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repowiseflamehaven01/ai-slop-detector

Commits

Every commit scored for change-risk against this repo's own history, so 'elevated' means elevated here rather than on some global curve.

Needs review

114of 346 scored

114 commits sit in this repo's top risk tercile, which is 33% of the 346scored. The cut is drawn against this codebase's own history rather than a global curve, so a quiet repo still fills its top band, and here it starts at 8.4 out of 10. What pushes a commit up is size and spread together: a large change confined to one area scores below a smaller one scattered across a dozen files.

Fix commits9527%Commits whose subject reads as a bug fix rather than new work.Written by an agent257%Read from commit trailers, so it counts what was declared.Change diffusion1.11bitsShannon entropy of a commit's churn across its files. Zero is a single file, and every extra bit is a doubling of how widely the change spread.Review threshold8.4out of 10Score a commit has to clear to land in this repo's top tercile.

How the work changed shape

Commit categories over time, read off the subject line. Fixes carry the accent because that is the series this chart exists to show.

Began fix-led, now leaning chore.

Feature21%
Fix29%
Refactor8%
Docs21%
Test3%
Deps1%
Chore15%
Other3%
7%of indexed commits are agent-attributed(25 of 346)
copilot (21) · claude (4)

Review-priority queue

Ranked by change-risk, highest first. Priority is a tercile of this repo's own distribution, so a quiet repo still fills its top band.

