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

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Showing 24 of 2443 tools.

Ranked tools

  1. #1897 · Dex

    AI talent agent matching elite AI and software engineers with hiring companies

    10Agent
  2. #1898 · Jack & Jill

    Conversational AI recruiters for job seekers and employers

    10Agent
  3. #1899 · Beycome

    AI-powered for-sale-by-owner real estate and title platform

    10Agent
  4. #1900 · Gyges Labs

    Maker of Halliday proactive AI glasses with an invisible display

    10Agent
  5. #1901 · Dippy AI

    Censorship-free AI characters and roleplay companions, free and unlimited

    10Agent
  6. #1902 · Metafoodx

    AI 3D food scanning to cut commercial kitchen waste and ensure compliance

    10Agent
  7. #1903 · Theo Ai

    Predictive AI that forecasts litigation outcomes and settlement values for legal teams.

    10Agent
  8. #1904 · Airial

    AI travel concierge that plans every detail of your trip

    10Agent
  9. #1905 · Vuelo

    AI-native travel booking and payments platform

    10Agent
  10. #1906 · AegisAI

    Autonomous AI agents that stop phishing before it reaches the inbox

    10Agent
  11. #1907 · Antiverse

    Generative AI antibody design for challenging and undruggable targets

    10Agent
  12. #1908 · Abel

    AI toolkit that automates police paperwork and report writing

    10Agent
  13. #1909 · dcbel

    AI home energy station with bidirectional EV charging and solar

    10Agent
  14. #1910 · Luca

    AI-powered K-12 learning platform for Latin American schools

    10Agent
  15. #1911 · Enzo Health

    Agentic AI-native EHR connecting referral to reimbursement for home health

    10Agent
  16. #1912 · Adam

    Text-to-3D that's growing into an AI copilot for CAD workflows

    10Agent
  17. #1913 · SketchPro

    An AI documentation copilot embedded inside architects' Revit workflows

    10Agent
  18. #1914 · Plurio

    The AI agent that runs performance marketing on autopilot

    10Agent
  19. #1915 · Kaiber

    Generative AI studio for image and video creation

    10Agent
  20. #1916 · Clyx

    A social calendar for genuine friends and curated real-life events

    10Agent
  21. #1917 · Walla

    AI-powered studio performance software for boutique fitness

    10Agent
  22. #1918 · RisuAI

    Open-source, bring-your-own-key AI roleplay app across every platform

    10Agent
  23. #1919 · Casium
    10Agent
  24. #1920 · Insight Terra
    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.