Rubric v1.0 · Updated Apr 9, 2026

See where your engineering team ranks on AI maturity.

The first public leaderboard for AI context management. 25 teams scored across 8 research-backed dimensions. Find out if you're in the top 20% — or in the bottom half pretending you're not.

25 teams rankedmedian 54/100top 20% above 74#1 at 93

Top 10 Trend

Score evolution across the past 12 weeks

Meridian Labs
Volta Systems
nyx.dev
Canopy AI
Arcline
Baseframe
Keelworks
Solace Studio
Bridgepoint Dev
Nomad Engineering

Leaderboard

25 teams ranked by composite score

The 8 Dimensions

Each scored 0–100 against research-backed criteria. Weights vary by team size.

How it works

Four ways to assess. All produce the same score, scoped to the same rubric version.

GitHub Connect
2 min

Scan a public repo for context signals

Quick Quiz
5 min

16 questions, no signup required

CLI Scan
1 min

npx context-index in any repo

File Upload
3 min

Drop CLAUDE.md / .cursorrules / AGENTS.md