Commit review-priority queue
#CommitAuthorWhenLinesRiskTop driver
1
3091d5dbAdd LICENSE and .vscodeignore to VS Code extension
Flamehaven Labs
7mo ago+549.1K -0
100%Elevated
more lines added than baseline
2
9a5cb349feat(ml): retrain on real dogfooding data, inject weights (v3.7.0)
Flamehaven Initiative
3mo ago+16.1K -127
99%Elevated
more lines added than baseline
3
9e5a9c8etest(e2e): add v3.2.1 e2e suite + fix calibrate() min_events default
Flamehaven Initiative
4mo ago+7.0K -2
99%Elevated
more lines added than baseline
4
acefd186release(vscode): bump extension to 3.0.2
Flamehaven Initiative
5mo ago+4.1K -4.1K
99%Elevated
more lines added than baseline
5
408478a7fix: commit missing 3.0.x source files that were never pushed to git
Flamehaven Initiative
5mo ago+4.6K -4.6K
99%Elevated
more lines added than baseline
6
6dff13e0Feat: v2.5.0 Terminology Refactor & Advanced Reporting
Flamehaven Labs
7mo ago+17.3K -0
99%Elevated
more lines added than baseline
7
3d5a0163refactor(cli): split command surface and lazy-load heavy paths
Flamehaven Initiative
2mo ago+2.6K -1.6K
98%Elevated
more lines added than baseline
8
6f4d43a9feat(core): sovereign upgrade implementation (P0-P4)
Flamehaven Initiative
2mo ago+4.6K -156
98%Elevated
more lines added than baseline
9
22aa80b4feat: v3.2.0 — 4D calibration, --init bootstrap, LEDA loop closure
Flamehaven Initiative
4mo ago+7.0K -6.7K
98%Elevated
more lines added than baseline
10
1dbb3fadfeat: v2.8.0 Mathematical Foundations
Flamehaven Initiative
5mo ago+4.7K -340
98%Elevated
more lines added than baseline
11
3e0b74a0Normalize line endings for black CI check
Flamehaven
6mo ago+2.3K -2.3K
98%Elevated
more lines added than baseline
12
e80a9b0cdocs: formalize tool philosophy and address self-referential bias
Flamehaven Initiative
3mo ago+1.9K -1.9K
96%Elevated
more lines added than baseline
13
2a87d033refactor(v2.9.1): self-inspection patch — zero deficit files
Flamehaven Initiative
5mo ago+1.8K -2.0K
96%Elevated
more lines added than baseline
14
9b7bef50fix: patch self-inspection deficit files (14.34 -> 11.65 avg deficit)
Flamehaven Initiative
5mo ago+1.9K -2.0K
96%Elevated
more lines added than baseline
15
af0167eedocs: Add Remotion-generated screenshots for README
Flamehaven Labs
6mo ago+3.6K -0
96%Elevated
more lines added than baseline
16
349e2e8adocs: Major README improvements with Mermaid and docs/ structure
Flamehaven Labs
6mo ago+1.2K -144
96%Elevated
more lines added than baseline
17
1c3fe512feat(mass-update): Major architectural overhaul and stabilization
Flamehaven Labs
7mo ago+2.7K -37
96%Elevated
more lines added than baseline
18
4e0dc20aAdd missing documentation files
Flamehaven Labs
7mo ago+1.3K -251
96%Elevated
more lines added than baseline
19
b53fd665v2.5.0: Critical patch, real-world tests, professional docs
Flamehaven Labs
7mo ago+2.0K -454
96%Elevated
more lines added than baseline
20
a02a4f7brefactor(operations): split cleanup architecture and payload helpers
Flamehaven Initiative
1mo ago+1.4K -1.4K
94%Elevated
more lines added than baseline
21
6f15150dfeat(core): complete adaptive init and npm wrapper surfaces (Absorption Phase)
Flamehaven Initiative
2mo ago+1.9K -19
94%Elevated
more lines added than baseline
22
e753468drelease: cut v3.8.1
Flamehaven Initiative
2mo ago+1.6K -275
94%Elevated
more lines added than baseline
23
a72c02a5refactor: split god modules into focused units
Flamehaven Initiative
4mo ago+1.5K -1.4K
94%Elevated
more lines added than baseline
24
74246e11release: v3.0.2 — phantom import classification, LDR packaging init, placeholder precision
Flamehaven Initiative
5mo ago+1.3K -459
94%Elevated
more lines added than baseline
25
dd235542Fix: CI/CD Pipeline & Python 3.8 Compatibility
Flamehaven Labs
7mo ago+1.7K -6.1K
94%Elevated
more lines added than baseline
26
756cb545refactor(dogfood): reduce p0 hotspots and update roadmap
Flamehaven Initiative
2mo ago+889 -380
92%Elevated
more lines added than baseline
27
1beb4bb7feat(ops): implement unified CLI workflows (audit, health, cleanup, watch, explain)
Flamehaven Initiative
2mo ago+1.1K -1
92%Elevated
more lines added than baseline
28
9e2c431dfeat(vscode): 3.7.1 — modular architecture + phantom_import Code Action
Flamehaven Initiative
3mo ago+816 -855
92%Elevated
more lines added than baseline
29
8a5b5ad3feat: add weekly PyPI download chart to README
