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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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #985 · Arga Labs

    Real-world sandboxes to test agents and agent-facing software

    12Agent
  2. #986 · Standout

    Agentic hiring marketplace

    12Agent
  3. #987 · Kinro

    AI sales agents for insurance. Sell everywhere your buyers are

    12Agent
  4. #988 · Superset

    The IDE for the AI Agents Era

    12Agent
  5. #989 · Gravy

    AI Agent for your personal finances

    12Agent
  6. #990 · 9 Mothers

    AI weapon systems

    12Agent
  7. #991 · Rex

    AI Operations Partner for Enterprise Order to Cash

    12Agent
  8. #992 · Structured AI

    AI workforce for Construction Engineering

    12Agent
  9. #993 · Absurd

    AI Videos

    12Agent
  10. #994 · SF Tensor

    Infrastructure for AI labs to focus on research

    12Agent
  11. #995 · Zarna

    AI Associates for Private Capital

    12Agent
  12. #996 · Codyco

    The AI Reservation Team for Hotel Groups

    12Agent
  13. #997 · Jarmin

    AI Employees for human-level roles

    12Agent
  14. #998 · Aside

    Operating system for the AI era

    12Agent
  15. #999 · Allus AI

    Transforming manufacturing with our next-gen Vision Foundation Model

    12Agent
  16. #1000 · Finto

    AI accounting for enterprise finance teams

    12Agent
  17. #1001 · Altur

    Voice AI Agents for Debt Collection

    12Agent
  18. #1002 · Sira

    AI Native Rippling for Deskless Workers

    12Agent
  19. #1003 · Adaptional

    AI-powered insurance claims review

    12Agent
  20. #1004 · Moritz

    Global AI-native law firm handling legal work with same-day turnaround

    12Agent
  21. #1005 · Constellation Space

    AI operating system for mega-scale satellite networks

    12Agent
  22. #1006 · Ressl AI

    AI Workers for Field Services

    12Agent
  23. #1007 · Chamber

    The AIOps Agent for ML Teams

    12Agent
  24. #1008 · Origin

    AI and Data for Cancer Therapeutics

    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.