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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. #817 · Glass Health

    AI-powered ambient scribing and clinical decision support for healthcare professionals.

    35Agent
  2. #818 · Keyfactor

    Keyfactor provides trust infrastructure for AI and machines, securing digital identities and cryptography in the AI and quantum era.

    35Agent
  3. #819 · Alpaca

    Commission-free brokerage API for building AI-powered trading agents and fintech apps.

    34Agent
    API OAuth2 pythontypescript +2
  4. #820 · Captions

    AI that edits your video like a professional would.

    33Agent
    API
  5. #821 · Collaborative Robotics (Cobot)

    Reactive collaborative robots for warehouses and hospitals

    32Agent
  6. #822 · Drata

    Trust management automation for SOC 2, ISO, HIPAA

    30Agent
    MCP
  7. #823 · WitnessAI

    AI safety and governance platform for the enterprise

    30Agent
    API Webhooks OAuth2 rest
  8. #824 · EdgeCortix

    Energy-efficient AI processors purpose-built for edge generative AI

    30Agent
    API
  9. #825 · Joi AI

    Bootstrapped AI-companion app for chat, photos and voice with custom characters.

    30Agent
    API
  10. #826 · Podcastle

    Browser-based AI podcast studio with text-based editing.

    30Agent
    API
  11. #827 · Galileo AI

    The AI observability and eval engineering platform where offline evals become production guardrails.

    30Agent
  12. #828 · Anomalo

    The autonomous data system for the agentic enterprise, enabling self-driving data through AI-powered monitoring, investigation, and reporting.

    30Agent
  13. #829 · Sierra

    Conversational AI agents for every business

    29Agent
  14. #830 · PSI Quantum

    Photonic quantum computing for fault-tolerant AI workloads.

    26Agent
    API CUDA-Q
  15. #831 · Atropos Health

    On-demand real-world evidence for clinical decisions

    25Agent
    MCP
  16. #832 · Ona

    Mission-control for AI software engineering agents in secure cloud environments

    25Agent
    Webhooks OAuth2
  17. #833 · Macroscope

    AI codebase intelligence from the Periscope founders — status, review, and answers

    25Agent
    Webhooks OAuth2
  18. #834 · n8n

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

    25Agent
  19. #835 · Sourcery

    AI code reviews, security scanning, and team analytics for every pull request

    25Agent
    Webhooks OAuth2
  20. #836 · Deductive AI

    AI SRE agents that root-cause production incidents in minutes

    25Agent
    Webhooks OAuth2
  21. #837 · Entelligence AI

    The AI tech lead: code review, incident knowledge, and engineering metrics

    25Agent
    Webhooks OAuth2
  22. #838 · Baseten

    Deploy and scale AI models in production with the fastest inference infrastructure.

    25Agent
    Python
  23. #839 · LimX Dynamics

    Full-size humanoid robots and embodied intelligence for the physical world

    25Agent
  24. #840 · NEURA Robotics

    Cognitive and humanoid robots that work safely alongside people

    25Agent

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.