Pulse
2026-09-18-v3.0
Dataset
2026-10-27-catalog-ai-v2
Ruleset
b2e8889c66f7
Scanned
2026-10-27
Window
February–September 15, 2026
Catalog tracking observation. This repository is measured with the same fixed window and ruleset, but it is not part of the published benchmark or its aggregate claims.

A complete web-based remote monitoring and management web site. Once setup you can install agents and perform remote desktop session to devices on the local network or over the Internet.

01Result

Ylianst/MeshCentral ↗

Ylianst/MeshCentral AI coding statistics: 3.1%

of 326 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
3.1% agent · top contributor 30%8 contributors
team

A small group is using agents. Adoption has spread beyond one person but is not project-wide.

10
agent commits
316
other considered commits
8
agent contributors
30%
largest contributor

02Drivers

What shapes this result

Mode, timing, and detected signatures show whether the result reflects broad adoption or one concentrated workflow.

Assisted or autonomous

10assisted
0autonomous

Assisted — a developer’s identity authored the commit and the agent added itself as co-author. Autonomous — a bot identity authored the commit without a human identity attached.

Agent share by month

Agent-attributed commit share by month
MonthAgent shareConsidered commits
2026-024.5%44
2026-030%38
2026-044.8%21
2026-051.7%58
2026-063.4%59
2026-074.2%71
2026-084.2%24
2026-090%11

Peak month: 4.8%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic82.5%
GitHub CopilotGitHub20.6%

03Evidence

Inspect the matches

Public commit samples let you inspect the signatures behind the aggregate result.

Matched commit samples

  • 4ca56d40 on GitHubfix(meshctrl): give runcommand its own responseid, stop --reply cross-talkClaude Code
  • fe3bf618 on GitHubEscape guest name in the device Sessions dialog (#8017)Claude Code
  • a812139a on GitHubFix a crash when an agent log help-request has no msgArgs (#8016)Claude Code
  • 02fff0c4 on GitHubadd trackpad style mouse for classic mobile ui #3816GitHub Copilot
  • fce9d32a on GitHubfeat: add customizable OIDC login button text and icon (#7609)GitHub Copilot

04Method

What entered the denominator

The result begins with commit history, removes merges and routine automation, and reports literal agent signatures as a lower bound.

Exclusion ledger

Commits in window327
Merge commits removed−1
CI / dependency bots removed−0
Considered326

Bots are excluded from the denominator entirely. Agent attribution requires a literal supported signature; no code-style inference is used.

Continue exploring

Claude Code commitsBrowse repositories with detected Claude Code signatures →GitHub Copilot commitsBrowse repositories with detected GitHub Copilot signatures →GitHub AI commit analyzerInspect another repository with the same evidence model →
Reproduce this observation

Run the same detector locally.

Deterministic signature matching; no code-style inference. Squash merges can remove trailers, so this result remains a measured floor.

npx qmmit-cli Ylianst/MeshCentral

Scan another repository

Try