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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. #2161 · Pinpoint

    The AI social operating system that turns followers into customers

    10Agent
  2. #2162 · Devotion

    AI-powered influencer marketing for high-volume creator programs

    10Agent
  3. #2163 · Hakko AI

    Anime AI gaming companion with real-time screen vision and voice

    10Agent
  4. #2164 · FictionLab

    Free, uncensored AI roleplay with multiple character story models

    10Agent
  5. #2165 · Mage

    Browser-based AI image and video generator with creative freedom

    10Agent
  6. #2166 · Punto Health
    10Agent
  7. #2167 · mayk.it
    10Agent
  8. #2168 · Musical AI
    10Agent
  9. #2169 · HULO
    10Agent
  10. #2170 · ManaMind
    10Agent
  11. #2171 · TranscendAP
    10Agent
  12. #2172 · Fantasy.ai

    Create and chat with your dream AI girlfriend or boyfriend

    10Agent
  13. #2173 · Summer Health
    10Agent
  14. #2174 · Refabric
    10Agent
  15. #2175 · Lumi AI
    10Agent
  16. #2176 · Zibra AI
    10Agent
  17. #2177 · Anything World
    10Agent
  18. #2178 · Vodex
    10Agent
  19. #2179 · Agentic Marketing Technologies (AMT)
    10Agent
  20. #2180 · Replify
    10Agent
  21. #2181 · Orbio
    10Agent
  22. #2182 · Tofu (Hiring)
    10Agent
  23. #2183 · Holoworld AI
    10Agent
  24. #2184 · Cubby
    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.