Mattermost Engineering Benchmarks
Mattermost delivery benchmarks are based on 269 merged pull requests in the last 30 days (1,544 all-time), with 12.0 hours median cycle time, 0.3 hours median review time, and 27 active contributors. AI-related signals appear on 50.2% of recent work. PR volume is up 36% 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.
AI Signals vs Cycle Time
Correlation
Cycle Time by AI-Related Signals
PR Breakdown
Top AI Tools
PR Type Breakdown
Recent Pull Requests
View PR Explorer| Title | Author | AI |
|---|---|---|
| MM-70203: add plugin file action policy API | nickmisasi | AI |
| Fix cloud preview modal vertical centering | nickmisasi | AI |
| Clarify that the LDAP Admin Filter applies only at AD/LDAP … | lieut-data | AI |
| Prepackage mattermost-plugin-agents v2.0.9 (release-11.8) | nickmisasi | — |
| Update v12.0 and Mobile v2.45 deprecation notices | amyblais | 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 5 hours, 58 minutes ago.
Updated daily from public GitHub pull requests.
See Your Team's Benchmarks