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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. #913 · Scope

    The infra layer for AI agent experience

    12Agent
  2. #914 · TakeCareOS

    Building infrastructure for AI-native care providers

    12Agent
  3. #915 · Walter

    AI Employee for Manufacturing Operations

    12Agent
  4. #916 · Pavoot

    AI Event Manager for Customer Events

    12Agent
  5. #917 · GovGuard

    AI Infrastructure for Government Agencies

    12Agent
  6. #918 · 9 Mothers

    AI weapon systems

    12Agent
  7. #919 · Rex

    AI Operations Partner for Enterprise Order to Cash

    12Agent
  8. #920 · Context.dev

    We give AI agents realtime web context

    12Agent
  9. #921 · Structured AI

    AI workforce for Construction Engineering

    12Agent
  10. #922 · Prox

    AI technical support for complex physical products

    12Agent
  11. #923 · Absurd

    AI Videos

    12Agent
  12. #924 · Hyperspell

    Memory for AI Agents

    12Agent
  13. #925 · Moss

    Real-time semantic search for Conversational AI

    12Agent
  14. #926 · Expected Parrot

    Simulate your customers with AI agents

    12Agent
  15. #927 · Imagine AI

    We reverse engineer B2B growth, starting with LinkedIn

    12Agent
  16. #928 · SF Tensor

    Infrastructure for AI labs to focus on research

    12Agent
  17. #929 · Koyal

    Agentic AI Filmmaking Platform

    12Agent
  18. #930 · AirCaps

    The AI copilot for in-person conversations

    12Agent
  19. #931 · LunaBill

    AI Voice callers for healthcare billing teams

    12Agent
  20. #932 · Metorial

    Agentic infrastructure to power AI-native companies

    12Agent
  21. #933 · Lexi

    AI Associates for Corporate Law

    12Agent
  22. #934 · Lapis

    AI that creates and runs ads, end-end

    12Agent
  23. #935 · Jarmin

    AI Employees for human-level roles

    12Agent
  24. #936 · Exonic

    Unsupervised Biological AI

    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.