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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. #2305 · Questie AI

    AI roleplay companions with voice chat, screen vision and memory

    10Agent
  2. #2306 · DreamGenArt

    Uncensored browser-based AI image and video studio for adult creators

    10Agent
  3. #2307 · Couple.me

    Create your own AI girlfriend, boyfriend, or anime partner

    10Agent
  4. #2308 · Unstable Diffusion

    Uncensored AI image generator for SFW and NSFW art

    10Agent
  5. #2309 · Aimour AI

    Virtual companion app with chat, voice, and image realism

    10Agent
  6. #2310 · Girlfriendly AI

    Create AI characters for adult chat and roleplay

    10Agent
  7. #2311 · Hi Waifu

    Your customizable AI waifu companion

    10Agent
  8. #2312 · ChatSweetie

    Free AI girlfriend, boyfriend and anime companion chat with image generation

    10Agent
  9. #2313 · Weifu AI

    Anime AI girlfriend chat app with 100+ characters and instant translation

    10Agent
  10. #2314 · Aichiki

    Immersive AI character chat across web and mobile

    10Agent
  11. #2315 · RepublicLabs

    The people's generative AI playground for image and video

    10Agent
  12. #2316 · Grit.io

    Automated code migrations — upgrade frameworks and dependencies with AI

    10Agent
  13. #2317 · Nooks

    AI sales assistant for prospecting and dialing

    10Agent
    API Webhooks OAuth2 javascript
  14. #2318 · PornPen AI

    Tag-based NSFW AI image generator with 3D posing and video tools

    10Agent
  15. #2319 · HoneyGF

    Customizable AI companion with photos, voice, and phone calls

    10Agent
  16. #2320 · DreamHoney

    An AI companion that checks in on you and is always there

    10Agent
  17. #2321 · WaifuChat

    AI anime girlfriend chat app available on iOS and Android

    10Agent
  18. #2322 · GoonGen

    Uncensored AI image and video editor with privacy-first design

    10Agent
  19. #2323 · RolePlayHub

    Affordable browser-based AI roleplay with custom characters

    10Agent
  20. #2324 · MAGI AI

    Free uncensored AI companion and image-to-video generator

    10Agent
  21. #2325 · Oniichat

    Chat with your favourite AI waifus

    10Agent
  22. #2326 · SweetGirl

    Lean browser-based AI companion focused on realistic chat and image generation

    10Agent
  23. #2327 · SpicyAI

    No-filter NSFW AI chat and AI girlfriend with voice, image and video

    10Agent
  24. #2328 · FantasyAI.world

    Free, anonymous, uncensored AI roleplay chatbot

    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.