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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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2662 tools.

Ranked tools

  1. #1297 · Bizzy AI

    Bizzy works 24/7 so you never miss a lead

    12Agent
  2. #1298 · Pleom

    Agentic Business Intelligence

    12Agent
  3. #1299 · Proliferate

    Manage a team of agents from your desktop

    12Agent
  4. #1300 · Verge Genomics

    We use human data and AI to develop better drugs faster

    12Agent
  5. #1301 · Docket

    AI agents for web testing

    12Agent
  6. #1302 · Sureform

    Real-world data for multimodal and embodied AI

    12Agent
  7. #1303 · Talking Computers

    AI for AI Infrastructure

    12Agent
  8. #1304 · Inviscid AI

    Real-time Physics Simulations for Industrial Facilities & Data Centers

    12Agent
  9. #1305 · Drafted

    Design your home instantly with AI

    12Agent
  10. #1306 · Imperfect

    AI coach for athletes with real lives and epic goals

    12Agent
  11. #1307 · Arden

    AI agents that automate SOX control testing

    12Agent
  12. #1308 · Remedy

    AI Agents for Pharmacies

    12Agent
  13. #1309 · Nerviom

    AI Autopilot for Infrastructure Permitting

    12Agent
  14. #1310 · TraceRoot.AI

    Open source self-healing layer for AI agents

    12Agent
  15. #1311 · HeyClicky

    An AI buddy that lives on your Mac

    12Agent
  16. #1312 · Codag

    Systems log compression for agents

    12Agent
  17. #1313 · GodHands

    Deterministic Computer Use Infra for AI Agents

    12Agent
  18. #1314 · Amboras

    Let AI sell your stuff on autopilot

    12Agent
  19. #1315 · GrubMarket

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

    12Agent
  20. #1316 · Pillar

    Automated commodity and currency hedging for companies with physical commodity risk

    12Agent
  21. #1317 · MixerBox

    AI super-apps that make everyday life easier

    12Agent
  22. #1318 · SnapMagic

    AI-assisted electronics design

    12Agent
  23. #1319 · Rote

    AI-native insurance department for auto body shops

    12Agent
  24. #1320 · Nuro

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

    11Agent
    PythonC++

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.