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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. #1513 · Greenlite AI

    AI workforce automating KYC, AML and sanctions compliance

    10Agent
  2. #1514 · Nomi AI

    An AI companion with memory, emotional intelligence and roleplay

    10Agent
  3. #1515 · Farsight

    AI that builds complete pitch books, models and memos for dealmakers

    10Agent
  4. #1516 · Rosebud AI

    Make 3D games and worlds with vibe coding and natural language

    10Agent
  5. #1517 · AfterQuery

    Expert reasoning datasets and benchmarks for frontier AI

    10Agent
  6. #1518 · XPANCEO

    Building the world's first multifunctional AI smart contact lens

    10Agent
  7. #1519 · Justpoint

    AI that uncovers product harms and powers mass tort and personal injury litigation.

    10Agent
  8. #1520 · AIUC

    Insurance, audits and certification for AI agents

    10Agent
  9. #1521 · ChemLex

    24/7 self-driving lab that runs autonomous chemistry to accelerate drug discovery

    10Agent
  10. #1522 · GovSignals

    AI platform to find and bid on government contracts in minutes

    10Agent
  11. #1523 · Loora

    AI English tutor for real-time conversational fluency coaching

    10Agent
  12. #1524 · Humata Health

    Touchless, AI-driven prior authorization connecting providers and payers

    10Agent
  13. #1525 · Axiomatic AI

    Intelligence infrastructure for verified science and engineering

    10Agent
  14. #1526 · Icon

    The AI admaker for winning UGC video ads

    10Agent
  15. #1527 · Doji

    Create your AI avatar and try on designer fashion virtually

    10Agent
  16. #1528 · Capstan Medical

    Robotic and catheter-delivered implants for minimally invasive heart valve repair

    10Agent
  17. #1529 · FleetWorks

    An always-on AI dispatcher that matches trucks with freight

    10Agent
  18. #1530 · Lassie

    AI agents that run the back office of small businesses end-to-end

    10Agent
  19. #1531 · Ellipsis Health
    10Agent
  20. #1532 · Sandstone
    10Agent
  21. #1533 · Silurian
    10Agent
  22. #1534 · Attention
    10Agent
  23. #1535 · WIZ.AI
    10Agent
  24. #1536 · Neuron7
    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.