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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
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. #97 · Resolve AI

    AI SRE for complex production environments

    65Agent
  2. #98 · Harvey

    The AI platform for elite law firms.

    65Agent
    MCP API
  3. #99 · Deel

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

    65Agent
    API Webhooks OAuth2
  4. #100 · Manychat

    Chat marketing automation for Instagram, WhatsApp, and Messenger

    65Agent
    API Webhooks OAuth2
  5. #101 · DeepL

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

    65Agent
    PythonJavaScript +2
  6. #102 · CloudTalk

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

    65Agent
    API Webhooks OAuth2
  7. #103 · Printify

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

    65Agent
    API Webhooks OAuth2
  8. #104 · Lovable

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

    65Agent
  9. #105 · 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
  10. #106 · Relevance AI

    AI Agents for Sales & GTM Teams to scale results without scaling headcount.

    65Agent
  11. #107 · Tavily

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

    65Agent
  12. #108 · Vectara

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

    65Agent
    PythonJavaScript
  13. #109 · Payoneer

    Cross-border payments and financial services for global businesses

    65Agent
    API Webhooks OAuth2
  14. #110 · Thinkific

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

    65Agent
    API Webhooks OAuth2
  15. #111 · Toggl

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

    65Agent
    API Webhooks OAuth2
  16. #112 · Jasper

    AI copilot for enterprise marketing teams.

    65Agent
  17. #113 · PatSnap

    The AI-native platform for global innovation, providing IP and R&D intelligence.

    65Agent
  18. #114 · Jio Haptik

    Enterprise-grade conversational AI agents that deliver human-like customer experiences at infinite scale.

    65Agent
    JavaScriptPython
  19. #115 · Letta

    Memory-first agents that learn and improve from experience with natural language.

    65Agent
    Node.js
  20. #116 · Async

    The only AI Video Editor you need to create and edit videos effortlessly by chatting with AI.

    65Agent
    JavaScriptPython
  21. #117 · Inworld AI

    The #1 ranked, most natural voice AI for production-grade applications.

    65Agent
  22. #118 · Gemini Code Assist

    Google's AI code assistant — 1M token context, deeply integrated with Google Cloud

    65Agent
    VS Code ExtensionJetBrains Plugin
  23. #119 · LMNT

    Fast, lifelike, and affordable AI text-to-speech with low-latency streaming and instant voice cloning.

    65Agent
    PythonJavaScript
  24. #120 · Mainframe

    Building interfaces for the future where operating systems are built around actions, not apps, powered by AI.

    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: 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.