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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. #1921 · GameRamp
    10Agent
  2. #1922 · Deemos
    10Agent
  3. #1923 · Round
    10Agent
  4. #1924 · Persana AI
    10Agent
  5. #1925 · SquadStack
    10Agent
  6. #1926 · Cassidy
    10Agent
  7. #1927 · Ravenna
    10Agent
  8. #1928 · Counsel Health
    10Agent
  9. #1929 · Truewind
    10Agent
  10. #1930 · Neuphonic
    10Agent
  11. #1931 · BLNG
    10Agent
  12. #1932 · BetterPic
    10Agent
  13. #1933 · Sinai.ai
    10Agent
  14. #1934 · Yozo.ai
    10Agent
  15. #1935 · SehaTech
    10Agent
  16. #1936 · Kilow
    10Agent
  17. #1937 · Bauplan
    10Agent
  18. #1938 · Pensive
    10Agent
  19. #1939 · OpenFunnel
    10Agent
  20. #1940 · Rippletide
    10Agent
  21. #1941 · Lantern
    10Agent
  22. #1942 · Floworks
    10Agent
  23. #1943 · Strawberry
    10Agent
  24. #1944 · Capsule Security
    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.