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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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7

Filter tools

Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #1393 · DeepBrain AI

    Transform text into captivating videos with AI-powered avatars and intuitive editing

    10Agent
  2. #1394 · 11x

    Digital workers that don't just automate tasks – they transform your business with human-like intelligence.

    10Agent
  3. #1395 · Common Room

    An AI-native GTM platform that powers pipeline generation with precise buyer intelligence.

    10Agent
  4. #1396 · Buildots

    AI construction progress tracking with helmet-mounted 360 cameras.

    10Agent
  5. #1397 · Blitzy

    The only autonomous code generation platform with infinite code context, building enterprise software in days, not months.

    10Agent
  6. #1398 · Tolan (Portola)

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

    10Agent
  7. #1399 · FurtherAI

    Insurance-native AI workspace automating submissions, policy comparison, claims and compliance.

    10Agent
  8. #1400 · AI Proteins

    Designing a new class of de novo miniprotein medicines with AI

    10Agent
  9. #1401 · Quobly

    Industrial silicon-based quantum computers built on semiconductor fabs.

    10Agent
  10. #1402 · Bold Security

    Edge-AI endpoint security that turns every device into an active agent

    10Agent
  11. #1403 · XBuild

    AI construction estimating and proposals in under 15 minutes

    10Agent
  12. #1404 · Nucleus Genomics

    AI-powered whole-genome DNA analysis for proactive health and family planning

    10Agent
  13. #1405 · Aircapture

    Modular direct air capture delivering atmospheric CO2 as a commodity

    10Agent
  14. #1406 · Frame Security

    Human risk security against AI-driven social engineering

    10Agent
  15. #1407 · Praktika

    AI avatar tutors for natural, conversational language learning

    10Agent
  16. #1408 · Phia

    AI personal shopping assistant that compares prices and resale value across thousands of brands

    10Agent
  17. #1409 · Avantos

    AI operating system for wealth and financial services firms

    10Agent
  18. #1410 · Triomics

    Oncology-specific AI agents that turn unstructured EHRs into structured cancer data

    10Agent
  19. #1411 · Astrocade

    AI agents that let anyone create and remix games in minutes

    10Agent
  20. AI-native construction company for energy and data center infrastructure

    10Agent
  21. #1413 · Shinkei Systems

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

    10Agent
  22. #1414 · Harper

    AI-native commercial insurance brokerage for SMBs

    10Agent
  23. #1415 · Vultron

    Agentic AI operating system for federal contractors and proposals

    10Agent
  24. #1416 · Overstory

    AI vegetation intelligence to prevent wildfires and grid outages

    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: 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.