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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. #2569 · REGENT

    Developing and manufacturing all-electric Seaglider™ vessels for fast, safe coastal transportation with zero emissions.

    10Agent
  2. #2570 · CAM Assist by CloudNC

    Complete up to 80% of your CAM program in minutes using AI.

    10Agent
  3. #2571 · Motive

    An all-in-one fleet management and driver safety platform powered by AI to improve safety, productivity, and profitability.

    10Agent
  4. #2572 · Ridgeline

    Revolutionizing investment management by bringing data, workflows, and AI together in a single platform.

    10Agent
  5. #2573 · Shield AI

    Autonomous AI software for defence

    8Agent
  6. #2574 · Grit.io

    Automated code migrations — upgrade frameworks and dependencies with AI

    8Agent
  7. #2575 · v0

    Build agents, apps, and websites with AI — generate working frontends in minutes

    8Agent
  8. #2576 · Charisma.ai

    Immersive conversational AI for online training and campaigns.

    6Agent
    unityunreal
  9. #2577 · Skyryse

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

    5Agent
  10. #2578 · Crosby

    AI-native law firm delivering fast contract review through a Slack-native, services-as-software model.

    5Agent
  11. #2579 · Cluely

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

    5Agent
  12. #2580 · Bedrock Robotics

    Autonomous retrofits that turn construction equipment into self-driving fleets

    5Agent
  13. #2581 · Bolt.new

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

    5Agent
    MCP
  14. #2582 · Udio

    Discover, create, and share music with AI.

    5Agent
  15. #2583 · Genmo

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

    5Agent
  16. #2584 · Synthesis

    Math and reasoning for ambitious kids

    5Agent
  17. #2585 · Granola

    AI notepad for back-to-back meetings

    5Agent
    API
  18. #2586 · Covariant

    AI robots that learn and generalise

    5Agent
    API
  19. #2587 · Vapi

    Build, test and deploy voicebots in minutes rather than months

    5Agent
    OAuth2
  20. #2588 · Wonderful

    Multilingual enterprise AI agents for customer service

    5Agent
  21. #2589 · Limitless

    Limitless, a pioneer in AI-enabled wearables and personal superintelligence, has been acquired by Meta to advance their shared vision.

    5Agent
  22. #2590 · Meshy

    AI 3D model generator for game dev and creators

    5Agent
    API Webhooks OAuth2 rest
  23. #2591 · Nectar AI

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

    5Agent
  24. #2592 · Sherpa

    Autonomous conversion rate optimization that watches sessions, ships A/B tests, and lifts signups.

    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.