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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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Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #841 · Fenrock AI

    AI agents for banking back office

    12Agent
  2. #842 · End Close

    AI powered reconciliation for high-volume payments companies

    12Agent
  3. #843 · Cardboard

    Agentic video editor

    12Agent
  4. #844 · Proximitty

    AI operating system for commercial loans

    12Agent
  5. #845 · Unisson

    AI agents that automate B2B software implementation

    12Agent
  6. #846 · IncidentFox

    AI SRE agent that triages, coordinates, and fixes production incidents

    12Agent
  7. #847 · Confluence Labs

    AI models that learn from experience

    12Agent
  8. #848 · Ventura

    AI Workforce for Distributors and Manufacturers

    12Agent
  9. #849 · Orthogonal

    Agentic Payments for APIs

    12Agent
  10. #850 · Fern

    Enabling physical AI at scale

    12Agent
  11. #851 · MouseCat

    AI-powered fraud investigations

    12Agent
  12. #852 · AutoSitu

    AI-native workspace for development plan reviews

    12Agent
  13. #853 · Tepali

    AI-native operating system for aesthetics & wellness

    12Agent
  14. #854 · Strand AI

    Multimodal foundation models to predict uncollected patient biology

    12Agent
  15. #855 · Sentrial

    Datadog for Agent Reliability

    12Agent
  16. #856 · RunAnywhere

    The default way of running on-device AI at Scale

    12Agent
  17. #857 · Klaus AI

    Fast and Safe OpenClaw on the cloud

    12Agent
  18. #858 · Syntropy

    The agentic coding app for complex tasks

    12Agent
  19. #859 · Eos AI

    Autonomous OS for healthcare

    12Agent
  20. #860 · Captain

    Give AI agents accurate knowledge search that scales

    12Agent
  21. #861 · Agentic Fabriq

    Okta for Agents

    12Agent
  22. #862 · Autumn AI

    Stalk your prospects at scale

    12Agent
  23. #863 · Signals

    Proactive AI customer support that engages high-value users

    12Agent
  24. #864 · Reframe

    AI-native, hardware procurement marketplace

    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.