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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. #937 · Manufact (formerly mcp-use)

    Open source SDK & cloud infrastructure for MCP Servers & ChatGPT Apps

    12Agent
  2. #938 · Golpo

    Create Whiteboard Explainer Videos with AI from a Prompt or Document

    12Agent
  3. #939 · Certus AI

    Replacing the restaurant phone line with Voice AI

    12Agent
  4. #940 · UserGems

    The AI Command Center for outbound and ABM

    12Agent
  5. #941 · Lua Global Inc

    The mid-market agent platform

    12Agent
  6. #942 · LunaBill

    AI Voice callers for healthcare billing teams

    12Agent
  7. #943 · Automax.ai

    AI native real-estate appraisal firm

    12Agent
  8. #944 · F2

    The AI platform for private markets investors

    12Agent
  9. #945 · truthsystems

    Automatically blocking risky behavior with real-time governance agents

    12Agent
  10. #946 · Notte

    Reliable Web Agents for Enterprise

    12Agent
  11. #947 · Autosana

    AI agents for E2E testing across mobile & web

    12Agent
  12. #948 · burnt

    Agentic Operating System for Food Supply Chain

    12Agent
  13. #949 · Plivo

    Voice AI agents for customer engagement across WhatsApp, SMS, and voice

    12Agent
  14. #950 · Daily

    Conversational Voice and Multimodal AI built with Open Source

    12Agent
  15. #951 · Lance

    AI Agents That Run Hotel Operations

    12Agent
  16. #952 · Carson

    Carson is a desktop AI app that generates custom, sharable workspaces

    12Agent
  17. #953 · Lucent

    AI that automatically improves products from user behavior

    12Agent
  18. #954 · shotwell.ai

    Automated Scale AI for robotics data

    12Agent
  19. #955 · Crunched

    Excel AI analyst for Power Users

    12Agent
  20. #956 · Deeptrace

    AI agents for on-call

    12Agent
  21. #957 · Zalos

    Computer Agents for Finance tasks like reconciliation, in your system!

    12Agent
  22. #958 · Pixley AI

    The first platform where parents & kids can co-create AI cartoon shows

    12Agent
  23. #959 · Selfin

    Building the first AI Bank

    12Agent
  24. #960 · Unsiloed AI

    API for parsing multimodal unstructured data

    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.