.