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.

Spoon is a metaprogramming library to analyze and transform Java source code. :spoon: is made with :heart:, :beers: and :sparkles:. It parses source files to build a well-designed AST with powerful analysis and transformation API.

01Result

INRIA/spoon ↗

INRIA/spoon AI coding statistics: 27.5%

of 40 commits in February–September 15, 2026 were committed by an AI agent — a floor, not an estimate
Too little recent activity to publish. Only 40 commits landed in this window, so the percentage is noisy. Repositories below 100 are excluded from the index for this reason.
27.5% agent · top contributor 72.7%4 contributors
team

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

11
agent commits
29
other considered commits
4
agent contributors
72.7%
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

11assisted
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%6
2026-030%1
2026-040%1
2026-0533.3%3
2026-0666.7%12
2026-070%9
2026-0833.3%6
2026-090%2

Peak month: 66.7%. Bars are scaled to that peak, not to 100%.

Which agents

AgentVendorCommitsShare
Claude CodeAnthropic1025%
GitHub CopilotGitHub12.5%

03Evidence

Inspect the matches

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

Matched commit samples

  • 25bc5c47 on GitHubfix: sniper printer crashes on switch with type pattern (#6847)Claude Code
  • e901c91b on GitHubfix: do not crash on qualified generic types with unresolved arguments in Claude Code
  • 4989b820 on GitHubtest: cover SpoonPom.toString for leaf and multi-module POMs (#6763)Claude Code
  • 2f6ed22c on GitHubfeat: add support for markdown documentation comments (JEP 467) (#6691)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 window246
Merge commits removed−0
CI / dependency bots removed−206
Considered40

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 →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 INRIA/spoon

Scan another repository

Try