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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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2443 tools.

Ranked tools

  1. #433 · Cogent Security

    Autonomous AI agents for enterprise vulnerability management and remediation

    40Agent
    API
  2. #434 · Levelpath

    AI-native procurement platform with autonomous purchasing agents

    40Agent
    API
  3. #435 · Coactive AI

    Multimodal AI that makes video and images searchable

    40Agent
    API
  4. #436 · Suki AI

    AI voice assistant for clinicians

    40Agent
    API
  5. #437 · Braintrust

    The AI observability platform for building quality AI products at scale.

    40Agent
  6. #438 · Ivo

    AI contract review and intelligence for enterprise legal teams

    40Agent
    API
  7. #439 · Kargo

    AI camera towers that automate shipping and receiving at warehouse loading docks

    40Agent
    API
  8. #440 · Kaedim

    Turn 2D images and concept art into production-ready 3D models in minutes

    40Agent
    API
  9. #441 · Digantara

    Space-based surveillance and missile tracking from infrared sensors

    40Agent
    API
  10. #442 · Edra

    AI agents that learn how your business runs, then automate the work

    40Agent
    API
  11. #443 · Concentric AI

    Semantic AI data security governance for cloud and GenAI

    40Agent
    API
  12. #444 · Autonomize AI

    Agentic AI orchestration platform for healthcare and life sciences operations

    40Agent
    API
  13. #445 · Maisa AI

    Accountable AI digital workers built on a Knowledge Processing Unit

    40Agent
    API
  14. #446 · DataHawk

    Unified ecommerce and marketplace analytics for Amazon and Walmart

    40Agent
    API
  15. #447 · Variance

    Agentic AI investigators for fraud, risk and compliance

    40Agent
    API
  16. #448 · Winn.AI

    Real-time AI revenue execution that guides reps and automates CRM work on calls

    40Agent
    API
  17. #449 · Nuvo

    AI-powered B2B trade credit and customer onboarding network

    40Agent
    API
  18. #450 · Giga

    Enterprise voice AI agents that handle customer support like humans

    40Agent
    API
  19. #451 · Siro

    Gong for field sales — AI coaching for in-person reps

    40Agent
    API
  20. #452 · Bluefish

    Agentic marketing platform to influence how brands appear in AI

    40Agent
    API
  21. #453 · SF Compute

    A real-time marketplace for AI compute

    40Agent
    API
  22. #454 · Juicebox

    AI recruiting agents and natural-language candidate search

    40Agent
    API
  23. #455 · Fazeshift

    AI agents that automate accounts receivable and finance ops

    40Agent
    API
  24. #456 · Vermillio

    AI licensing and protection platform safeguarding likeness, voice, and IP with TraceID

    40Agent
    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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›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.