Skip to main content
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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

Filter tools

Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #1969 · Capitalize
    10Agent
  2. #1970 · Elysian
    10Agent
  3. #1971 · Friday Harbor
    10Agent
  4. #1972 · Ridley
    10Agent
  5. #1973 · Nexcade
    10Agent
  6. #1974 · Digicust
    10Agent
  7. #1975 · Myth AI
    10Agent
  8. #1976 · Modyfi
    10Agent
  9. #1977 · FloVision Solutions
    10Agent
  10. #1978 · Vbot
    10Agent
  11. #1979 · HeyGen

    AI video platform with hyper-realistic avatars.

    10Agent
    JavaScriptPython
  12. #1980 · Helsing

    Helsing is a new type of defence company providing AI-enabled precision mass and autonomous systems across all domains.

    10Agent
  13. #1981 · World Labs

    Building the next frontier of generative AI with spatial intelligence for understanding and interacting with the world.

    10Agent
  14. #1982 · Humane Intelligence

    A 501(c)(3) nonprofit dedicated to breaking down barriers to AI deployment for social good through rigorous evaluations.

    10Agent
  15. #1983 · Hedra

    Create consistent images and videos with AI to power your social media, sales, and marketing collateral.

    10Agent
  16. #1984 · Vahan.ai

    Vahan.ai helps businesses hire blue and grey collar workers lightning fast using cutting-edge AI-based chatbot technology.

    10Agent
  17. #1985 · Cradle

    Leverage AI to generate protein candidates and improve their properties, achieving more breakthroughs in fewer experiments.

    10Agent
  18. #1986 · FantasyGF

    Create your own uncensored AI Girlfriend with customizable looks and personality, featuring chat, voice, image, and video interactions.

    10Agent
  19. #1987 · rabbit r1

    rabbit r1 is your AI assistant device, offering native OpenClaw access and DLAM for seamless task execution across your digital environment.

    10Agent
  20. #1988 · Viggle AI

    Remix anyone into viral memes with serious tech and silly fun.

    10Agent
  21. #1989 · Bot MD

    Supercharge your hospital and clinic revenue with AI Agents for automated patient engagement.

    10Agent
  22. #1990 · ML6

    Europe's AI Engineering Powerhouse, partnering with bold leaders to turn cutting-edge AI into lasting business impact.

    10Agent
  23. #1991 · Pactum

    The leading AI procurement negotiation tool that assists buyers and executes supplier negotiations at scale.

    10Agent
  24. #1992 · Allganize Inc.

    Deploy AI with total data sovereignty, automating workflows and turning your complex, proprietary data into a competitive advantage.

    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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›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.