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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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #121 · Unbabel

    Finally, AI translations your business can trust

    65Agent
    API Webhooks OAuth2
  2. #122 · CloudTalk

    AI-powered business calling software with conversation intelligence and voice agents

    65Agent
    API Webhooks OAuth2
  3. #123 · Printify

    Print-on-demand marketplace connecting merchants to a global network of print providers

    65Agent
    API Webhooks OAuth2
  4. #124 · BlinkOps

    Agentic security automation platform built on no-code micro-agents

    65Agent
    API Webhooks OAuth2
  5. #125 · Autify

    Autonomous AI agents for software quality assurance and no-code test automation

    65Agent
    API Webhooks OAuth2
  6. #126 · Lovable

    The AI Fullstack Engineer that ships full-stack applications 20x faster than writing code

    65Agent
  7. #127 · Artemis Security

    AI-native protection platform for modern security operations

    65Agent
    API Webhooks OAuth2
  8. #128 · Notch

    Production-ready AI agents for regulated industries

    65Agent
    API Webhooks OAuth2
  9. #129 · LightOn

    The retrieval and document-intelligence API for enterprise AI

    65Agent
    MCP API
  10. #130 · Human Behavior

    AI agents that watch session replays to explain user behavior

    65Agent
    API Webhooks OAuth2
  11. #131 · Payoneer

    Cross-border payments and financial services for global businesses

    65Agent
    API Webhooks OAuth2
  12. #132 · Thinkific

    Platform to build, market, and sell online courses and communities

    65Agent
    API Webhooks OAuth2
  13. #133 · Toggl

    Time tracking, project planning, and hiring tools with smart automation

    65Agent
    API Webhooks OAuth2
  14. #134 · Jasper

    AI copilot for enterprise marketing teams.

    65Agent
  15. #135 · Serafis

    Narrative intelligence and search for institutional investors

    65Agent
    MCP API
  16. #136 · Trunk

    AI DevOps agents that kill flaky tests and keep CI green

    65Agent
    API Webhooks OAuth2
  17. #137 · DeepL

    AI solutions for accurate text, file, and voice translation, and business task automation.

    65Agent
    PythonJavaScript +2
  18. #138 · Pika

    AI-powered video generation and editing platform that turns text and images into dynamic videos.

    65Agent
    MCP API
  19. #139 · Stability AI

    Open models for image, video, audio, and 3D.

    65Agent
    PythonTypeScript +1
  20. #140 · Ideogram

    AI image generation with perfect text rendering

    65Agent
    API
  21. #141 · Chroma

    Open-source search infrastructure for AI with vector, full-text, regex, and metadata search.

    65Agent
    PythonTypeScript +1
  22. #142 · Sourcegraph

    AI-powered code intelligence platform

    65Agent
    API
  23. #143 · Elicit

    AI research assistant for scientists

    65Agent
    API
  24. #144 · Clawvisor

    Purpose-based authorization gateway that keeps AI agents from going rogue.

    65Agent

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: public API (30pt), MCP server (25pt), webhooks (15pt), OAuth/delegated auth (10pt), machine-readable docs (10pt), and official SDKs (10pt). Score is the weighted sum, rechecked as profiles are re-enriched. Full reference: /docs/agent-readiness.

›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.