How is Mattermost delivering recently?

Mattermost has 19.41 hours median cycle time, 0.18 hours median review time, and 49 active contributors.

What AI-related signal share does Mattermost show?

AI-related signals appear on 58.33% of Mattermost pull requests.

How many active contributors does Mattermost have?

Mattermost has 49 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 October 26, 2026, Mattermost has 1,967 merged pull requests, 19.4 hours median cycle time, 0.2 hours median review time, and 49 active contributors in the last 90 days. AI-related signals appear on 58.3% of recent work.

PRs with AI-related signals take 83% 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

69.6h

with signals

38.0h

baseline

83.1%

difference

AI-Related Signals

68.4%

546 of 798 PRs show AI-related signals

Flagship Repositories

Mattermost

Repository Comparison

Repository	PRs	AI Signals	Cycle Time	Review Time
Mattermost flagship	1967	73.5%	18.3h	0.5h

View Analytics Browse Pull Requests

Updated daily from public GitHub pull requests. Source: Tformance Open Source Analytics, updated 1 hour, 42 minutes ago.