Flamehaven Initiativecopilotassisted
3mo ago+1.5K -0
92%Elevated
more lines added than baseline
30
b55478adv2.6.3: Consent-based complexity and version alignment
Flamehaven Labs
6mo ago+1.3K -9
92%Elevated
more lines added than baseline
31
41a8c4bffeat(vscode): P1 presentation foundation - UX manifest + npm-API data layer
Flamehaven Initiative
2mo ago+923 -171
91%Elevated
more lines added than baseline
32
49a0c83erelease: cut v3.7.9
Flamehaven Initiative
2mo ago+861 -18
91%Elevated
more lines added than baseline
33
32f83c1cdocs(v3.5.0): update all docs for P1-P5 calibration, Go/JS/TS, domain-aware init
Flamehaven Initiative
4mo ago+573 -84
91%Elevated
more lines added than baseline
34
a210fe81fix: black formatting + pyproject.toml readme content-type for PyPI upload
Flamehaven Initiative
5mo ago+931 -741
91%Elevated
more lines added than baseline
35
b50a4625release: v2.6.1 - Configuration sovereignty and enhanced testing
Flamehaven Labs
7mo ago+1.0K -129
91%Elevated
more lines added than baseline
36
a83ca5c0refactor(operations): split manifest hygiene and render helpers
Flamehaven Initiative
1mo ago+469 -447
89%Elevated
more lines added than baseline
37
a252c252build(vscode): bundle extension with esbuild for a self-contained VSIX
Flamehaven Initiative
2mo ago+518 -14
89%Elevated
more lines added than baseline
38
2147dab5feat(v3.1.0): math model fixes, stub/clone/naming pattern detection
Flamehaven Initiative
4mo ago+711 -9
89%Elevated
more lines added than baseline
39
1bccf76ffeat(vscode): release extension v2.9.0
Flamehaven Initiative
5mo ago+474 -396
89%Elevated
more lines added than baseline
40
115a737dImplement Feature #6: CI Gate 3-Tier Enforcement System
Flamehaven Labs
7mo ago+597 -0
89%Elevated
more lines added than baseline
41
dfd8408aImplement Phase 1: Placeholder Catalog + Question Generation UX
Flamehaven Labsclaudeassisted
7mo ago+741 -1
89%Elevated
more lines added than baseline
42
5334399cchore: update download chart [skip ci]
github-actions[bot]
1mo ago+339 -346
86%Elevated
more lines added than baseline
43
0683f911docs: comprehensive update across 8 docs to v3.7.3
Flamehaven Initiative
3mo ago+348 -48
86%Elevated
more lines added than baseline
44
fae07b11feat(languages): Phase 3c Go analysis via GoAnalyzer v1.0.0
Flamehaven Initiativecopilotassisted
4mo ago+765 -2
86%Elevated
more lines added than baseline
45
c7ecb03cfeat(fp): v3.3.0 Phase 1 false-positive reduction
Flamehaven Initiativecopilotassisted
4mo ago+517 -42
86%Elevated
more lines added than baseline
46
2a76ba53Add LEDA injection emitter for SPAR workflows
Flamehaven Initiative
4mo ago+537 -0
86%Elevated
more lines added than baseline
47
ee08d2a7feat(vscode): v3.2.1 - LEDA self-calibration UI + purity dimension
Flamehaven Initiative
4mo ago+421 -6
86%Elevated
more lines added than baseline
48
7b51d597feat(calibration): self-calibrating weight optimizer from usage history (v2.9.3)
Flamehaven Initiative
5mo ago+601 -1
86%Elevated
more lines added than baseline
49
c94ad284release: v2.9.0
Flamehaven Initiative
5mo ago+571 -9
86%Elevated
more lines added than baseline
50
8ce8ce6efeat(v2.9): real training data pipeline + analyze_code_string
Flamehaven Initiative
5mo ago+384 -0
86%Elevated
more lines added than baseline
  • 3091d5dbAdd LICENSE and .vscodeignore to VS Code extension
    Author
    Flamehaven Labs
    When
    7mo ago
    Lines
    +549.1K -0
    Risk
    100%Elevated
  • 9a5cb349feat(ml): retrain on real dogfooding data, inject weights (v3.7.0)
    Author
    Flamehaven Initiative
    When
    3mo ago
    Lines
    +16.1K -127
    Risk
    99%Elevated
  • 9e5a9c8etest(e2e): add v3.2.1 e2e suite + fix calibrate() min_events default
    Author
    Flamehaven Initiative
    When
    4mo ago
    Lines
    +7.0K -2
    Risk
    99%Elevated
  • acefd186release(vscode): bump extension to 3.0.2
    Author
    Flamehaven Initiative
    When
    5mo ago
    Lines
    +4.1K -4.1K
    Risk
    99%Elevated
  • 408478a7fix: commit missing 3.0.x source files that were never pushed to git
    Author
    Flamehaven Initiative
    When
    5mo ago
    Lines
    +4.6K -4.6K
    Risk
    99%Elevated
  • 6dff13e0Feat: v2.5.0 Terminology Refactor & Advanced Reporting
    Author
    Flamehaven Labs
    When
    7mo ago
    Lines
    +17.3K -0
    Risk
    99%Elevated
