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. #2185 · ImagiPortal

    Create living AI personas that talk, call, and remember

    10Agent
  2. #2186 · Profet AI
    10Agent
  3. #2187 · Ctruh
    10Agent
  4. #2188 · Neuronova
    10Agent
  5. #2189 · Manifest

    AI self-empowerment wellness app for Gen Z that gamifies emotional resilience

    10Agent
  6. #2190 · Covey

    AI co-pilot for sourcing and screening passive and inbound candidates

    10Agent
  7. #2191 · Meet-Ting

    CC an AI assistant into email threads to schedule meetings instantly

    10Agent
  8. #2192 · Soxton AI

    AI-native legal copilot that gives startups affordable, on-demand legal support.

    10Agent
  9. #2193 · Roamr

    Corporate travel home-sharing that pays employees, not hotels

    10Agent
  10. #2194 · Q Concierge

    Voice AI infrastructure that answers every hotel call

    10Agent
  11. #2195 · Rosella

    AI automation platform for commercial insurance brokers

    10Agent
  12. #2196 · Type

    The intelligent AI editor for storytellers and long-form writers

    10Agent
  13. #2197 · Biomatter

    Generative AI for protein and enzyme design across industries

    10Agent
  14. #2198 · MyBabes

    Unrestricted AI companion hub with 2K image and cinematic video generation

    10Agent
  15. #2199 · Hestus

    An AI copilot that automates the most tedious parts of CAD

    10Agent
  16. #2200 · Hypeo AI

    AI influencer marketing for the MENA region and beyond

    10Agent
  17. #2201 · OtherHalf AI

    Immersive 3D anime AI companions with voice and expressive avatars

    10Agent
  18. #2202 · Emochi

    Free AI character roleplay with branching interactive video stories

    10Agent
  19. #2203 · Moescape

    Anime AI art and character chat for VTuber and anime fans

    10Agent
  20. #2204 · Privee AI

    Chat, roleplay, and create with thousands of AI characters across genres

    10Agent
  21. #2205 · Acurion
    10Agent
  22. #2206 · AttiFin AI
    10Agent
  23. #2207 · Bronze
    10Agent
  24. #2208 · Logic
    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.