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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. #889 · Spellbook

    AI contract review for lawyers

    15Agent
  2. #890 · OpenArt

    AI art generator with multi-model marketplace

    15Agent
  3. #891 · Above Security

    AI-agent platform for insider-threat detection

    15Agent
    OAuth2
  4. #892 · Patronus AI

    A frontier lab training the first Digital World Models to simulate and predict agent actions in digital workflows.

    15Agent
  5. #893 · Roofline

    Retargetable AI compiler for edge hardware deployment

    15Agent
  6. #894 · Owkin

    Pioneering biological artificial superintelligence to automate R&D and connect research directly to patient care.

    15Agent
  7. #895 · OpenSpace

    AI-powered construction site documentation via 360-degree video.

    15Agent
  8. #896 · Glance

    Your intelligent shopping agent for smarter style, understanding your preferences and evolving with every interaction.

    15Agent
  9. #897 · Stilta

    Agentic AI for high-stakes patent work, enabling rapid invalidity, infringement, and FTO analyses across vast data sources.

    15Agent
  10. #898 · Presight AI

    Presight delivers intelligence designed to work in real-world conditions, supporting decisions and enabling execution for measurable outcomes.

    15Agent
  11. #899 · Kodiak AI

    Safely driving an autonomous future with AI-powered ground autonomy solutions for reliable and efficient driverless movement.

    15Agent
  12. #900 · PKSHA Technology Inc.

    PKSHA Technology develops and implements AI-powered software that co-evolves with people to solve business challenges and societal issues.

    15Agent
  13. #901 · TopView AI

    Viral video generator from any script or product link

    15Agent
  14. #902 · NIRAMAI Health Analytix

    A novel AI-based medical device for early, accurate, portable, and privacy-aware breast cancer detection.

    15Agent
  15. #903 · Pano AI

    AI-powered wildfire detection and situational awareness for faster, collaborative response.

    15Agent
  16. #904 · Trigo

    AI-powered grocery digitization with autonomous checkout.

    15Agent
  17. #905 · Lofty

    AI CRM and marketing platform for real estate agents.

    15Agent
  18. #906 · Eve Legal

    The proactive AI workforce for plaintiff law firms, transforming operations from intake to litigation.

    15Agent
  19. #907 · Robovision

    Robovision provides Industrial Vision Intelligence Infrastructure to monitor, control, and standardize vision systems for outcome assurance at scale.

    15Agent
  20. #908 · Unstructured

    Transform complex, unstructured data into clean, structured data for GenAI applications, securely and continuously.

    15Agent
  21. #909 · Codeium

    Free AI coding superpower for every developer

    13Agent
  22. #910 · Ironclad

    AI-powered contract management

    12Agent
  23. #911 · Uplane

    Replace marketing agencies with AI

    12Agent
  24. #912 · Bolna AI

    Voice AI to enable India's next billion

    12Agent

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.