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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. #1033 · Interfaze

    AI model built for deterministic developer tasks

    12Agent
  2. #1034 · Memory Store

    Shared context for all of your team's agents

    12Agent
  3. #1035 · Archer

    The AI business bank. Let agents move your money

    12Agent
  4. #1036 · StableBrowse

    Browser Layer for AI agents

    12Agent
  5. #1037 · Userlens

    AI CSM that never misses churn and upsells

    12Agent
  6. #1038 · qomplement

    The Agentic ERP for supply chain operations

    12Agent
  7. #1039 · RASPIRE

    No-code runtime app security with AI

    12Agent
  8. #1040 · AquaShield

    AI water leak detection for buildings

    12Agent
  9. #1041 · Arga Labs

    Real-world sandboxes to test agents and agent-facing software

    12Agent
  10. #1042 · Standout

    Agentic hiring marketplace

    12Agent
  11. #1043 · Enjamb Labs

    Full stack AI Agents accelerating Biopharma R&D

    12Agent
  12. #1044 · Revnu

    The AI that replaces your growth team

    12Agent
  13. #1045 · Uno Wallet

    The AI wallet that picks the best card at checkout

    12Agent
  14. #1046 · Gravy

    AI Agent for your personal finances

    12Agent
  15. #1047 · Kinect

    Agentic Storefronts for E-Commerce Brands

    12Agent
  16. #1048 · Foaster

    The AI-native consulting firm for AI transformation

    12Agent
  17. #1049 · Saudara AI

    AI Native Sourcing Broker For Overseas Manufacturing

    12Agent
  18. #1050 · Wato

    Shared memory, tools, and workflows for agents across teams

    12Agent
  19. #1051 · Light Anchor

    AI-run consumer brands

    12Agent
  20. #1052 · PerfectBit

    Training data for frontier AI labs

    12Agent
  21. #1053 · Stage

    Code review platform for humans and agents

    12Agent
  22. #1054 · Humwork

    Connect AI agents to human experts in 30 seconds

    12Agent
  23. #1055 · Walter

    AI Employee for Manufacturing Operations

    12Agent
  24. #1056 · Pavoot

    AI Event Manager for Customer Events

    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.