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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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Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #1729 · Tracecat
    10Agent
  2. #1730 · Baya Systems
    10Agent
  3. #1731 · VSORA
    10Agent
  4. #1732 · Octup
    10Agent
  5. #1733 · Parspec
    10Agent
  6. #1734 · Liner
    10Agent
  7. #1735 · Black Forest Labs

    Frontier AI research lab for visual intelligence, building production-grade image generation and editing models.

    10Agent
    Python
  8. #1736 · Amperos Health

    AI agents for healthcare denial management and revenue recovery

    10Agent
  9. #1737 · FINNY AI

    AI prospecting and marketing engine that helps financial advisors find and win clients

    10Agent
  10. #1738 · Video Rebirth

    Industrial-grade generative video engine (BACH) for professional, cinematic film creation

    10Agent
  11. #1739 · Interloom

    AI agents that learn your company's undocumented tacit knowledge

    10Agent
  12. #1740 · Perfect

    Agentic AI recruiter that sources and triages candidates

    10Agent
  13. #1741 · Reforged Labs

    GenAI workspace for game studios to produce performance video ads

    10Agent
  14. #1742 · Vox AI

    Autonomous voice AI for restaurant drive-thrus

    10Agent
  15. #1743 · Gestalt Diagnostics

    AI-enabled digital pathology platform for cancer diagnosis

    10Agent
  16. #1744 · Bone AI

    Mission-ready physical AI for defense and government

    10Agent
  17. #1745 · StormHarvester

    AI analytics that predict and prevent wastewater overflows and pollution

    10Agent
  18. #1746 · Aracor AI

    AI contract analysis and due diligence for dealmakers

    10Agent
  19. #1747 · AdsGency AI

    Agentic AI ad agency that autonomously runs your entire paid marketing workflow

    10Agent
  20. #1748 · Grasp

    Multi-agent AI analyst for finance and consulting workflows

    10Agent
  21. #1749 · Lucis

    AI-driven preventive health platform analyzing 110+ blood biomarkers

    10Agent
  22. #1750 · Bitmagic

    Create playable 3D games from text prompts in your browser

    10Agent
  23. #1751 · Serra

    AI sourcing agent that finds, scores and ranks candidates from plain-English roles

    10Agent
  24. #1752 · Tandem

    AI-native office leasing marketplace and broker

    10Agent

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.