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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. #865 · VOYGR

    Real-world place intelligence for AI apps and agents

    12Agent
  2. #866 · EigenPal

    AI Document Workflows for Enterprises

    12Agent
  3. #867 · Sazabi

    The AI-native observability platform for fast-moving engineering…

    12Agent
  4. #868 · Drafted

    Design your home instantly with AI

    12Agent
  5. #869 · Minicor

    RPA platform for deploying AI into legacy desktop systems

    12Agent
  6. #870 · InsForge

    The agent-native cloud infrastructure platform

    12Agent
  7. #871 · ProjectX

    Infinity: the first OS where humans and agents work with no limits

    12Agent
  8. #872 · InstaAgent

    Scale marketing campaigns across hundreds of personas

    12Agent
  9. #873 · BentoLabs AI

    The monitoring and learning layer for long-running agents

    12Agent
  10. #874 · Kimpton AI

    AI for portfolio managers

    12Agent
  11. #875 · Interfaze

    AI model built for deterministic developer tasks

    12Agent
  12. #876 · Memory Store

    Shared context for all of your team's agents

    12Agent
  13. #877 · Archer

    The AI business bank. Let agents move your money

    12Agent
  14. #878 · Userlens

    AI CSM that never misses churn and upsells

    12Agent
  15. #879 · shotwell.ai

    Automated Scale AI for robotics data

    12Agent
  16. #880 · qomplement

    The Agentic ERP for supply chain operations

    12Agent
  17. #881 · YouArt

    Patreon for AI originals

    12Agent
  18. #882 · Probe

    Agent-Native Incident Management

    12Agent
  19. #883 · Auxos

    AI customer clones for market research

    12Agent
  20. #884 · OpenProse

    A natural language agent framework: write the future into existence

    12Agent
  21. #885 · RASPIRE

    No-code runtime app security with AI

    12Agent
  22. #886 · AquaShield

    AI water leak detection for buildings

    12Agent
  23. #887 · tday.com

    AI that turns your product into on-brand marketing content

    12Agent
  24. #888 · Napkin Math

    the hyper-The hyper-personalized AI food journal that helps people…

    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: 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.