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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. #889 · Janitor AI

    Free character roleplay chatbot platform with a proprietary uncensored LLM (JLLM) and 15M+ users.

    20Agent
  2. #890 · Gradium

    Ultra-low-latency multilingual voice AI models

    18Agent
    API
  3. #891 · Gigacatalyst

    Customize your software to every user with AI

    18Agent
  4. #892 · Recursion

    Pioneering AI-driven solutions in drug discovery to radically improve lives.

    15Agent
  5. #893 · Preferred Networks

    Preferred Networks develops and provides all four layers of the AI technology value chain: AI semiconductors, computing infrastructure, generative AI foundation models, and AI products/solutions.

    15Agent
  6. #894 · Riverside

    Studio-quality podcast and video recording with AI editing.

    15Agent
  7. #895 · Motion

    AI calendar + project manager that auto-prioritizes your day.

    15Agent
  8. #896 · Imbue

    Tools to empower humans in the AI age with reliable, collaborative coding agents.

    15Agent
  9. #897 · Spellbook

    AI contract review for lawyers

    15Agent
  10. #898 · OpenArt

    AI art generator with multi-model marketplace

    15Agent
  11. #899 · Wonderful

    Multilingual enterprise AI agents for customer service

    15Agent
  12. #900 · Above Security

    AI-agent platform for insider-threat detection

    15Agent
    OAuth2
  13. #901 · Dash0

    AI-native observability platform built on OpenTelemetry

    15Agent
  14. #902 · Patronus AI

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

    15Agent
  15. #903 · OpenSpace

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

    15Agent
  16. #904 · Owkin

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

    15Agent
  17. #905 · Glance

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

    15Agent
  18. #906 · Stilta

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

    15Agent
  19. #907 · Presight AI

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

    15Agent
  20. #908 · Kodiak AI

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

    15Agent
  21. #909 · PKSHA Technology Inc.

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

    15Agent
  22. #910 · TopView AI

    Viral video generator from any script or product link

    15Agent
  23. #911 · NIRAMAI Health Analytix

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

    15Agent
  24. #912 · Pano AI

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

    15Agent

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.