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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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Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #2329 · Saucepan

    Unlimited, unfiltered AI companions with community-created characters

    10Agent
  2. #2330 · SecretWaifu

    Cinematic 3D AI anime girlfriend with VR support

    10Agent
  3. #2331 · Lavender

    AI sales email coach

    10Agent
  4. #2332 · Continue

    Quality control for your software factory with AI checks on every pull request.

    10Agent
    TypeScript
  5. #2333 · LustGF

    Uncensored AI girlfriend simulator with chat and NSFW media

    10Agent
  6. #2334 · Hosa AI

    AI companion for everyday chat and social-skills practice

    10Agent
  7. #2335 · ThotChat

    Personalized AI girlfriend companion that adapts to you

    10Agent
  8. #2336 · MiocAI

    Create and chat with AI characters and generate companion images

    10Agent
  9. #2337 · Creamify

    Uncensored and private AI image and video generation platform

    10Agent
  10. #2338 · Nakedly AI

    Fast NSFW AI image generation for adults

    10Agent
  11. #2339 · NSFWGirlfriend

    Adult AI companion chat with custom characters and image generation

    10Agent
  12. #2340 · Heat AI

    Anime-style AI girlfriend chatbot with adaptive conversations

    10Agent
  13. #2341 · Love Companion AI

    Free AI girlfriend love simulator and romantic chat

    10Agent
  14. #2342 · Observe.AI

    AI intelligence for the contact centre

    10Agent
    API
  15. #2343 · Cloneable

    Automate and scale expert-driven field and back-office workflows across your organization

    10Agent
  16. #2344 · Kiro

    Amazon's spec-driven AI IDE — build with PRDs, not prompts

    10Agent
  17. #2345 · LusyChat

    Unfiltered NSFW AI chat with deep character customization

    10Agent
  18. #2346 · Sweet Chat

    Meet your AI girlfriend for genuine companionship

    10Agent
  19. #2347 · Aethris

    AI companion experience built around lifelike conversational characters

    10Agent
  20. #2348 · Eromantic AI

    Create a customizable AI partner with intimate chat and explicit image generation

    10Agent
  21. #2349 · wsup.ai

    Explore AI characters and chat for free

    10Agent
  22. #2350 · Foxy AI

    AI girlfriend platform for personalized 24/7 companion conversations

    10Agent
  23. #2351 · NudeAI

    Quick NSFW AI image creation for adults

    10Agent
  24. #2352 · PocketGirl AI

    Customizable AI girlfriend for chat and personalized companionship

    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.