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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. #1945 · FarmDroid
    10Agent
  2. #1946 · Persona AI
    10Agent
  3. #1947 · BetterFleet
    10Agent
  4. #1948 · SPARQ
    10Agent
  5. #1949 · Scriptic
    10Agent
  6. #1950 · Spun
    10Agent
  7. #1951 · Runable
    10Agent
  8. #1952 · Maieutic Semiconductor
    10Agent
  9. #1953 · uiAgent
    10Agent
  10. #1954 · VoiceCare AI
    10Agent
  11. #1955 · Omneky
    10Agent
  12. #1956 · Humanz
    10Agent
  13. #1957 · RagaAI
    10Agent
  14. #1958 · Inference.net
    10Agent
  15. #1959 · FarmQA
    10Agent
  16. #1960 · Theneo
    10Agent
  17. #1961 · Zencoder
    10Agent
  18. #1962 · Quiq
    10Agent
  19. #1963 · HeyMilo
    10Agent
  20. #1964 · Ollin Biosciences
    10Agent
  21. #1965 · VidMob
    10Agent
  22. #1966 · Bluedot
    10Agent
  23. #1967 · Laxis
    10Agent
  24. #1968 · Salience Labs
    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.