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 mature, highly concurrent JDBC Connection pooling library, with support for caching and reuse of PreparedStatements.

01Result

swaldman/c3p0 ↗

swaldman/c3p0 AI coding statistics: 30.2%

of 159 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
30.2% agent · top contributor 100%1 contributor
individual

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

48
agent commits
111
other considered commits
1
agent contributors
100%
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

48assisted
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%29
2026-040%20
2026-050%5
2026-060%17
2026-070%7
2026-0850%40
2026-0968.3%41

Peak month: 68.3%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic4830.2%

03Evidence

Inspect the matches

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

Matched commit samples

  • e9e872fb on GitHubTrack the renamed by-name instantiation keys and WhitelistInfo API.Claude Code
  • 5ffa8e49 on GitHubCHANGELOG updates for the security, build, and modernization work.Claude Code
  • 356fabf5 on GitHubRefuse JNDI lookups against supplied environments, thanks to abhishekkushwClaude 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 window160
Merge commits removed−1
CI / dependency bots removed−0
Considered159

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 →Java AI coding statisticsCompare evidence across Java 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 swaldman/c3p0

Scan another repository

Try