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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
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2668 tools.

Ranked tools

  1. #1393 · PhysicsX

    AI-native engineering simulation that optimizes physical products in minutes.

    10Agent
  2. #1394 · XBuild

    AI construction estimating and proposals in under 15 minutes

    10Agent
  3. #1395 · Accrual

    AI-native platform unifying tax prep and review for accounting firms

    10Agent
  4. #1396 · Epirus

    High-power microwave systems that disable drone swarms in flight

    10Agent
  5. #1397 · Donut Labs

    The agentic crypto browser that automates on-chain trading

    10Agent
  6. #1398 · Artificial Agency

    AI behavior engine that makes video game NPCs feel alive and reactive

    10Agent
  7. #1399 · XPANCEO

    Building the world's first multifunctional AI smart contact lens

    10Agent
  8. #1400 · Afresh

    AI platform for fresh food ordering, inventory, and supply chain in grocery

    10Agent
  9. #1401 · Lindus Health

    The anti-CRO running radically faster, AI-enabled clinical trials end to end

    10Agent
  10. #1402 · Kittl

    AI-first browser design platform built between Canva and Adobe

    10Agent
  11. #1403 · Genesis AI

    Universal robotics foundation model for general-purpose physical AI

    10Agent
  12. #1404 · Edison Scientific

    AI scientist that compresses months of research into a single day

    10Agent
  13. #1405 · Netic

    An autonomous AI growth engine for home services businesses

    10Agent
  14. #1406 · Novee

    AI penetration testing that thinks like a real attacker

    10Agent
  15. #1407 · Lassie

    AI agents that run the back office of small businesses end-to-end

    10Agent
  16. #1408 · Adept AI

    AI that takes actions in any software

    10Agent
    API
  17. #1409 · Poolside

    AI platform for software engineering

    10Agent
    API
  18. #1410 · Amazon Q Developer

    AWS-native AI coding assistant — optimized for cloud developers

    10Agent
    MCP API
  19. #1411 · Sereact

    Physical AI that delivers real autonomy on the warehouse floor, operating with zero supervision and infinite precision.

    10Agent
  20. #1412 · Norm Ai

    Regulatory AI agents that turn rules into compliance automation

    10Agent
    API Webhooks OAuth2 python
  21. #1413 · Day.ai

    An AI-native CRM that builds itself from your emails, meetings, and conversations.

    10Agent
  22. #1414 · Amperos Health

    AI agents for healthcare denial management and revenue recovery

    10Agent
  23. #1415 · Agency

    Agentic AI for customer success and customer experience

    10Agent
  24. #1416 · Robot Era

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

    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.