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NeuronFeed

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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Showing 24 of 2662 tools.

Ranked tools

  1. #1033 · Tepali

    AI-native operating system for aesthetics & wellness

    12Agent
  2. #1034 · Strand AI

    Multimodal foundation models to predict uncollected patient biology

    12Agent
  3. #1035 · Sentrial

    Datadog for Agent Reliability

    12Agent
  4. #1036 · RunAnywhere

    The default way of running on-device AI at Scale

    12Agent
  5. #1037 · Klaus AI

    Fast and Safe OpenClaw on the cloud

    12Agent
  6. #1038 · Captain

    Give AI agents accurate knowledge search that scales

    12Agent
  7. #1039 · Agentic Fabriq

    Okta for Agents

    12Agent
  8. #1040 · Autumn AI

    Stalk your prospects at scale

    12Agent
  9. #1041 · Signals

    Proactive AI customer support that engages high-value users

    12Agent
  10. #1042 · VOYGR

    Real-world place intelligence for AI apps and agents

    12Agent
  11. #1043 · EigenPal

    AI Document Workflows for Enterprises

    12Agent
  12. #1044 · Minicor

    RPA platform for deploying AI into legacy desktop systems

    12Agent
  13. #1045 · Gojiberry AI

    AI GTM agents for B2B teams

    12Agent
  14. #1046 · InsForge

    The agent-native cloud infrastructure platform

    12Agent
  15. #1047 · InstaAgent

    Scale marketing campaigns across hundreds of personas

    12Agent
  16. #1048 · BentoLabs AI

    The monitoring and learning layer for long-running agents

    12Agent
  17. #1049 · Interfaze

    AI model built for deterministic developer tasks

    12Agent
  18. #1050 · Arctic Health

    AI-native credentialing and contracting for healthcare

    12Agent
  19. #1051 · Memory Store

    Shared context for all of your team's agents

    12Agent
  20. #1052 · Archer

    The AI business bank. Let agents move your money

    12Agent
  21. #1053 · StableBrowse

    Browser Layer for AI agents

    12Agent
  22. #1054 · Userlens

    AI CSM that never misses churn and upsells

    12Agent
  23. #1055 · qomplement

    The Agentic ERP for supply chain operations

    12Agent
  24. #1056 · RASPIRE

    No-code runtime app security with AI

    12Agent

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.