How is Mattermost delivering recently?

Mattermost has 18.26 hours median cycle time, 0.45 hours median review time, and 253 merged pull requests in the last 30 days.

What AI-related signal share does Mattermost show?

AI-related signals appear on 73.52% of Mattermost pull requests in the current summary window.

How many active contributors does Mattermost have?

Mattermost has 34 active contributors in the last 30 days.

Mattermost Engineering Benchmarks

Mattermost · GitHub · Updated October 26, 2026

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Mattermost delivery benchmarks are based on 253 merged pull requests in the last 30 days (1,967 all-time), with 18.3 hours median cycle time, 0.5 hours median review time, and 34 active contributors. AI-related signals appear on 73.5% of recent work. PR volume is down -25% compared to the prior period.

Median Cycle Time

18.3h

PR open to merge

Median Review Time

0.5h

first review to approval

AI-Related Signals

73.5%

directional signal across recent PRs

Best Signal Fast Delivery

18.3h

Median cycle time of 18.3h

Watch Out Declining Cadence

-25%

PR volume down 25% vs prior period

Repo vs Mattermost Average

+15.2pp

AI Signals

-1.1h

Cycle Time

+0.3h

Review Time

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

moderate positive

r = 0.39 (13 weeks)

Cycle Time by AI-Related Signals

75.4h

with signals

29.3h

baseline

157.8%

difference

PR Breakdown

207 with signals / 280 total PRs

Top AI Tools

coderabbit 175

cursor 65

claude_code 41

ai_generic 31

claude 1

PR Type Breakdown

unknown 253

Recent Pull Requests

View PR Explorer

Title	Author	AI
[MM-71291] Add a node selector to the System Console server…	hanzei	AI
MM-71344 Plugin API: expose cluster node identity	hanzei	AI
[MM-70757] Docs: Site health dashboard	hanzei	AI
MM-68613: resize message columns only on fresh installations	lieut-data	AI
Add registerChannelViewComponent so plugins can replace the…	jwilander	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 10 hours, 13 minutes ago.

Updated daily from public GitHub pull requests.

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