Review economics
alibaba/arthas
Read from the 100 most recently merged pull requests ·
Pull requests with attributed agent authorship took only 0.3× the reviews submitted of the rest.
≥3%
Attributed
a floor
4
Attributed PRs
96
Other PRs
100
Read
Attributed — the latest 4
#3150 Fix main_class displaying extra arguments on Arthas startup
0 reviews · 3.9d to merge
#3128 Add configurable output stream to AnsiLog to avoid hardcoded System.out
0 reviews · 0h to merge
#3127 Fix NullPointerException when accessing arthas-output with MCP disabled
0 reviews · 0h to merge
#3059 feat: Add Bearer Token authentication support for MCP requests
1 reviews · 2.7d to merge
The rest — the latest 5
#3242 feat: support Unicode input and history in terminal
2 reviews · 21h to merge
#3218 fix: complete methods for classes loaded by multiple ClassLoaders
2 reviews · 28.2d to merge
#3241 fix: pass className to vmtool referenceAnalyze MCP tool
1 reviews · 30h to merge
#3240 fix: avoid skipping ordinary classes with $$Lambda in their names
0 reviews · 24h to merge
#3224 Respect PaginationHandler.handle() stop signal in ResultUtils.processClassNames
0 reviews · 22.0d to merge
How this was measured
3% of merged commits carry agent attribution — a floor, not the share; tools that only complete code inline leave no commit trail, so the unattributed side includes AI-assisted work; 26 PRs came off an agent branch with no commit attribution, so the real share runs higher; reads 100 of 623 merged PRs — the rest have not been analyzed yet.
Detected: OpenAI Codex, GitHub Copilot coding agent.
“Attributed” means a commit carried an agent’s signature — a co-author trailer, an agent commit identity, or an agent bot account. Tools that only complete code inline leave no such mark, so the other column is “rest”, not “human-written”. Full method and its limits
The badge reads this repo’s current report, so it follows the number.
Tell me when this moves
We re-read alibaba/arthas weekly and email only when the number changes materially.
Read your own repos
This one is public. For a private repo, run the same read locally through your own GitHub credentials — nothing is installed and nothing is sent to us.
npx @ambera/review-taxWant this continuously on alibaba/arthas — each pull request paired to the task it came from, and the work graded from its review loop rather than its diff size? Claim this repo in Forge
Browse every repo people have read · Read a different repository