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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. #1057 · Rudus

    AI Takeoffs for Concrete

    12Agent
  2. #1058 · Hedge

    AI-Native specialty insurance company

    12Agent
  3. #1059 · Allowance

    Scoped payment credentials for AI agents

    12Agent
  4. #1060 · Sidekick

    AI-powered SMS assistant for deskless workers

    12Agent
  5. #1061 · Standard Signal

    Hedge fund where AI researches and executes every trade

    12Agent
  6. #1062 · HeyClicky

    An AI buddy that lives on your Mac

    12Agent
  7. #1063 · CentralComs

    Property Management AI Agents that automate leasing and maintenance

    12Agent
  8. #1064 · Plena Health

    Plena is the AI operating system for specialty medical practices

    12Agent
  9. #1065 · Wealor

    AI-native platform for wealth managers

    12Agent
  10. #1066 · Rote

    AI-native insurance department for auto body shops

    12Agent
  11. #1067 · MOVEdot

    AI Agents for Hardware Engineering

    12Agent
  12. #1068 · Zavo

    AI Operating System for Restaurants

    12Agent
  13. #1069 · item

    The AI-Native CRM that works for you

    12Agent
  14. #1070 · Trelium

    The Agent to Build Your Agents

    12Agent
  15. #1071 · Casey

    Casey is an AI-native commercial insurance brokerage

    12Agent
  16. #1072 · Zarna

    AI Associates for Private Capital

    12Agent
  17. #1073 · Mod AI

    Touchless AP Automation

    12Agent
  18. #1074 · Rovi Health

    AI healthcare concierge for employees

    12Agent
  19. #1075 · Narrative

    AI-Powered Sports Highlights

    12Agent
  20. #1076 · Sourcebot

    Helping humans and AI agents understand massive codebases

    12Agent
  21. #1077 · Kaigo Health

    AI outpatient care workforce

    12Agent
  22. #1078 · Soren

    Private AI for Regulated Industries

    12Agent
  23. #1079 · Mayflower

    AI plug-in that automates HR immigration screening and compliance

    12Agent
  24. #1080 · MarkIt

    AI Agents for Trade Compliance - Saving Companies from Tariffs

    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.