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. #2113 · LatentForce

    Agentic AI for large-scale enterprise code migration and modernization

    10Agent
  2. #2114 · Sakura AI

    Anime-style AI character chat and roleplay

    10Agent
  3. #2115 · Nava

    Guardrails and validation for autonomous AI financial agents

    10Agent
  4. #2116 · Kodesage

    On-premise AI that modernizes legacy enterprise software like COBOL and Oracle Forms

    10Agent
  5. #2117 · Arya

    AI relationship concierge that coaches couples right inside their text messages

    10Agent
  6. #2118 · PixAI

    Free AI anime art generator with models, LoRAs, and a community

    10Agent
  7. #2119 · Skej

    Autonomous AI scheduling assistant that works inside email, Slack, and SMS

    10Agent
  8. #2120 · Iridius

    Compliance-by-design AI that turns regulations into code for regulated enterprises.

    10Agent
  9. #2121 · BizTrip AI

    Agentic AI assistant for corporate travel without the search bar

    10Agent
  10. #2122 · 1Fort

    AI platform automating commercial insurance placement for brokers

    10Agent
  11. #2123 · Spines

    AI-powered publishing platform that helps authors publish books fast

    10Agent
  12. #2124 · DreamGen

    Uncensored AI roleplay and story generation you direct

    10Agent
  13. #2125 · 14.ai

    AI-native customer support agency replacing support teams for startups

    10Agent
  14. #2126 · Vimi

    Personalized AI math tutor for K-12 students, built for the curriculum

    10Agent
  15. #2127 · Geostar

    Generative engine optimization to win AI search visibility

    10Agent
  16. #2128 · GridBank

    Turn the everyday videos in your camera roll into passive income

    10Agent
  17. #2129 · Nowadays

    An AI copilot that automates corporate event and retreat planning

    10Agent
  18. #2130 · Xoul

    Immersive AI roleplay and storytelling with millions of custom characters

    10Agent
  19. #2131 · HOOTL
    10Agent
  20. #2132 · CaseBlink
    10Agent
  21. #2133 · Soundful
    10Agent
  22. #2134 · Ludus AI
    10Agent
  23. #2135 · Spellbrush
    10Agent
  24. #2136 · PredictAP
    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.