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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. #1537 · etalytics
    10Agent
  2. #1538 · Doss
    10Agent
  3. #1539 · Senra Systems

    Software-defined wire harness manufacturing for aerospace and defense

    10Agent
  4. #1540 · Regard
    10Agent
  5. #1541 · Adfin
    10Agent
  6. #1542 · Flex
    10Agent
  7. #1543 · Phonic
    10Agent
  8. #1544 · Amini
    10Agent
  9. #1545 · Nectir
    10Agent
  10. #1546 · trumpet
    10Agent
  11. #1547 · Twine Security
    10Agent
  12. #1548 · Isara
    10Agent
  13. #1549 · Sycamore
    10Agent
  14. #1550 · Linkerbot
    10Agent
  15. #1551 · Treefera
    10Agent
  16. #1552 · Gigaton
    10Agent
  17. #1553 · Ringg AI
    10Agent
  18. #1554 · Stacks
    10Agent
  19. #1555 · Rilla
    10Agent
  20. #1556 · Virtuous
    10Agent
  21. #1557 · Unique
    10Agent
  22. #1558 · Alchemab Therapeutics
    10Agent
  23. #1559 · Sumble
    10Agent
  24. #1560 · Mindtrip
    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.