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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. #2257 · GPTGirlfriend

    Create and chat with customizable AI companions for roleplay and calls

    10Agent
  2. #2258 · Selira AI

    Uncensored AI companion with chat, image, and short-form video generation

    10Agent
  3. #2259 · Soundverse
    10Agent
  4. #2260 · AICupid

    Uncensored AI girlfriend and boyfriend chat with media

    10Agent
  5. #2261 · Picasso IA

    All-in-one generative AI for images, video and more

    10Agent
  6. #2262 · Teacher's Buddy
    10Agent
  7. #2263 · FunFun AI

    Create and chat with your dream AI girlfriend, with images and memory

    10Agent
  8. #2264 · OhChat

    Live AI girlfriend chat with creator digital twins

    10Agent
  9. #2265 · Norm Ai

    Regulatory AI agents that turn rules into compliance automation

    10Agent
    API Webhooks OAuth2 python
  10. #2266 · Atomicwork

    Agentic ITSM and employee service platform

    10Agent
    API Webhooks OAuth2 pythontypescript
  11. #2267 · Dittin AI

    Uncensored NSFW AI character chat and image generation

    10Agent
  12. #2268 · iGirl

    Virtual AI girlfriend app for roleplay and companionship, popular in Japan

    10Agent
  13. #2269 · Kalon AI

    Photorealistic AI companion with voice, memory, and image generation

    10Agent
  14. #2270 · Fling AI

    AI character and roleplay companions with voice, calls, and image generation

    10Agent
  15. #2271 · PornWorks AI

    AI NSFW art generator for explicit images and video

    10Agent
  16. #2272 · CharaxAI

    AI girlfriend chat with anime characters and a companion generator

    10Agent
  17. #2273 · Lurvessa

    Create your perfect AI companion with lifelike voice and photorealistic images

    10Agent
  18. #2274 · SoloAI
    10Agent
  19. #2275 · Tuney
    10Agent
  20. #2276 · Aiko

    3D animated AI girlfriend game with voice and memory

    10Agent
  21. #2277 · JustModels.ai

    Create and train custom AI models with no code

    10Agent
  22. #2278 · Pornify

    NSFW AI image generation and adult character chat

    10Agent
  23. #2279 · Edexia
    10Agent
  24. #2280 · Get Honey AI

    Virtual AI companions with personalized chat and generated imagery

    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.