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.

Alternative IP Camera firmware from an open community

01Result

OpenIPC/firmware ↗

OpenIPC/firmware AI coding statistics: 44.3%

of 343 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
44.3% agent · top contributor 96.1%5 contributors
individual

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

152
agent commits
191
other considered commits
5
agent contributors
96.1%
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

152assisted
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
2026-020%5
2026-030%19
2026-0468%50
2026-0564.2%95
2026-0672.2%36
2026-0766.7%9
2026-0832.4%74
2026-091.8%55

Peak month: 72.2%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic15244.3%

03Evidence

Inspect the matches

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

Matched commit samples

  • d9c69322 on GitHubgk7205v200: load the Cipher engine, and bump openhisilicon for the batchedClaude Code
  • 81d6a839 on GitHubMakefile: keep the host C dialect out of host C++ builds (#2322)Claude Code
  • 9e64f3d1 on GitHubhisilicon: load the Cipher engine on cv500 and ev200 (#2321)Claude Code

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 window343
Merge commits removed−0
CI / dependency bots removed−0
Considered343

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 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 OpenIPC/firmware

Scan another repository

Try