  • 3d5a0163refactor(cli): split command surface and lazy-load heavy paths
    Author
    Flamehaven Initiative
    When
    2mo ago
    Lines
    +2.6K -1.6K
    Risk
    98%Elevated
  • 6f4d43a9feat(core): sovereign upgrade implementation (P0-P4)
    Author
    Flamehaven Initiative
    When
    2mo ago
    Lines
    +4.6K -156
    Risk
    98%Elevated
  • 22aa80b4feat: v3.2.0 — 4D calibration, --init bootstrap, LEDA loop closure
    Author
    Flamehaven Initiative
    When
    4mo ago
    Lines
    +7.0K -6.7K
    Risk
    98%Elevated
  • 1dbb3fadfeat: v2.8.0 Mathematical Foundations
    Author
    Flamehaven Initiative
    When
    5mo ago
    Lines
    +4.7K -340
    Risk
    98%Elevated
  • 3e0b74a0Normalize line endings for black CI check
    Author
    Flamehaven
    When
    6mo ago
    Lines
    +2.3K -2.3K
    Risk
    98%Elevated
  • e80a9b0cdocs: formalize tool philosophy and address self-referential bias
    Author
    Flamehaven Initiative
    When
    3mo ago
    Lines
    +1.9K -1.9K
    Risk
    96%Elevated
  • 2a87d033refactor(v2.9.1): self-inspection patch — zero deficit files
    Author
    Flamehaven Initiative
    When
    5mo ago
    Lines
    +1.8K -2.0K
    Risk
    96%Elevated
  • 9b7bef50fix: patch self-inspection deficit files (14.34 -> 11.65 avg deficit)
    Author
    Flamehaven Initiative
    When
    5mo ago
    Lines
    +1.9K -2.0K
    Risk
    96%Elevated
  • af0167eedocs: Add Remotion-generated screenshots for README
    Author
    Flamehaven Labs
    When
    6mo ago
    Lines
    +3.6K -0
    Risk
    96%Elevated
  • 349e2e8adocs: Major README improvements with Mermaid and docs/ structure
    Author
    Flamehaven Labs
    When
    6mo ago
    Lines
    +1.2K -144
    Risk
    96%Elevated
  • 1c3fe512feat(mass-update): Major architectural overhaul and stabilization
    Author
    Flamehaven Labs
    When
    7mo ago
    Lines
    +2.7K -37
    Risk
    96%Elevated
  • 4e0dc20aAdd missing documentation files
    Author
    Flamehaven Labs
    When
    7mo ago
    Lines
    +1.3K -251
    Risk
    96%Elevated
  • b53fd665v2.5.0: Critical patch, real-world tests, professional docs
    Author
    Flamehaven Labs
    When
    7mo ago
    Lines
    +2.0K -454
    Risk
    96%Elevated
  • a02a4f7brefactor(operations): split cleanup architecture and payload helpers
    Author
    Flamehaven Initiative
    When
    1mo ago
    Lines
    +1.4K -1.4K
    Risk
    94%Elevated
  • 6f15150dfeat(core): complete adaptive init and npm wrapper surfaces (Absorption Phase)
    Author
    Flamehaven Initiative
    When
    2mo ago
    Lines
    +1.9K -19
    Risk
    94%Elevated
  • e753468drelease: cut v3.8.1
    Author
    Flamehaven Initiative
    When
    2mo ago
    Lines
    +1.6K -275
    Risk
    94%Elevated
  • a72c02a5refactor: split god modules into focused units
    Author
    Flamehaven Initiative
    When
    4mo ago
    Lines
    +1.5K -1.4K
    Risk
    94%Elevated
  • 74246e11release: v3.0.2 — phantom import classification, LDR packaging init, placeholder precision
    Author
    Flamehaven Initiative
    When
    5mo ago
    Lines
    +1.3K -459
    Risk
    94%Elevated
  • dd235542Fix: CI/CD Pipeline & Python 3.8 Compatibility
    Author
    Flamehaven Labs
    When
    7mo ago
    Lines
    +1.7K -6.1K
    Risk
    94%Elevated
  • 756cb545refactor(dogfood): reduce p0 hotspots and update roadmap
    Author
    Flamehaven Initiative
    When
    2mo ago
    Lines
    +889 -380
    Risk
    92%Elevated
  • 1beb4bb7feat(ops): implement unified CLI workflows (audit, health, cleanup, watch, explain)
    Author
    Flamehaven Initiative
    When
    2mo ago
    Lines
    +1.1K -1
    Risk
    92%Elevated
  • 9e2c431dfeat(vscode): 3.7.1 — modular architecture + phantom_import Code Action
    Author
    Flamehaven Initiative
    When
    3mo ago
    Lines
    +816 -855
    Risk
    92%Elevated
  • 8a5b5ad3feat: add weekly PyPI download chart to README
    Author
    Flamehaven Initiative
    When
    3mo ago
    Lines
    +1.5K -0
    Risk
    92%Elevated
  • b55478adv2.6.3: Consent-based complexity and version alignment
    Author
    Flamehaven Labs
    When
    6mo ago
    Lines
    +1.3K -9
    Risk
    92%Elevated
  • 41a8c4bffeat(vscode): P1 presentation foundation - UX manifest + npm-API data layer
    Author
    Flamehaven Initiative
    When
