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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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Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #1393 · Coterie Insurance

    Coterie is a digital small-business insurance platform that uses AI-driven underwriting to

    10Agent
  2. #1394 · BackOps

    Building an AI-native operating system for global supply chain operations

    10Agent
  3. #1395 · Vooma

    AI automation platform for freight brokers and carriers that streamlines back-office tasks

    10Agent
  4. #1396 · Moreh

    South Korean AI infrastructure software company building a CUDA-like platform that runs AI

    10Agent
  5. #1397 · Generative Bionics

    Italian humanoid robotics company spun out of the Italian Institute of Technology (IIT)

    10Agent
  6. #1398 · Quantexa

    Decision Intelligence platform for fraud and AML

    10Agent
    API Webhooks OAuth2 pythonjava +1
  7. #1399 · Armadin

    Autonomous AI red-teaming for the era of AI hyperattacks

    10Agent
  8. #1400 · Paradigm Health

    AI research platform making clinical trials part of routine patient care

    10Agent
  9. #1401 · Generalist AI

    General-purpose embodied foundation models for physical-world robots

    10Agent
  10. #1402 · Veremark

    Workplace trust and background screening company that uses AI to verify candidates and stop

    10Agent
  11. #1403 · Alvys

    Cloud-based, AI-driven transportation management system (TMS) for carriers and brokers

    10Agent
  12. #1404 · Ubie

    Tokyo-based health-tech company that builds AI-powered symptom assessment tools for patients

    10Agent
  13. #1405 · Artificial Societies

    Simulate human audiences with networks of AI personas

    10Agent
    OAuth2
  14. #1406 · Blaize

    Power-efficient edge AI chips and software for physical AI

    10Agent
    Picasso
  15. #1407 · Rebolt

    AI software factory for company operations

    10Agent
    OAuth2
  16. #1408 · Ohai.ai

    An AI household assistant from the founder of Care.com that tames family chaos

    10Agent
    OAuth2
  17. #1409 · Base44

    AI app builder that turns plain-language prompts into fully functional apps

    10Agent
    OAuth2
  18. #1410 · Amie

    Joyful AI calendar that unifies scheduling, todos, email, and meeting notes

    10Agent
    OAuth2
  19. #1411 · Hippocratic AI

    Safe AI agents for healthcare

    10Agent
    API
  20. #1412 · Monaco

    AI-native sales engine pairing AI agents with human sales experts for startups

    10Agent
  21. #1413 · Blue Water Autonomy

    Building the world's most capable fully autonomous warships

    10Agent
  22. #1414 · Peregrine Technologies

    Decision-support and data integration platform for public safety agencies

    10Agent
  23. #1415 · Unconventional AI

    Reinventing the computer with brain-inspired, energy-efficient AI hardware

    10Agent
  24. #1416 · Moonhub

    AI agents for recruiting that help talent teams find and engage high-quality candidates faster

    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.