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

Filter tools

Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #1897 · SketchPro

    An AI documentation copilot embedded inside architects' Revit workflows

    10Agent
  2. #1898 · Pinpoint

    The AI social operating system that turns followers into customers

    10Agent
  3. #1899 · Munch

    AI that turns long videos into viral short clips

    10Agent
  4. Lightweight autonomous farm robots that work in coordinated fleets

    10Agent
  5. #1901 · Mantel Capture

    MIT spinout developing low-cost, energy-efficient carbon capture for heavy industry using a

    10Agent
  6. #1902 · Cartwheel

    AI-powered 3D character animation platform that lets creators generate production-ready

    10Agent
  7. #1903 · GameRamp

    AI-native publishing and live-ops operating system built for mobile games and consumer apps

    10Agent
  8. #1904 · USD.AI

    Stablecoin lending protocol that provides credit to AI infrastructure companies using GPUs and

    10Agent
  9. #1905 · Logic

    AI-powered decision automation platform that lets business teams automate recurring review and

    10Agent
  10. #1906 · AirOps

    AI content engineering platform that helps marketing teams build, optimize, and scale SEO and

    10Agent
  11. #1907 · Octolane

    AI-native, self-driving CRM that automates sales actions, follow-ups, and record updates

    10Agent
  12. #1908 · Viktor

    AI 'coworker' that lives inside Slack and Microsoft Teams and actually completes work rather

    10Agent
  13. #1909 · Charlie Labs

    Charlie, an autonomous AI software engineer focused on TypeScript that reviews code, fixes

    10Agent
  14. #1910 · CoPlane

    AI-native back-office platform that wraps automation around legacy ERP systems for essential

    10Agent
  15. #1911 · Traza

    AI workers that automate administrative procurement and supply-chain operations for enterprise

    10Agent
  16. American-made FPV attack drones built for mass production

    10Agent
  17. #1913 · Vatn Systems

    Affordable autonomous underwater vehicles that operate in swarms

    10Agent
  18. Rapidly maneuverable spacecraft powered by solar-thermal propulsion

    10Agent
  19. #1915 · Hamming AI

    Enterprise platform for testing, monitoring, and governing AI voice agents before and after

    10Agent
  20. #1916 · Neuphonic

    London-based voice AI company building ultra-low-latency, multilingual text-to-speech and

    10Agent
  21. #1917 · Vocca

    AI voice agents that automate the front desk of medical and dental practices, answering

    10Agent
  22. #1918 · Reve

    AI image generation and editing company building models known for strong prompt adherence

    10Agent
  23. #1919 · BetterPic

    AI imaging platform that generates professional headshots and portraits from everyday selfies

    10Agent
  24. #1920 · Amini

    Nairobi-based climate-tech and data-infrastructure company using AI and satellite technology

    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.