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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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Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #1369 · Nirvana Insurance

    AI-powered commercial trucking insurance

    10Agent
    API Webhooks rest
  2. #1370 · Aisera

    Agentic AI service experience platform that automates customer and employee support across IT

    10Agent
  3. #1371 · Metaview

    AI recruiting platform built around an interview notetaker that automatically captures

    10Agent
  4. #1372 · Vimcal

    AI-powered calendar and scheduling app built for the speed needs of founders, executives, and

    10Agent
  5. #1373 · Taalas

    Toronto-based AI chip startup that etches entire AI models directly onto custom silicon

    10Agent
  6. #1374 · Findigs

    AI-native leasing decisioning platform that automates rental application screening and

    10Agent
  7. #1375 · Stand Insurance

    Uses physics-driven AI to insure and fortify high-value homes in catastrophe-prone markets

    10Agent
  8. #1376 · Kneron

    Taiwanese-American semiconductor company designing energy-efficient neural processing units

    10Agent
  9. #1377 · ChipAgents

    ChipAgents, built by Alpha Design AI, is an agentic AI platform for semiconductor design and

    10Agent
  10. #1378 · Tripo AI

    3D generation platform that turns text and images into production-ready 3D assets in seconds

    10Agent
  11. #1379 · Spocket

    Dropshipping marketplace sourcing products from US and EU suppliers

    10Agent
    OAuth2
  12. #1380 · Martin

    Personal AI assistant reachable by call, text and app

    10Agent
    OAuth2
  13. #1381 · Pickle

    Real-time AI video clone for calls

    10Agent
    OAuth2
  14. #1382 · Napkin

    Turn any text into presentation-ready diagrams and infographics instantly

    10Agent
    OAuth2
  15. #1383 · Ranger

    AI QA engineer that writes, runs and maintains tests that find real bugs

    10Agent
    OAuth2
  16. #1384 · Copilot Money

    Beautifully designed AI money tracker that filled the void Mint left behind

    10Agent
    OAuth2
  17. #1385 · Keploy

    Open-source AI testing agent that turns real API traffic into tests and mocks

    10Agent
    OAuth2
  18. #1386 · Ema

    Universal AI employee for the enterprise

    10Agent
    API Webhooks OAuth2 pythontypescript
  19. #1387 · Alchemab Therapeutics

    UK biotech using machine learning to mine patient-derived immune responses for protective

    10Agent
  20. #1388 · Sumble

    AI-powered knowledge-graph platform that maps which technologies, projects, and people exist

    10Agent
  21. #1389 · Mindtrip

    AI travel assistant that plans personalized trips, builds itineraries, and recommends

    10Agent
  22. #1390 · DEEPX

    South Korean semiconductor startup designing on-device AI chips, or neural processing units

    10Agent
  23. #1391 · Xscape Photonics

    Silicon photonics startup building multi-wavelength laser and optical interconnect technology

    10Agent
  24. #1392 · Attentive.ai

    Attentive.ai, the company behind Beam AI, automates construction takeoffs using AI and

    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.