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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. #1129 · CodeWisp

    Anyone can create real games with AI

    12Agent
  2. #1130 · Zatanna

    Turning all software into agent-first APIs

    12Agent
  3. #1131 · Docura Health

    AI-Native Med-Legal Firm

    12Agent
  4. #1132 · Oxus

    AI-powered automation for internal audit workflows

    12Agent
  5. #1133 · Pollen

    AI agents that automate customer success

    12Agent
  6. #1134 · The Token Company

    Compression middleware that improves LLM outputs

    12Agent
  7. #1135 · Eos AI

    Autonomous OS for healthcare

    12Agent
  8. #1136 · Reframe

    AI-native, hardware procurement marketplace

    12Agent
  9. #1137 · Sazabi

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

    12Agent
  10. #1138 · Gojiberry AI

    AI GTM agents for B2B teams

    12Agent
  11. #1139 · Arctic Health

    AI-native credentialing and contracting for healthcare

    12Agent
  12. #1140 · Cohesion

    Your public equities agentic teammate

    12Agent
  13. #1141 · Probe

    Agent-Native Incident Management

    12Agent
  14. #1142 · OpenProse

    A natural language agent framework: write the future into existence

    12Agent
  15. #1143 · Hessian

    We forward deploy with AI agents to automate business operations

    12Agent
  16. #1144 · Bloom

    The brand layer for agents

    12Agent
  17. #1145 · Pentagon

    A coordination layer for humans and agents

    12Agent
  18. #1146 · The Company Company

    The last agent your company will ever need

    12Agent
  19. #1147 · Scope

    The infra layer for AI agent experience

    12Agent
  20. #1148 · TakeCareOS

    Building infrastructure for AI-native care providers

    12Agent
  21. #1149 · Context.dev

    We give AI agents realtime web context

    12Agent
  22. #1150 · Narrative

    AI-Powered Sports Highlights

    12Agent
  23. #1151 · Kaigo Health

    AI outpatient care workforce

    12Agent
  24. #1152 · Mantle

    Build internal agents to automate back office work with one prompt

    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.