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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
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2668 tools.

Ranked tools

  1. #121 · Chroma

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

    65Agent
    PythonTypeScript +1
  2. #122 · AI21 Labs

    Advanced language AI for enterprise applications

    65Agent
    API PythonTypeScript
  3. #123 · Ideogram

    AI image generation with perfect text rendering

    65Agent
    API
  4. #124 · Artemis Security

    AI-native protection platform for modern security operations

    65Agent
    API Webhooks OAuth2
  5. #125 · Vespa.ai

    Big-data serving engine for vector and lexical search

    65Agent
    API Webhooks OAuth2 pythonjava +1
  6. #126 · Definite

    One AI-native data platform that replaces the entire modern data stack.

    65Agent
  7. #127 · Pigment

    The agentic AI business planning platform

    65Agent
    MCP API
  8. #128 · Sourcegraph

    AI-powered code intelligence platform

    65Agent
    API
  9. #129 · fal

    Fastest generative-media inference for developers

    65Agent
    API Webhooks OAuth2 pythontypescript +2
  10. #130 · Oura

    The smart ring that turns sleep, stress, and heart data into AI health guidance

    65Agent
    API Webhooks OAuth2
  11. #131 · Deel

    Global payroll, EOR, and HR platform with AI-powered compliance and workforce tools

    65Agent
    API Webhooks OAuth2
  12. #132 · Human Behavior

    AI agents that watch session replays to explain user behavior

    65Agent
    API Webhooks OAuth2
  13. #133 · Unbabel

    Finally, AI translations your business can trust

    65Agent
    API Webhooks OAuth2
  14. #134 · Elicit

    AI research assistant for scientists

    65Agent
    API
  15. #135 · Clawvisor

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

    65Agent
  16. #136 · Sarvam AI

    India's full-stack sovereign AI platform, built on sovereign compute and powered by frontier-class models for population-scale impact.

    65Agent
    PythonJavaScript
  17. #137 · Vectara

    The Unified Context Layer for building AI agents across SaaS, VPC, and On-Prem environments.

    65Agent
    PythonJavaScript
  18. #138 · BlinkOps

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

    65Agent
    API Webhooks OAuth2
  19. #139 · Mews

    The hospitality cloud for modern hotels

    65Agent
    API Webhooks OAuth2
  20. #140 · Runtime

    Sandboxed coding agents for everyone on your team — with guardrails and observability.

    65Agent
  21. #141 · Notch

    Production-ready AI agents for regulated industries

    65Agent
    API Webhooks OAuth2
  22. #142 · Tavily

    Connect your AI agents to the web with real-time search, extraction, research, and web crawling through a single, secure API.

    65Agent
  23. #143 · Manychat

    Chat marketing automation for Instagram, WhatsApp, and Messenger

    65Agent
    API Webhooks OAuth2
  24. #144 · Uniphore

    Enterprise business AI for conversations, agents, and data

    65Agent
    API Webhooks OAuth2

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.