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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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Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #289 · Estuary

    Right-time data platform for CDC, streaming, and batch ETL

    55Agent
    API
  2. #290 · AudioStack

    AI audio production platform for enterprise-scale voice content

    55Agent
    API
  3. #291 · Kueski

    Buy now, pay later and instant loans for Mexico, powered by AI

    55Agent
    API Webhooks
  4. #292 · VESSL AI

    MLOps platform that cuts GPU costs by up to 80%

    55Agent
    API
  5. #293 · Brilliant Labs

    Open-source AI smart glasses with on-device multimodal intelligence

    55Agent
    API
  6. #294 · Seal Security

    AI-powered remediation agent for open-source vulnerabilities

    55Agent
    API
  7. #295 · ai-coustics

    Real-time speech enhancement that makes voice AI work at scale

    55Agent
    API
  8. #296 · Meshcapade

    Foundation models for generating and understanding 3D digital humans

    55Agent
    API
  9. #297 · PromptLayer

    The prompt management workbench for LLM teams

    55Agent
    API
  10. #298 · Quo

    AI-driven business phone and front office for growing teams

    55Agent
    API Webhooks
  11. #299 · Parley

    AI that automates US immigration legal drafting

    55Agent
    API Webhooks
  12. #300 · Gong

    AI revenue intelligence platform

    55Agent
    API
  13. #301 · Replicas

    Background coding agents that delegate engineering work to sandboxed AI in Slack, Linear, and GitHub.

    55Agent
    CLI
  14. #302 · Saviynt

    AI-powered identity security for humans, machines, and AI agents

    55Agent
    API
  15. #303 · Landbot

    No-code conversational chatbot builder for web and WhatsApp

    55Agent
    API Webhooks
  16. #304 · Superfiliate

    Affiliate, influencer, and referral marketing platform for DTC brands

    55Agent
    API Webhooks
  17. #305 · Browse AI

    No-code AI robots that scrape and monitor any website

    55Agent
    API Webhooks
  18. #306 · Teachable

    Create, market, and sell online courses and digital products

    55Agent
    API Webhooks
  19. #307 · Textline

    Secure business texting for support, sales, and logistics

    55Agent
    API Webhooks
  20. #308 · Tessl

    The package manager for agent skills and context, enabling consistent behaviour across tools and projects.

    55Agent
    Node.js
  21. #309 · Botpress

    The complete AI agent platform for building, deploying, and monitoring AI agents powered by the latest LLMs.

    55Agent
  22. #310 · SambaNova

    The fastest AI inference platform, purpose-built for agentic AI with custom dataflow technology and three-tier memory architecture.

    52Agent
    API
  23. #311 · Sprig

    Accelerate every step of your research workflow with an enterprise research platform powered by AI agents.

    51Agent
    MCP API Webhooks javascriptios +2
  24. #312 · Quantinuum

    World's largest integrated quantum computing company

    50Agent
    API

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.