Review economics
HKUDS/Vibe-Trading
Read from the 100 most recently merged pull requests ·
Pull requests with attributed agent authorship took only 0.8× the time to merge of the rest.
≥3%
Attributed
a floor
3
Attributed PRs
97
Other PRs
100
Read
Attributed — the latest 3
#925 fix: store session and run history under the user runtime root, not the code
0 reviews · 7h to merge
#472 fix(correlation): resolve bare tickers so the matrix stops failing with "Fetched: []"
0 reviews · 16h to merge
#816 feat(backtest): opt-in support for non-positive prices (closes #571)
0 reviews · 29h to merge
The rest — the latest 5
#954 feat(scheduled-research): timezone-aware local schedules (#953)
0 reviews · 27h to merge
#957 fix(memory): keep find_relevant within max_results when expanding links
0 reviews · 8h to merge
#956 fix(memory): match exact title anchors when updating MEMORY.md
0 reviews · 8h to merge
#924 feat(llm): add model discovery and runtime identity UX
1 round · 2 reviews · 2.2d to merge
#949 build(deps): bump the pip-minor-patch group with 9 updates
0 reviews · 12h 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; 6 PRs came off an agent branch with no commit attribution, so the real share runs higher; reads 100 of 445 merged PRs — the rest have not been analyzed yet.
Detected: OpenAI Codex, Claude Code.
“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 HKUDS/Vibe-Trading 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 HKUDS/Vibe-Trading — 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