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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. #2233 · HeyGF

    AI girlfriend companions with custom photos, voice and unlimited chat

    10Agent
  2. #2234 · Charstar

    AI character chat with custom personalities, backstories, and speaking styles

    10Agent
  3. #2235 · RoEx
    10Agent
  4. #2236 · Flipped.Chat

    AI character chat with voice calls, images, and video

    10Agent
  5. #2237 · Cernel
    10Agent
  6. #2238 · Numra
    10Agent
  7. #2239 · Singulate
    10Agent
  8. #2240 · Ethosphere
    10Agent
  9. #2241 · ChatFAI

    Chat with fictional and historical characters using AI

    10Agent
  10. #2242 · DarLink AI

    Scenario-driven AI girlfriend with Living Memory, images, video and voice

    10Agent
  11. #2243 · Bindwell
    10Agent
  12. #2244 · 2wai
    10Agent
  13. #2245 · WyvernChat

    Free, unfiltered AI roleplay with thousands of characters

    10Agent
  14. #2246 · Writesonic

    AI writer, editor, and SEO tool for content teams.

    10Agent
  15. #2247 · Quizlet

    Master any subject with interactive flashcards, practice tests, and AI-powered study activities.

    10Agent
  16. #2248 · Romantic AI

    AI girlfriend, boyfriend and anime companion chat

    10Agent
  17. #2249 · Genesia AI

    Customizable AI friend and partner chatbot from app studio Codeway

    10Agent
  18. #2250 · Poppy

    Proactive AI assistant that organizes your digital life from calendar to messages

    10Agent
  19. #2251 · SugarLab AI

    NSFW AI image and video generator with companion creation

    10Agent
  20. #2252 · SproutsAI

    AI agents to identify, engage and hire talent end to end

    10Agent
  21. #2253 · LakeFusion

    AI-native master data management on the Databricks Lakehouse

    10Agent
  22. #2254 · Arlo

    AI-powered level-funded health plans for small businesses

    10Agent
  23. #2255 · Shatterdome Energy

    AI-driven power trading and dispatch infrastructure for renewables

    10Agent
  24. #2256 · ZenCreator

    Uncensored AI image and video generator for adult content creators

    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.