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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
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2668 tools.

Ranked tools

  1. #1297 · Imperfect

    AI coach for athletes with real lives and epic goals

    12Agent
  2. #1298 · Arden

    AI agents that automate SOX control testing

    12Agent
  3. #1299 · Remedy

    AI Agents for Pharmacies

    12Agent
  4. #1300 · Nerviom

    AI Autopilot for Infrastructure Permitting

    12Agent
  5. #1301 · TraceRoot.AI

    Open source self-healing layer for AI agents

    12Agent
  6. #1302 · HeyClicky

    An AI buddy that lives on your Mac

    12Agent
  7. #1303 · Codag

    Systems log compression for agents

    12Agent
  8. #1304 · GodHands

    Deterministic Computer Use Infra for AI Agents

    12Agent
  9. #1305 · Amboras

    Let AI sell your stuff on autopilot

    12Agent
  10. #1306 · GrubMarket

    AI-powered technology enabler and digital transformer of the American food supply chain

    12Agent
  11. #1307 · Pillar

    Automated commodity and currency hedging for companies with physical commodity risk

    12Agent
  12. #1308 · MixerBox

    AI super-apps that make everyday life easier

    12Agent
  13. #1309 · SnapMagic

    AI-assisted electronics design

    12Agent
  14. #1310 · Rote

    AI-native insurance department for auto body shops

    12Agent
  15. #1311 · Nuro

    A universal autonomy platform for all roads and all rides, empowering automakers and mobility providers to scale autonomy responsibly.

    11Agent
    PythonC++
  16. #1312 · Waymo

    The world's most experienced autonomous driver

    11Agent
  17. #1313 · Chatbase

    Custom AI chatbots trained on your data.

    11Agent
    OAuth2
  18. #1314 · Corelayer

    AI on-call engineer that debugs alerts, logs, and data pipelines in regulated industries.

    11Agent
  19. #1315 · Lila Sciences

    Building scientific superintelligence and autonomous AI labs for life, chemical and materials sciences.

    10Agent
  20. #1316 · Crescendo

    AI-native contact center blending agents and humans

    10Agent
    API Webhooks OAuth2 pythontypescript
  21. #1317 · Drata

    Trust management automation for SOC 2, ISO, HIPAA

    10Agent
    MCP
  22. #1318 · Synthesia

    AI video creation platform with realistic avatars.

    10Agent
    PythonNode.js
  23. #1319 · Genspark

    Your all-in-one AI workspace that puts busywork on autopilot.

    10Agent
  24. #1320 · Castelion

    Mass-producing affordable hypersonic weapons for defense

    10Agent

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: public API (30pt), MCP server (25pt), webhooks (15pt), OAuth/delegated auth (10pt), machine-readable docs (10pt), and official SDKs (10pt). Score is the weighted sum, rechecked as profiles are re-enriched. Full reference: /docs/agent-readiness.

›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.