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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. #409 · Landbase

    Agentic AI that automates go-to-market execution end to end

    40Agent
    API
  2. #410 · WorkFusion

    AI agents that automate financial crime compliance for the world's largest banks.

    40Agent
    API
  3. #411 · Qantev

    AI claims management for health and life insurers

    40Agent
    API
  4. #412 · Neara

    AI-powered 3D digital twins for grids and critical infrastructure

    40Agent
    API
  5. #413 · Aurascape

    AI-native security to discover, govern, and protect enterprise AI use

    40Agent
    API
  6. #414 · Sphere

    AI-native global tax compliance engine for sales tax, VAT and GST

    40Agent
    API
  7. #415 · Actively AI

    Per-Account AI agents that run sales accounts 24/7 across the revenue org

    40Agent
    API
  8. #416 · Level3AI

    Enterprise AI agents that automate customer engagement across APAC

    40Agent
    API
  9. #417 · Creatify

    Turn product URLs into high-converting AI video ads with avatars at scale

    40Agent
    API
  10. #418 · Light

    AI-native finance platform automating accounting and bookkeeping

    40Agent
    API
  11. #419 · Amperon

    AI-powered electricity demand and renewable forecasting for the grid

    40Agent
    API
  12. #420 · Zest AI

    AI-automated credit underwriting for lenders

    40Agent
    API
  13. #421 · Alembic

    Causal AI that ties marketing activity to real revenue impact

    40Agent
    API
  14. #422 · Fathom

    Free AI notetaker that records, transcribes, and summarizes your meetings

    40Agent
    API
  15. #423 · Aethir

    Enterprise-grade decentralized GPU cloud for AI and gaming

    40Agent
    API
  16. #424 · Terra Security

    Agentic offensive security platform for continuous AI-driven penetration testing

    40Agent
    API
  17. #425 · Darwin AI

    AI governance and agentic workflow platform for government agencies

    40Agent
    API
  18. #426 · Gather AI

    Physical intelligence platform with autonomous drones for warehouse inventory

    40Agent
    API
  19. #427 · PlayerZero

    Autonomous debugging agents that catch and fix code bugs before production

    40Agent
    API
  20. #428 · Colossyan

    AI avatar video platform for workplace learning

    40Agent
    API
  21. #429 · Sola

    Agentic process automation that records a workflow once and runs it autonomously

    40Agent
    API
  22. #430 · MIND

    AI-native data loss prevention and insider risk on autopilot

    40Agent
    API
  23. #431 · Instapage

    Landing page platform for post-click advertising optimization

    40Agent
    API
  24. #432 · 1mind

    AI GTM "Superhumans" with a face and voice that qualify, demo and close deals

    40Agent
    API

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.