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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. #1585 · Daylit
    10Agent
  2. #1586 · ELSA
    10Agent
  3. #1587 · OroraTech
    10Agent
  4. #1588 · Midpage
    10Agent
  5. #1589 · Valar Labs
    10Agent
  6. #1590 · Activeloop
    10Agent
  7. #1591 · Mangomint
    10Agent
  8. #1592 · TestSprite
    10Agent
  9. #1593 · Veremark
    10Agent
  10. #1594 · Alvys
    10Agent
  11. #1595 · Ubie
    10Agent
  12. #1596 · Hippocratic AI

    Safe AI agents for healthcare

    10Agent
    API
  13. #1597 · Welltory

    The one app for your health — AI-powered insights to reduce stress, boost energy, and sleep better

    10Agent
  14. #1598 · ClimateAi

    Minimize climate risk and maximize future opportunities with hyper-local, AI-powered climate insights for food and agriculture.

    10Agent
  15. #1599 · Basis

    Autonomous AI agents built for accountants

    10Agent
  16. #1600 · Valerie Health

    AI front office for independent doctors' practices

    10Agent
  17. #1601 · Jimini Health

    Clinician-supervised AI infrastructure for behavioral health

    10Agent
  18. #1602 · Mozart AI

    A generative audio workstation putting artists at the center of AI music creation

    10Agent
  19. #1603 · Alex

    Autonomous AI recruiter that interviews and screens job applicants

    10Agent
  20. #1604 · Lupa

    AI-native operating system for veterinary clinics.

    10Agent
  21. #1605 · Outmarket AI

    AI intelligence layer for insurance brokers and agencies

    10Agent
  22. #1606 · The Path

    Outcome-focused AI therapy built by neuroscientists and Calm alumni

    10Agent
  23. #1607 · Polaron

    The intelligence layer for materials science and microstructure analysis

    10Agent
  24. #1608 · Trent AI

    Layered, context-driven security for the agentic age

    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.