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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
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. #145 · 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
  2. #146 · Vectara

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

    65Agent
    PythonJavaScript
  3. #147 · Resolve AI

    AI SRE for complex production environments

    65Agent
  4. #148 · Runtime

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

    65Agent
  5. #149 · Tavily

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

    65Agent
  6. #150 · Jio Haptik

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

    65Agent
    JavaScriptPython
  7. #151 · Relevance AI

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

    65Agent
  8. #152 · PatSnap

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

    65Agent
  9. #153 · Moltbot

    Open-source trustless AI crypto trading agents built on ERC-8004.

    65Agent
  10. #154 · Mainframe

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

    65Agent
  11. #155 · LMNT

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

    65Agent
    PythonJavaScript
  12. #156 · Async

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

    65Agent
    JavaScriptPython
  13. #157 · Letta

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

    65Agent
    Node.js
  14. #158 · Inworld AI

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

    65Agent
  15. #159 · Lakera

    The leading AI-native security platform to secure your AI future and accelerate GenAI, agents, and MCPs for enterprise teams.

    65Agent
  16. #160 · Flexport

    AI-powered logistics for the real world, automating your supply chain from factory floor to customer door.

    62Agent
    API Webhooks OAuth2
  17. #161 · Snapchat for Business

    Snap Inc's advertising platform to reach Gen Z and Millennials on Snapchat

    60Agent
    API OAuth2 Marketing API
  18. #162 · Fireworks AI

    Production-grade generative AI serving

    60Agent
    API PythonJavaScript +1
  19. #163 · Together AI

    The open AI cloud

    60Agent
    API PythonJavaScript +1
  20. #164 · LangChain

    Build context-aware AI applications

    60Agent
    API PythonTypeScript +2
  21. #165 · PolyAI

    The world's most lifelike voice AI agents for enterprise customer service.

    60Agent
    JavaScriptPython
  22. #166 · Silverlake

    Java-native agentic AI operating system for enterprise

    60Agent
    API OAuth2 Java
  23. #167 · CrewAI

    Framework for orchestrating role-playing autonomous AI agents

    60Agent
    API Python
  24. #168 · Qdrant

    High-performance vector search engine built in Rust for production-grade AI retrieval.

    60Agent
    PythonTypeScript +4

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.