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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. #793 · Lua Global Inc

    The mid-market agent platform

    12Agent
  2. #794 · Codyco

    The AI Reservation Team for Hotel Groups

    12Agent
  3. #795 · Deeptrace

    AI agents for on-call

    12Agent
  4. #796 · Zalos

    Computer Agents for Finance tasks like reconciliation, in your system!

    12Agent
  5. #797 · Bravi

    The AI operating system powering home services businesses

    12Agent
  6. #798 · truthsystems

    Automatically blocking risky behavior with real-time governance agents

    12Agent
  7. #799 · Altur

    Voice AI Agents for Debt Collection

    12Agent
  8. #800 · Janet AI

    The AI-Native Product Management System

    12Agent
  9. #801 · Uplift AI

    Foundational Voice Models for regional languages

    12Agent
  10. #802 · burnt

    Agentic Operating System for Food Supply Chain

    12Agent
  11. #803 · NOSO LABS

    Build AI agents for field technicians to diagnose and sell 10x better

    12Agent
  12. #804 · PARES AI

    AI-native real estate services firm

    12Agent
  13. #805 · Nautilus

    AI platform to grow and to optimize car washes

    12Agent
  14. #806 · Outrove

    Ultra-realistic AI Recruiter

    12Agent
  15. #807 · Moritz

    Global AI-native law firm handling legal work with same-day turnaround

    12Agent
  16. #808 · Lance

    AI Agents That Run Hotel Operations

    12Agent
  17. #809 · Fixture

    An AI-first CRM built for Startups

    12Agent
  18. #810 · Maywood

    The first finance-compliant proactive AI that runs 24/7

    12Agent
  19. #811 · Vela

    AI Agents For Complex Scheduling Coordination

    12Agent
  20. #812 · Oximy

    See and control all AI activity across your enterprise

    12Agent
  21. #813 · Ressl AI

    AI Workers for Field Services

    12Agent
  22. #814 · Terminal Use

    Vercel for background agents

    12Agent
  23. #815 · Carson

    Carson is a desktop AI app that generates custom, sharable workspaces

    12Agent
  24. #816 · Origin

    AI and Data for Cancer Therapeutics

    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.