Mattermost Engineering Benchmarks
Mattermost delivery benchmarks are based on 176 merged pull requests in the last 30 days (1,169 all-time), with 15.5 hours median cycle time, 0.1 hours median review time, and 27 active contributors. AI-related signals appear on 68.8% of recent work. PR volume is up 4% compared to the prior period.
Repo vs Mattermost Average
Delivery Trend and AI Signals
PR Backlog (Humans)
Excludes AI agents and automation accounts.
PR Backlog (AI Agents)
AI coding agents only.
Cycle Time by AI-Related Signals
PR Breakdown
Top AI Tools
PR Type Breakdown
Recent Pull Requests
View PR Explorer| Title | Author | AI |
|---|---|---|
| MM-66940 Fix layout shift in ChannelView during loading | hmhealey | AI |
| docs(developers): fix broken Integrate & Extend link on dev… | esarafianou | AI |
| Fix image preview opening when clicking outside the image i… | nang2049 | AI |
| Fix editing a post creating a draft (MM-69928) | isacikgoz | AI |
| [Docs Revamp Feedback] Remove/restyle "vibe coded" yellow l… | esarafianou | AI |
Methodology
Metrics are computed from merged pull request data synced daily from GitHub. AI-related metrics are directional signals inferred from pull request activity patterns and heuristics. Summary metrics use a 30-day rolling window; trends use a 90-day window. Last updated 29 minutes ago.
Updated daily from public GitHub pull requests.
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