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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

Filter tools

Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #1585 · Copy.ai

    AI platform for go-to-market teams.

    10Agent
  2. #1586 · Luma AI

    Dream Machine — the world's most realistic AI video

    10Agent
    API Python
  3. #1587 · Lindy

    Build AI assistants in minutes

    10Agent
    API
  4. #1588 · Legora

    Collaborative AI for exceptional lawyers, streamlining research, drafting, and review to deliver greater value.

    10Agent
  5. #1589 · Sesame

    Lifelike voice companions and AI smart glasses

    10Agent
    API python
  6. #1590 · Wordware

    Build AI agents by writing in plain English

    10Agent
    API Webhooks OAuth2 restpython +1
  7. #1591 · Tolan (Portola)

    Character-driven AI alien companions designed for friendship, not romance.

    10Agent
  8. #1592 · Robot Era

    Humanoid robots with full-body control and a vision-language-action model

    10Agent
  9. #1593 · voize

    AI voice companion that handles documentation for nurses

    10Agent
  10. #1594 · Procode AI

    AI-powered revenue cycle management for surgical and specialty billing

    10Agent
  11. #1595 · Sett

    AI agents that build, market and publish mobile games

    10Agent
  12. #1596 · Entire

    Developer platform for the era of agentic coding

    10Agent
  13. #1597 · Wonder Studios

    AI-native film studio collapsing the time from idea to cinematic screen

    10Agent
  14. #1598 · Turing

    End-to-end AI for fully autonomous driving in Japan

    10Agent
  15. #1599 · Lumia Security

    Governance and control for enterprise AI agents

    10Agent
  16. #1600 · Lawhive

    Online legal marketplace with an AI paralegal for consumers and SMEs

    10Agent
  17. #1601 · Evertune

    The marketing platform for brand discovery and visibility in AI search

    10Agent
  18. #1602 · Lucis

    AI-driven preventive health platform analyzing 110+ blood biomarkers

    10Agent
  19. #1603 · Shinkei Systems

    AI-driven robotics for fresher, longer-lasting, humanely processed seafood

    10Agent
  20. #1604 · ChemLex

    24/7 self-driving lab that runs autonomous chemistry to accelerate drug discovery

    10Agent
  21. #1605 · Enzo Health

    Agentic AI-native EHR connecting referral to reimbursement for home health

    10Agent
  22. #1606 · Axiomatic AI

    Intelligence infrastructure for verified science and engineering

    10Agent
  23. #1607 · Radical AI

    Autonomous materials-science labs to discover new materials 50x faster

    10Agent
  24. #1608 · Icon

    The AI admaker for winning UGC video ads

    10Agent

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.