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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
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2443 tools.

Ranked tools

  1. #1609 · SigIQ.ai

    Personalized AI tutors that democratize elite exam preparation

    10Agent
  2. #1610 · Qeen.ai

    Autonomous AI agents that run content, marketing and conversational sales for ecommerce brands

    10Agent
  3. #1611 · Talkie AI

    Free AI character chat and virtual companionship

    10Agent
  4. #1612 · Corgi

    AI-native business insurance platform for startups

    10Agent
  5. #1613 · Beside

    An AI receptionist for the real economy that never misses a call

    10Agent
  6. #1614 · Zing Coach

    AI personal trainer that builds adaptive workouts and tracks form from your phone

    10Agent
  7. #1615 · Latent Technology

    Physics-driven generative AI animation that reacts in real time

    10Agent
  8. #1616 · ValueBase

    AI assessor intelligence for property tax valuation and appraisal

    10Agent
  9. #1617 · Howie

    AI scheduling assistant that lives in your inbox and books meetings for you

    10Agent
  10. #1618 · Even Realities

    Camera-free smart glasses with a HUD display and AI assistant

    10Agent
  11. #1619 · Verley

    Precision-fermented, animal-free whey protein powered by AI bioprocess design

    10Agent
  12. #1620 · Flank

    Autonomous, embedded AI legal agents that resolve legal and compliance requests in minutes.

    10Agent
  13. #1621 · Otto

    Autonomous AI travel agent for business travelers

    10Agent
  14. #1622 · Converge Bio

    Generative AI hub of foundation models across DNA, RNA, protein, and small molecules

    10Agent
  15. #1623 · Truleo

    AI agents for law enforcement: report writing, investigations, bodycam insights

    10Agent
  16. #1624 · Capalo AI

    AI-powered trading and optimization for grid-scale battery storage

    10Agent
  17. #1625 · Magma Math

    K-12 math platform where students show their thinking, powered by AI

    10Agent
  18. #1626 · Freed

    AI clinician assistant that writes your notes so you can focus on patients

    10Agent
  19. #1627 · Autoscience

    Automating AI research with autonomous AI scientists

    10Agent
  20. #1628 · TwinMind

    An AI second brain that captures your day and remembers everything

    10Agent
  21. #1629 · Bevel

    Your AI health companion that unifies wearables and bloodwork

    10Agent
  22. #1630 · Mendaera

    Handheld robotics and AI to bring precision to mainstream medical procedures

    10Agent
  23. #1631 · Scribenote

    AI scribe that turns vet visits into SOAP notes in seconds

    10Agent
  24. #1632 · Gizmo

    Get addicted to learning with AI-generated quizzes and flashcards

    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.