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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. #1489 · Credal
    10Agent
  2. #1490 · Kobalt Labs
    10Agent
  3. #1491 · Axelera AI
    10Agent
  4. #1492 · MetalBear
    10Agent
  5. #1493 · Phoebe
    10Agent
  6. #1494 · Aisera
    10Agent
  7. #1495 · Metaview
    10Agent
  8. #1496 · Vimcal
    10Agent
  9. #1497 · Taalas
    10Agent
  10. #1498 · Findigs
    10Agent
  11. #1499 · Stand Insurance
    10Agent
  12. #1500 · Kneron
    10Agent
  13. #1501 · ChipAgents
    10Agent
  14. #1502 · Tripo AI
    10Agent
  15. #1503 · Spocket

    Dropshipping marketplace sourcing products from US and EU suppliers

    10Agent
    OAuth2
  16. #1504 · Genspark

    Your all-in-one AI workspace that puts busywork on autopilot.

    10Agent
  17. #1505 · Cerebriu

    Real-time AI triage and protocol optimization for brain MRI

    10Agent
  18. #1506 · Ciroos

    Multi-domain AI SRE teammate that automates and augments operations and incident response

    10Agent
  19. #1507 · Sett

    AI agents that build, market and publish mobile games

    10Agent
  20. #1508 · Orchard Robotics

    AI-powered farm vision that tracks the health and yield of millions of plants

    10Agent
  21. #1509 · AI Hay

    AI-powered knowledge discovery and Q&A platform for Vietnamese users

    10Agent
  22. #1510 · Trayd

    AI back-office operating system for specialty trade contractors

    10Agent
  23. #1511 · Upheal

    AI-native EHR and clinical notes for mental health therapists

    10Agent
  24. #1512 · StudyFetch

    AI study platform that turns class materials into learning tools

    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.