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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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Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #961 · Terminal Use

    Vercel for background agents

    12Agent
  2. #962 · Corvera

    The context layer for AI-native CPG brands

    12Agent
  3. #963 · Ritivel

    AI-native platform for Life-Sciences Documentation

    12Agent
  4. #964 · Sponge

    Financial infrastructure for the agent economy

    12Agent
  5. #965 · LegalOS

    The AI-Native Immigration Law Firm

    12Agent
  6. #966 · 10x Science

    The AI-native platform for next-generation protein characterization

    12Agent
  7. #967 · Valgo

    Insurance risk layer for physical AI

    12Agent
  8. #968 · ProjectX

    Infinity: the first OS where humans and agents work with no limits

    12Agent
  9. #969 · Kimpton AI

    AI for portfolio managers

    12Agent
  10. #970 · YouArt

    Patreon for AI originals

    12Agent
  11. #971 · Auxos

    AI customer clones for market research

    12Agent
  12. #972 · tday.com

    AI that turns your product into on-brand marketing content

    12Agent
  13. #973 · Napkin Math

    The hyper-personalized AI food journal

    12Agent
  14. #974 · Kinro

    AI sales agents for insurance. Sell everywhere your buyers are

    12Agent
  15. #975 · Superset

    The IDE for the AI Agents Era

    12Agent
  16. #976 · 9 Mothers

    AI weapon systems

    12Agent
  17. #977 · Rex

    AI Operations Partner for Enterprise Order to Cash

    12Agent
  18. #978 · Structured AI

    AI workforce for Construction Engineering

    12Agent
  19. #979 · Absurd

    AI Videos

    12Agent
  20. #980 · SF Tensor

    Infrastructure for AI labs to focus on research

    12Agent
  21. #981 · Codyco

    The AI Reservation Team for Hotel Groups

    12Agent
  22. #982 · Jarmin

    AI Employees for human-level roles

    12Agent
  23. #983 · Aside

    Operating system for the AI era

    12Agent
  24. #984 · Allus AI

    Transforming manufacturing with our next-gen Vision Foundation Model

    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.