How is Mattermost delivering recently?

Mattermost has 19.84 hours median cycle time, 0.16 hours median review time, and 42 active contributors.

What AI-related signal share does Mattermost show?

AI-related signals appear on 54.11% of Mattermost pull requests.

How many active contributors does Mattermost have?

Mattermost has 42 active contributors in the last 90 days.

Mattermost Engineering Benchmarks

Name: Mattermost Engineering Benchmarks
Creator: Tformance
License: https://creativecommons.org/licenses/by/4.0/

Communication & Notifications GitHub

See Your Team's Benchmarks

As of July 27, 2026, Mattermost has 1,158 merged pull requests, 19.8 hours median cycle time, 0.2 hours median review time, and 42 active contributors in the last 90 days. AI-related signals appear on 54.1% of recent work.

PRs with AI-related signals take 112% longer than the baseline.

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

72.6h

with signals

34.2h

baseline

112.4%

difference

AI-Related Signals

75.4%

419 of 556 PRs show AI-related signals

Flagship Repositories

Mattermost

Repository Comparison

Repository	PRs	AI Signals	Cycle Time	Review Time
Mattermost flagship	1158	67.5%	14.7h	0.2h

View Analytics Browse Pull Requests

Updated daily from public GitHub pull requests. Source: Tformance Open Source Analytics, updated 22 hours, 39 minutes ago.