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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. #1081 · Inspector

    AI IDE for front-end development

    12Agent
  2. #1082 · Semble AI

    AI workflow automation for construction back-office

    12Agent
  3. #1083 · Lunavo

    Lunavo is the AI assistant for carriers

    12Agent
  4. #1084 · RealRoots

    AI social app for women

    12Agent
  5. #1085 · Acrely

    Enterprise Voice Agents

    12Agent
  6. #1086 · Spotlight Realty

    AI powered brokerage reducing residential rental commissions in NYC…

    12Agent
  7. #1087 · Locata

    AI Referral Automation for Primary Care Clinics

    12Agent
  8. #1088 · Convexia

    The world's first AI-maximalist pharma company

    12Agent
  9. #1089 · Lanesurf

    Voice AI for booking freight

    12Agent
  10. #1090 · Pingo AI

    AI companion that helps you learn languages

    12Agent
  11. #1091 · Maximal

    Maximal is a planning agent for commercial truck fleets

    12Agent
  12. #1092 · Minimal AI

    AI Agents for E-commerce Customer Support

    12Agent
  13. #1093 · ProcIndex

    AI Agents for Accounting Operations

    12Agent
  14. #1094 · GoRiff

    Personalized AI Stories with Music

    12Agent
  15. #1095 · Mimos

    Helping companies rank in AI search

    12Agent
  16. #1096 · Comena

    AI agents for distributors and manufacturers to automate order entry

    12Agent
  17. #1097 · Fulcrum

    The agentic debugger for AI systems

    12Agent
  18. #1098 · IronLedger.ai

    AI-enabled Corporate Cards and Invoice Processing for Real Estate

    12Agent
  19. #1099 · Parachute

    Infrastructure for hospitals to monitor and deploy clinical AI

    12Agent
  20. #1100 · Skope

    AI Agents for Law Firms

    12Agent
  21. #1101 · Panels

    Audio Data for AI Labs

    12Agent
  22. #1102 · Datafruit

    The AI workspace for software implementations

    12Agent
  23. #1103 · Playgent

    Sandboxes for AI agents

    12Agent
  24. #1104 · Liva AI

    Audio & Video Data

    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.