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repowiseflamehaven01/ai-slop-detector

flamehaven01 / ai-slop-detector

Stop shipping AI slop. Detects empty functions, fake documentation, and inflated comments in AI-generated code. Production-ready.

Python76github.com/flamehaven01/ai-slop-detector
Indexed atd1cf737·15h ago·Up to date with upstream
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Code health

8.3out of 10Excellent

flamehaven01/ai-slop-detector scores 8.3 out of 10 on defect risk, which Repowise rates Excellent. Maintainability scores 9.3 out of 10. Static performance risk scores 9.9 out of 10. The three are scored separately and never blended into a single number. 18 of 226 files are git hotspots, the places where changes and bug fixes concentrate.

Full health report
Defect risk8.3/10 · Excellent
Maintainability9.3/10 · Excellent
Performance risk9.9/10 · Excellent
Files
226
Symbols
2.2k
Modules
11
Doc pages
265
Dead exports
15

Where the risk concentrates

All 18 hotspots

Ranked by prior bug fixes and change frequency, mined from the full git history rather than from the code alone.

FileChurnPrior fixesMaintainersCommits 90d
cli.pysrc/slop_detector99.4th %ile15bug magnet210
core.pysrc/slop_detector97.1th %ile8bug magnet210

Read more about flamehaven01/ai-slop-detector

  • OverviewFiles, symbols, languages, packages, git intelligence
  • ArchitectureDependency graph, layered architecture, symbol index, and third-party dependencies
  • Code healthPer-file health scores, hotspots, test coverage, dead code, and refactoring targets
  • AI explanationsProModule-by-module documentation generated from source

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Code health badge

Average health across every file, straight from the latest index.

Code health badge showing the average health score out of 10
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How flamehaven01/ai-slop-detector works

Stop shipping AI slop. Detects empty functions, fake documentation, and inflated comments in AI-generated code. Production-ready. This page is an auto-generated, always-fresh map of the flamehaven01/ai-slop-detector repository, written primarily in Python. Repowise indexes the source, parses every symbol, computes a dependency graph, scores per-file code health from complexity, duplication, test coverage and churn, mines git history for hotspots and ownership, and lifts the resulting architectural decisions into a wiki you can read or query through MCP.

The codebase has 226 source files, 2,190 symbols, and 10 languages, organised into 11 modules, led by python, markdown, typescript. Static analysis leaves 679 open findings across the three health dimensions.

Use the links above to open the interactive dashboards, or connect this repo to your editor via the Repowise MCP server for grounded answers inside Claude, Cursor, or VS Code.

test_core.pytests
97.7th %ile
7bug magnet
3
14
test_ci_gate.pytests98.9th %ile5bug magnet34
operations.pysrc/slop_detector98.3th %ile5bug magnet1bus factor 114
test_fp_reduction.pytests96.6th %ile5bug magnet1bus factor 18
  • CommitsChange-risk ranked history with AI-agent provenance and hotspots
  • ContributorsBus-factor, per-file maintainer maps, and human/agent collaboration
  • DecisionsArchitectural decisions extracted from commits and PRs
  • Chat with this repoSign inProAsk grounded questions over the indexed code