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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. #1681 · SeqOne Genomics
    10Agent
  2. #1682 · Cheehoo
    10Agent
  3. #1683 · Mindy
    10Agent
  4. #1684 · Payman AI
    10Agent
  5. #1685 · Caspian
    10Agent
  6. #1686 · Wrtn
    10Agent
  7. #1687 · Gensmo
    10Agent
  8. #1688 · Rodin
    10Agent
  9. #1689 · BidX

    AI PPC automation for Amazon and Walmart marketplace ads

    10Agent
    OAuth2
  10. #1690 · Quantexa

    Decision Intelligence platform for fraud and AML

    10Agent
    API Webhooks OAuth2 pythonjava +1
  11. #1691 · Elastics

    AI-native operating system for prediction markets - trade with words, not order forms.

    10Agent
  12. #1692 · micro1

    Human intelligence infrastructure for high-quality AI training data

    10Agent
  13. #1693 · Blossom Health

    AI copilot and operating system for psychiatry care

    10Agent
  14. #1694 · Envive AI

    Reinforcement-learning intelligence layer for e-commerce conversion

    10Agent
  15. #1695 · Lumai

    3D optical computing that slashes the cost and power of AI inference.

    10Agent
  16. #1696 · Critical Loop

    Mobile microgrids that fast-track electric grid connections

    10Agent
  17. #1697 · a2z Radiology AI

    An intelligence layer for medical imaging, starting with comprehensive CT triage

    10Agent
  18. #1698 · Filed

    AI that automates the full lifecycle of tax returns

    10Agent
  19. #1699 · SuperDial

    AI voice agents that automate healthcare's endless administrative phone calls

    10Agent
  20. #1700 · Iconic

    On-device, voice-driven AI for living, AI-native game worlds

    10Agent
  21. #1701 · Kana

    Flexible AI agents for marketing operations and campaign execution

    10Agent
  22. #1702 · Blockit

    AI scheduling agent that negotiates calendars on your behalf

    10Agent
  23. #1703 · Q.ANT

    Photonic processors for energy-efficient AI and high-performance computing

    10Agent
  24. #1704 · Fermata

    Computer vision AI for early pest and disease detection in greenhouse crops

    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.