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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. #985 · Nexus

    We help non-technical teams build AI agents without engineers

    12Agent
  2. #986 · Altur

    Voice AI Agents for Debt Collection

    12Agent
  3. #987 · Sira

    AI Native Rippling for Deskless Workers

    12Agent
  4. #988 · Adaptional

    AI-powered insurance claims review

    12Agent
  5. #989 · Moritz

    Global AI-native law firm handling legal work with same-day turnaround

    12Agent
  6. #990 · Vela

    AI Agents For Complex Scheduling Coordination

    12Agent
  7. #991 · Constellation Space

    AI operating system for mega-scale satellite networks

    12Agent
  8. #992 · Ressl AI

    AI Workers for Field Services

    12Agent
  9. #993 · Chamber

    The AIOps Agent for ML Teams

    12Agent
  10. #994 · Origin

    AI and Data for Cancer Therapeutics

    12Agent
  11. #995 · Aemon

    The Forward-Deployed AI Research Engineer

    12Agent
  12. #996 · 21st

    Infrastructure and UI building blocks for the agentic internet

    12Agent
  13. #997 · Wideframe

    AI coworker for video editors to ship more video faster

    12Agent
  14. #998 · Carrot Labs

    AI Cost Management: Track and attribute AI spend across every provider

    12Agent
  15. #999 · Rubric AI

    Reasoning and verification infra for AI

    12Agent
  16. #1000 · Supafax

    AI assistant for your email and calendar

    12Agent
  17. #1001 · Copperlane

    Agentic Mortgage Origination

    12Agent
  18. #1002 · Canary

    The first AI QA engineer that understands your code

    12Agent
  19. #1003 · Sila

    AI Work Messaging & Collaboration Platform

    12Agent
  20. #1004 · Moda

    The monitoring layer your AI agents need

    12Agent
  21. #1005 · Crow

    AI for Commercial Real Estate

    12Agent
  22. #1006 · Polymath

    Simulation environments to train & evaluate long-horizon AI agents

    12Agent
  23. #1007 · Mendral

    AI DevOps Engineer

    12Agent
  24. #1008 · Fenrock AI

    AI agents for banking back office

    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.