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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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Showing 24 of 2443 tools.

Ranked tools

  1. #1033 · Payna

    AI Licensing Agent for Regulated Industries

    12Agent
  2. #1034 · Inviscid AI

    Real-time Physics Simulations for Industrial Facilities & Data Centers

    12Agent
  3. #1035 · Bidflow

    AI Takeoffs for Electrical

    12Agent
  4. #1036 · Wayco

    AI operator for medlegal cases

    12Agent
  5. #1037 · Rhizome AI

    Agent Platform for Life Sciences

    12Agent
  6. #1038 · ClaimGlide

    AI automated prior-auths for private medical practices

    12Agent
  7. #1039 · Button Computer

    Button is the wearable AI that can talk

    12Agent
  8. #1040 · Overdrive Health

    AI-Native Medical Billing Services

    12Agent
  9. #1041 · Gojiberry AI

    AI GTM agents for B2B teams

    12Agent
  10. #1042 · Dayjob

    AI Agents for Industrial Logistics

    12Agent
  11. #1043 · Arctic Health

    AI-native credentialing and contracting for healthcare

    12Agent
  12. #1044 · StableBrowse

    Browser Layer for AI agents

    12Agent
  13. #1045 · Netter

    AI native Palantir for mid market

    12Agent
  14. #1046 · Prism

    AI-native recruiting agency

    12Agent
  15. #1047 · Cohesion

    Your public equities agentic teammate

    12Agent
  16. #1048 · Hessian

    We forward deploy with AI agents to automate business operations

    12Agent
  17. #1049 · Pairio

    AI-native industrial maintenance software

    12Agent
  18. #1050 · Thomas

    The first AI founder: a virtual human who runs his own companies

    12Agent
  19. #1051 · Modern

    AI-Native ServiceNow run by always-on AI agents

    12Agent
  20. #1052 · Panacea

    AI-Native FDA Regulatory Services

    12Agent
  21. #1053 · Datost

    The proactive AI data analyst

    12Agent
  22. #1054 · Alchemize

    AI-Native Customs Brokerage

    12Agent
  23. #1055 · Mount

    The AI Insurance Carrier

    12Agent
  24. #1056 · Parrot

    AI-native operating system for auto shops

    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: 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.