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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
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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Showing 24 of 2668 tools.

Ranked tools

  1. #457 · Maisa AI

    Accountable AI digital workers built on a Knowledge Processing Unit

    40Agent
    API
  2. #458 · Baichuan AI

    Empowering the world with knowledge and professional services through breakthrough language AI.

    40Agent
    API
  3. #459 · Luminance

    Legal-Grade AI agents that automate contract drafting, negotiation and review.

    40Agent
    API
  4. #460 · Lio

    Multi-agent AI system automating enterprise procurement end to end

    40Agent
    API
  5. #461 · Thordata

    Global proxy network and web scraping APIs for data collection

    40Agent
    API
  6. #462 · Winn.AI

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

    40Agent
    API
  7. #463 · WindBorne Systems

    AI weather forecasting powered by the world's largest balloon constellation

    40Agent
    API
  8. #464 · Xoople

    Building Earth's system of record for the agentic AI era

    40Agent
    API
  9. #465 · Astrix Security

    Identity security for AI agents and non-human identities

    40Agent
    API
  10. #466 · Edra

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

    40Agent
    API
  11. #467 · Landbase

    Agentic AI that automates go-to-market execution end to end

    40Agent
    API
  12. #468 · HockeyStack

    GTM intelligence and attribution that turns revenue data into action

    40Agent
    API
  13. #469 · Canary Technologies

    Hospitality AI platform for 20,000+ hotels worldwide

    40Agent
    API
  14. #470 · Levelpath

    AI-native procurement platform with autonomous purchasing agents

    40Agent
    API
  15. #471 · Neara

    AI-powered 3D digital twins for grids and critical infrastructure

    40Agent
    API
  16. #472 · Baz

    AI code review that gives pull requests the overhaul GitHub won't

    40Agent
    API
  17. #473 · Colossyan

    AI avatar video platform for workplace learning

    40Agent
    API
  18. #474 · Memories.ai

    Visual memory model for understanding long videos

    40Agent
    API
  19. #475 · Serval

    Dual AI agents that automate enterprise IT service management safely

    40Agent
    API
  20. #476 · SF Compute

    A real-time marketplace for AI compute

    40Agent
    API
  21. #477 · Aurascape

    AI-native security to discover, govern, and protect enterprise AI use

    40Agent
    API
  22. #478 · Mate

    AI-native SOC that learns your environment and runs investigations

    40Agent
    API
  23. #479 · Voltage Park

    On-demand and reserved NVIDIA GPU cloud on a mission to democratize AI compute

    40Agent
    API
  24. #480 · Diffuse Bio

    Generative AI for protein design with in-house assay development and data generation

    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: 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.