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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
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2668 tools.

Ranked tools

  1. #1057 · GovGuard

    AI Infrastructure for Government Agencies

    12Agent
  2. #1058 · Prox

    AI technical support for complex physical products

    12Agent
  3. #1059 · Hyperspell

    Memory for AI Agents

    12Agent
  4. #1060 · Moss

    Real-time semantic search for Conversational AI

    12Agent
  5. #1061 · Expected Parrot

    Simulate your customers with AI agents

    12Agent
  6. #1062 · Imagine AI

    We reverse engineer B2B growth, starting with LinkedIn

    12Agent
  7. #1063 · Koyal

    Agentic AI Filmmaking Platform

    12Agent
  8. #1064 · AirCaps

    The AI copilot for in-person conversations

    12Agent
  9. #1065 · Zarna

    AI Associates for Private Capital

    12Agent
  10. #1066 · Lexi

    AI Associates for Corporate Law

    12Agent
  11. #1067 · Lapis

    AI that creates and runs ads, end-end

    12Agent
  12. #1068 · Exonic

    Unsupervised Biological AI

    12Agent
  13. #1069 · Scott AI

    The planning layer for teams that build with coding agents

    12Agent
  14. #1070 · Digipals

    The future of Social in the age of AI

    12Agent
  15. #1071 · Nori

    AI health coach in your pocket

    12Agent
  16. #1072 · Specific

    Audio and Enterprise Human Data for AI

    12Agent
  17. #1073 · The Hog

    AI Demand Gen for Companies

    12Agent
  18. #1074 · Arcten

    Lab working on long-horizon autonomous research and coding agents

    12Agent
  19. #1075 · Thesis

    Automate AI research

    12Agent
  20. #1076 · Compyle

    The coding agent that actually collaborates with you

    12Agent
  21. #1077 · Bravi

    The AI operating system powering home services businesses

    12Agent
  22. #1078 · Aleph Lab

    AI language buddy in the games kids love

    12Agent
  23. #1079 · Kestrel AI

    AI-Native Cloud Incident Response Platform

    12Agent
  24. #1080 · LogosGuard

    The risk management software for enterprises adopting AI

    12Agent

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: public API (30pt), MCP server (25pt), webhooks (15pt), OAuth/delegated auth (10pt), machine-readable docs (10pt), and official SDKs (10pt). Score is the weighted sum, rechecked as profiles are re-enriched. Full reference: /docs/agent-readiness.

›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.