Review economics
invoke-ai/InvokeAI
Read from the 100 most recently merged pull requests ·
Pull requests with attributed agent authorship took only 0.5× the review rounds of the rest.
≥12%
Attributed
a floor
11
Attributed PRs
89
Other PRs
100
Read
Attributed — the latest 5
#9448 tests: relax 5s pytest-timeout marks that flake on slow CI runners
1 reviews · 1h to merge
#9369 fix(tests): deflake custom-nodes uninstall test (global shutil.rmtree patch)
1 reviews · 36h to merge
#9404 fix(backend): ignore ComfyUI model_sampling keys when loading Anima checkpoints
1 reviews · 3.0d to merge
#9391 ci: raise python-tests job timeout to 30 minutes
0 reviews · 0h to merge
#9367 fix(api): require auth on model-manager and app-info endpoints (#9365)
2 rounds · 3 reviews · 48h to merge
The rest — the latest 5
#9351 ci: keep pins.json in sync with pyproject.toml
5 rounds · 6 reviews · 25.0d to merge
#9357 ci: check aarch64 dependency resolution in uv-lock-checks
2 rounds · 3 reviews · 21.5d to merge
#9454 Fix HiDiffusion with SDXL ControlNet
1 reviews · 31h to merge
#9455 chore(docs): Update sponsor list
1 reviews · 2h to merge
#8787 Feature: HiDiffusion integration
5 rounds · 12 reviews · 189.9d to merge
How this was measured
12% 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; reads 100 of 4314 merged PRs — the rest have not been analyzed yet.
Detected: Claude Code, 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 invoke-ai/InvokeAI 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 invoke-ai/InvokeAI — 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