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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

Filter tools

Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #889 · Arga Labs

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

    12Agent
  2. #890 · Standout

    Agentic hiring marketplace

    12Agent
  3. #891 · Kinro

    AI sales agents for insurance. Sell everywhere your buyers are

    12Agent
  4. #892 · Bloom

    The brand layer for agents

    12Agent
  5. #893 · Superset

    The IDE for the AI Agents Era

    12Agent
  6. #894 · Framewise Health

    AI-native patient engagement

    12Agent
  7. #895 · Enjamb Labs

    Full stack AI Agents accelerating Biopharma R&D

    12Agent
  8. #896 · Revnu

    The AI that replaces your growth team

    12Agent
  9. #897 · Uno Wallet

    The AI wallet that picks the best card at checkout

    12Agent
  10. #898 · Gravy

    AI Agent for your personal finances

    12Agent
  11. #899 · Kinect

    Agentic Storefronts for E-Commerce Brands

    12Agent
  12. #900 · Foaster

    The AI-native consulting firm for AI transformation

    12Agent
  13. #901 · Saudara AI

    AI Native Sourcing Broker For Overseas Manufacturing

    12Agent
  14. #902 · Ardent

    Database sandboxes for Agents

    12Agent
  15. #903 · Wato

    Shared memory, tools, and workflows for agents across teams

    12Agent
  16. #904 · Harbor

    AI-native CRO for clinical trial operations

    12Agent
  17. #905 · Keyframe Labs

    Turn agents into lifelike video calls. $0.06 a minute

    12Agent
  18. #906 · Lamina Labs

    Visual infrastructure for EdTech AI applications

    12Agent
  19. #907 · Light Anchor

    AI-run consumer brands

    12Agent
  20. #908 · PerfectBit

    Training data for frontier AI labs

    12Agent
  21. #909 · Stage

    Code review platform for humans and agents

    12Agent
  22. #910 · Humwork

    Connect AI agents to human experts in 30 seconds

    12Agent
  23. #911 · Pentagon

    A coordination layer for humans and agents

    12Agent
  24. #912 · The Company Company

    The last agent your company will ever need

    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.