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.

Python 3 API wrapper for Garmin Connect to get statistics and set activities

01Result

cyberjunky/python-garminconnect ↗

cyberjunky/python-garminconnect AI coding statistics: 2.3%

of 220 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate

2.3% agent · top contributor 80%2 contributors

individual

One person is driving this. The headline number reflects a single contributor's workflow, not a project-wide shift.

agent commits

215

other considered commits

agent contributors

80%

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

5assisted

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

Peak month: 16.7%. Bars are scaled to that peak, not to 100%.

Which agents

Agent	Vendor	Commits	Share
Claude Code	Anthropic	4	1.8%
GitHub Copilot	GitHub	1	0.5%

03Evidence

Inspect the matches

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

Matched commit samples

b8fccb9e on GitHubfix: keep the username fallback when the profile has no displayNameClaude Code
6b0e0bc0 on GitHubfix: do not log the social profile payload at debug levelClaude Code
16b491c6 on GitHubfix: accept only a non-blank string displayNameClaude Code
89b56a17 on GitHubPotential fix for pull request findingGitHub 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 window	282
Merge commits removed	−58
CI / dependency bots removed	−4
Considered	220

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 →Python AI coding statisticsCompare evidence across Python repositories →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 cyberjunky/python-garminconnect

Scan another repository

Try

Month	Agent share	Considered commits
2026-02	0%	2
2026-03	0%	22
2026-04	0%	30
2026-05	14.3%	7
2026-06	0%	19
2026-07	0%	39
2026-08	0%	77
2026-09	16.7%	24