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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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Showing 24 of 2443 tools.

Ranked tools

  1. #1417 · Flint

    AI-native personalized learning platform built for K-12 schools

    10Agent
  2. #1418 · Mandolin

    AI agents that automate specialty drug access and buy-and-bill workflows

    10Agent
  3. #1419 · Kittl

    AI-first browser design platform built between Canva and Adobe

    10Agent
  4. #1420 · Radical AI

    Autonomous materials-science labs to discover new materials 50x faster

    10Agent
  5. #1421 · Loti AI

    AI likeness protection that detects and removes deepfakes of you

    10Agent
  6. #1422 · Novee

    AI penetration testing that thinks like a real attacker

    10Agent
  7. #1423 · Endel
    10Agent
  8. #1424 · Brightband
    10Agent
  9. #1425 · Cartwheel
    10Agent
  10. #1426 · Volley
    10Agent
  11. #1427 · Toloka
    10Agent
  12. #1428 · Moderne
    10Agent
  13. #1429 · Array Labs

    3D maps of Earth from formation-flying radar satellites

    10Agent
  14. #1430 · Fabric
    10Agent
  15. #1431 · Tobiko Data
    10Agent
  16. #1432 · Momentum
    10Agent
  17. #1433 · JetStream Security
    10Agent
  18. #1434 · Zania
    10Agent
  19. #1435 · Aalo Atomics
    10Agent
  20. #1436 · Gladia
    10Agent
  21. #1437 · Superlinked
    10Agent
  22. #1438 · Amenitiz
    10Agent
  23. #1439 · Synthflow
    10Agent
  24. #1440 · Dixa
    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.