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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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2662 tools.

Ranked tools

  1. #1057 · AquaShield

    AI water leak detection for buildings

    12Agent
  2. #1058 · Enjamb Labs

    Full stack AI Agents accelerating Biopharma R&D

    12Agent
  3. #1059 · Revnu

    The AI that replaces your growth team

    12Agent
  4. #1060 · Uno Wallet

    The AI wallet that picks the best card at checkout

    12Agent
  5. #1061 · Kinect

    Agentic Storefronts for E-Commerce Brands

    12Agent
  6. #1062 · Foaster

    The AI-native consulting firm for AI transformation

    12Agent
  7. #1063 · Saudara AI

    AI Native Sourcing Broker For Overseas Manufacturing

    12Agent
  8. #1064 · Wato

    Shared memory, tools, and workflows for agents across teams

    12Agent
  9. #1065 · Light Anchor

    AI-run consumer brands

    12Agent
  10. #1066 · PerfectBit

    Training data for frontier AI labs

    12Agent
  11. #1067 · Stage

    Code review platform for humans and agents

    12Agent
  12. #1068 · Humwork

    Connect AI agents to human experts in 30 seconds

    12Agent
  13. #1069 · Walter

    AI Employee for Manufacturing Operations

    12Agent
  14. #1070 · Pavoot

    AI Event Manager for Customer Events

    12Agent
  15. #1071 · GovGuard

    AI Infrastructure for Government Agencies

    12Agent
  16. #1072 · Prox

    AI technical support for complex physical products

    12Agent
  17. #1073 · Hyperspell

    Memory for AI Agents

    12Agent
  18. #1074 · Moss

    Real-time semantic search for Conversational AI

    12Agent
  19. #1075 · Expected Parrot

    Simulate your customers with AI agents

    12Agent
  20. #1076 · Imagine AI

    We reverse engineer B2B growth, starting with LinkedIn

    12Agent
  21. #1077 · Koyal

    Agentic AI Filmmaking Platform

    12Agent
  22. #1078 · AirCaps

    The AI copilot for in-person conversations

    12Agent
  23. #1079 · Lexi

    AI Associates for Corporate Law

    12Agent
  24. #1080 · Lapis

    AI that creates and runs ads, end-end

    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.