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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
2680
With MCP
102
Public API
643
OAuth2
133
Avg score
22.8
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2680 tools.

Ranked tools

  1. #2569 · Bedrock Robotics

    Autonomous retrofits that turn construction equipment into self-driving fleets

    5Agent
  2. #2570 · Skyryse

    AI-powered fly-by-wire system for any aircraft

    5Agent
  3. #2571 · Praktika

    AI avatar tutors for natural, conversational language learning

    5Agent
  4. #2572 · Cluely

    AI desktop overlay that listens, sees the screen, and whispers answers in real time.

    5Agent
  5. #2573 · Bolt.new

    Full-stack apps from a single prompt — deployed in seconds by StackBlitz

    5Agent
    MCP
  6. #2574 · Udio

    Discover, create, and share music with AI.

    5Agent
  7. #2575 · Arcads

    Create winning AI video ads with 1,000+ AI actors in 35+ languages

    5Agent
    API
  8. #2576 · Genmo

    Open-source generative AI for video, building state-of-the-art text-to-video foundation models.

    5Agent
  9. #2577 · Lumai

    3D optical computing that slashes the cost and power of AI inference.

    5Agent
  10. #2578 · NVision

    Quantum-enhanced MRI that images disease metabolism in real time

    5Agent
  11. #2579 · Hook

    AI-driven social app to legally remix and mash up your favorite songs

    5Agent
  12. #2580 · AI Hay

    AI-powered knowledge discovery and Q&A platform for Vietnamese users

    5Agent
  13. #2581 · qbiq

    AI that generates optimized floor plans, 3D tours and CAD models in minutes

    5Agent
  14. #2582 · Synthesis

    Math and reasoning for ambitious kids

    5Agent
  15. #2583 · Granola

    AI notepad for back-to-back meetings

    5Agent
    API
  16. #2584 · Meshy

    AI 3D model generator for game dev and creators

    5Agent
    API Webhooks OAuth2 rest
  17. #2585 · Nucleus Genomics

    AI-powered whole-genome DNA analysis for proactive health and family planning

    5Agent
  18. #2586 · Upheal

    AI-native EHR and clinical notes for mental health therapists

    5Agent
  19. #2587 · a2z Radiology AI

    An intelligence layer for medical imaging, starting with comprehensive CT triage

    5Agent
  20. #2588 · The Path

    Outcome-focused AI therapy built by neuroscientists and Calm alumni

    5Agent
  21. #2589 · Covariant

    AI robots that learn and generalise

    5Agent
    API
  22. #2590 · Wonderful

    Multilingual enterprise AI agents for customer service

    5Agent
  23. #2591 · Nectar AI

    Venture-backed generative AI companion platform building uncensored, immersive AI girlfriends.

    5Agent
  24. #2592 · Lucio

    AI-native workspace for lawyers to draft, research, and review

    5Agent

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.