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. #2281 · SweetDream

    Customizable AI girlfriends and boyfriends with memory, images and video

    10Agent
  2. #2282 · Bonza Chat

    Uncensored AI girlfriend chat with custom companions and image generation

    10Agent
  3. #2283 · GPT Uncensored

    Unfiltered AI chat with image and video generation

    10Agent
  4. #2284 · Hebbia

    AI for the world's most demanding work

    10Agent
    API
  5. #2285 · MagicSchool

    AI for teachers

    10Agent
  6. #2286 · PepHop AI

    AI character chat platform with SFW and NSFW modes and thousands of personas

    10Agent
  7. #2287 · Tipsy Chat

    Free uncensored AI roleplay chat with video and no-filter characters

    10Agent
  8. #2288 · Flirton

    Chat and roleplay with customizable AI characters for free

    10Agent
  9. #2289 · Pirr

    AI-powered interactive romance stories that adapt to your choices

    10Agent
  10. #2290 · Saylo

    Free AI character story chat with voice, video and image sharing

    10Agent
  11. #2291 · Pleasur AI

    Private, sensual AI companion with memory and media

    10Agent
  12. #2292 · Unstability AI

    Cinematic AI image generation for characters and art

    10Agent
  13. #2293 · LoveCore AI

    Find, create and chat with AI girlfriends using text, images and voice

    10Agent
  14. #2294 · AI Fantasy

    Character-first AI chat with persistent memory and image generation

    10Agent
  15. #2295 · RazrAi

    Uncensored AI image and video generation, privacy by default

    10Agent
  16. #2296 · Tabnine

    Private AI code assistant for enterprise developers.

    10Agent
    JavaScriptPython +7
  17. #2297 · Lustix

    AI erotica platform for personalized stories and fantasy realms

    10Agent
  18. #2298 · Dream Companion

    Customizable NSFW AI companion with context-aware roleplay

    10Agent
  19. #2299 · Erogen

    Immersive AI companions and roleplay with custom character creation

    10Agent
  20. #2300 · Yellow Blue

    Context-aware AI document translation for professionals in 28 languages

    10Agent
  21. #2301 · JuicyChat AI

    Unfiltered NSFW character chat with AI girlfriends

    10Agent
  22. #2302 · Eromify

    AI influencer generator for models, images and videos

    10Agent
  23. #2303 · FLIRTcam

    AI virtual girlfriends and boyfriends for 24/7 chat and video

    10Agent
  24. #2304 · DreamBF

    AI boyfriend chatbot with customization, voice messages, and roleplay

    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.