Skip to main content
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. #937 · Aside

    Operating system for the AI era

    12Agent
  2. #938 · Scott AI

    The planning layer for teams that build with coding agents

    12Agent
  3. #939 · Allus AI

    Transforming manufacturing with our next-gen Vision Foundation Model

    12Agent
  4. #940 · Digipals

    The future of Social in the age of AI

    12Agent
  5. #941 · Nori

    AI health coach in your pocket

    12Agent
  6. #942 · Specific

    Audio and Enterprise Human Data for AI

    12Agent
  7. #943 · The Hog

    AI Demand Gen for Companies

    12Agent
  8. #944 · Mantle

    Build internal agents to automate back office work with one prompt

    12Agent
  9. #945 · Arcten

    Lab working on long-horizon autonomous research and coding agents

    12Agent
  10. #946 · Nucleo

    The first Agentic platform for Oncology

    12Agent
  11. #947 · Thesis

    Automate AI research

    12Agent
  12. #948 · Selfin

    Building the first AI Bank

    12Agent
  13. #949 · Compyle

    The coding agent that actually collaborates with you

    12Agent
  14. #950 · Aleph Lab

    AI language buddy in the games kids love

    12Agent
  15. #951 · Kestrel AI

    AI-Native Cloud Incident Response Platform

    12Agent
  16. #952 · LogosGuard

    The risk management software for enterprises adopting AI

    12Agent
  17. #953 · Sciloop

    Expert STEM reasoning data for frontier AI labs

    12Agent
  18. #954 · Lakonia

    Delivering AI-powered situational awareness in tactical environments

    12Agent
  19. #955 · Nessie

    A shared context layer for you, your team, and your agents

    12Agent
  20. #956 · Hypercubic

    AI to maintain and modernize COBOL

    12Agent
  21. #957 · Nexus

    We help non-technical teams build AI agents without engineers

    12Agent
  22. #958 · Risely AI

    AI agents that automate administrative work across college campuses

    12Agent
  23. #959 · AgentMail

    Email Inboxes for AI Agents

    12Agent
  24. #960 · Finto

    AI accounting for enterprise finance teams

    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.