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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

Filter tools

Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #361 · FuriosaAI

    Powerfully efficient AI inference for enterprise and cloud with high-performance LLM and multimodal deployment capabilities.

    50Agent
    Python
  2. #362 · Comet

    The AI Developer Platform for building, debugging, and deploying reliable AI agents.

    50Agent
  3. #363 · Anchor

    Secure infrastructure for computer-use agents to automate any web task faster, cheaper, and more reliably.

    50Agent
    Python
  4. #364 · Lorikeet

    The AI Customer Concierge for complex companies, resolving customer problems end-to-end across their lifecycle.

    50Agent
  5. #365 · Substrate

    The platform for agentic AI, providing infrastructure for intelligent software with elegant abstractions and high-performance components.

    50Agent
    PythonTypeScript
  6. #366 · Rev

    #1 speech-to-text service for lawyers and beyond, combining human and AI transcription.

    49Agent
    API Webhooks rubypython +1
  7. #367 · Zhipu AI

    Chinese foundation model lab behind ChatGLM and GLM-4.

    48Agent
    API PythonGo
  8. #368 · Kalshi

    The first US-regulated prediction market exchange

    48Agent
    API
  9. Wafer-scale AI chips for unprecedented speed

    48Agent
    API PythonNode.js
  10. #370 · XBOW

    Autonomous offensive security AI

    48Agent
    API Webhooks
  11. #371 · Tenstorrent

    Tenstorrent provides high-performance AI compute solutions, from cards and workstations to scale-out servers, powered by flexible, open-source IP.

    47Agent
    API Python
  12. #372 · Moonshot AI

    Maker of Kimi — the long-context AI chatbot.

    45Agent
    API pythonjavascript
  13. #373 · Rebellions

    Rebellions provides high-performance AI inference infrastructure, enabling efficient and scalable AI deployment for real-world applications.

    45Agent
    Python
  14. #374 · n8n

    Open-source, fair-code workflow automation platform with native AI agent building blocks.

    45Agent
  15. #375 · Liquid AI

    Efficient general-purpose foundation models built for edge, on-device, and cloud deployment at every scale.

    45Agent
    Python
  16. #376 · Niantic Labs

    Niantic creates real-world augmented reality games and apps that encourage exploration and social interaction.

    45Agent
    UnityC# +2
  17. #377 · Anterior

    Clinician-led AI platform that automates prior authorization and clinical administrative work for health plans.

    45Agent
  18. #378 · Dust

    Deploy, orchestrate, and govern fleets of specialized AI agents safely connected to your company's knowledge and tools.

    45Agent
  19. #379 · Tines

    The intelligent workflow platform to securely scale AI and automation, integrating agents, teams, and tools with speed and control.

    45Agent
  20. #380 · Nomic AI

    Open-source embeddings and Atlas data maps for AI teams

    45Agent
    API Webhooks OAuth2 pythontypescript
  21. #381 · Paradox

    Conversational AI hiring software that automates tasks and streamlines the entire recruitment process.

    45Agent
  22. #382 · Parloa

    An AI Agent Management Platform that transforms customer conversations into lasting loyalty for contact centers.

    45Agent
  23. #383 · Pecan AI

    Predictive analytics platform with AI-generated SQL models.

    45Agent
  24. #384 · Recraft

    Brand-consistent AI image generation

    45Agent
    API Python

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.