    2mo ago
    Lines
    +923 -171
    Risk
    91%Elevated
  • 49a0c83erelease: cut v3.7.9
    Author
    Flamehaven Initiative
    When
    2mo ago
    Lines
    +861 -18
    Risk
    91%Elevated
  • 32f83c1cdocs(v3.5.0): update all docs for P1-P5 calibration, Go/JS/TS, domain-aware init
    Author
    Flamehaven Initiative
    When
    4mo ago
    Lines
    +573 -84
    Risk
    91%Elevated
  • a210fe81fix: black formatting + pyproject.toml readme content-type for PyPI upload
    Author
    Flamehaven Initiative
    When
    5mo ago
    Lines
    +931 -741
    Risk
    91%Elevated
  • b50a4625release: v2.6.1 - Configuration sovereignty and enhanced testing
    Author
    Flamehaven Labs
    When
    7mo ago
    Lines
    +1.0K -129
    Risk
    91%Elevated
  • a83ca5c0refactor(operations): split manifest hygiene and render helpers
    Author
    Flamehaven Initiative
    When
    1mo ago
    Lines
    +469 -447
    Risk
    89%Elevated
  • a252c252build(vscode): bundle extension with esbuild for a self-contained VSIX
    Author
    Flamehaven Initiative
    When
    2mo ago
    Lines
    +518 -14
    Risk
    89%Elevated
  • 2147dab5feat(v3.1.0): math model fixes, stub/clone/naming pattern detection
    Author
    Flamehaven Initiative
    When
    4mo ago
    Lines
    +711 -9
    Risk
    89%Elevated
  • 1bccf76ffeat(vscode): release extension v2.9.0
    Author
    Flamehaven Initiative
    When
    5mo ago
    Lines
    +474 -396
    Risk
    89%Elevated
  • 115a737dImplement Feature #6: CI Gate 3-Tier Enforcement System
    Author
    Flamehaven Labs
    When
    7mo ago
    Lines
    +597 -0
    Risk
    89%Elevated
  • dfd8408aImplement Phase 1: Placeholder Catalog + Question Generation UX
    Author
    Flamehaven Labs
    When
    7mo ago
    Lines
    +741 -1
    Risk
    89%Elevated
  • 5334399cchore: update download chart [skip ci]
    Author
    github-actions[bot]
    When
    1mo ago
    Lines
    +339 -346
    Risk
    86%Elevated
  • 0683f911docs: comprehensive update across 8 docs to v3.7.3
    Author
    Flamehaven Initiative
    When
    3mo ago
    Lines
    +348 -48
    Risk
    86%Elevated
  • fae07b11feat(languages): Phase 3c Go analysis via GoAnalyzer v1.0.0
    Author
    Flamehaven Initiative
    When
    4mo ago
    Lines
    +765 -2
    Risk
    86%Elevated
  • c7ecb03cfeat(fp): v3.3.0 Phase 1 false-positive reduction
    Author
    Flamehaven Initiative
    When
    4mo ago
    Lines
    +517 -42
    Risk
    86%Elevated
  • 2a76ba53Add LEDA injection emitter for SPAR workflows
    Author
    Flamehaven Initiative
    When
    4mo ago
    Lines
    +537 -0
    Risk
    86%Elevated
  • ee08d2a7feat(vscode): v3.2.1 - LEDA self-calibration UI + purity dimension
    Author
    Flamehaven Initiative
    When
    4mo ago
    Lines
    +421 -6
    Risk
    86%Elevated
  • 7b51d597feat(calibration): self-calibrating weight optimizer from usage history (v2.9.3)
    Author
    Flamehaven Initiative
    When
    5mo ago
    Lines
    +601 -1
    Risk
    86%Elevated
  • c94ad284release: v2.9.0
    Author
    Flamehaven Initiative
    When
    5mo ago
    Lines
    +571 -9
    Risk
    86%Elevated
  • 8ce8ce6efeat(v2.9): real training data pipeline + analyze_code_string
    Author
    Flamehaven Initiative
    When
    5mo ago
    Lines
    +384 -0
    Risk
    86%Elevated
Showing 50 of 346 commits

How the score behaves here

Change risk →

Two views of the same model: where the cuts fall, and what commit shape lands you above them.

Score distribution

Every scored commit, binned on the raw 0 to 10 score rather than the percentile. Percentile ranks are uniform by construction, so that axis has no shape to draw. The dashed lines are the tercile cuts behind each row's priority pill.

049typical ↑↑ elevated0.05.010.0Change-risk score →
Below typical
Typical
Elevated

Size against diffusion

The 200 most recent commits, on their own recency sample rather than the feed above: that defaults to risk-sorted, so reusing it would plot only the top tercile and call it the spread. Big and scattered is what the model penalises. Click a dot to open it.

1101001,00010,000Lines changed (log) →0.04.2Diffusion →
Below typical61
Typical70
Elevated69

Commit history for flamehaven01/ai-slop-detector

flamehaven01/ai-slop-detector has 373 commits in its history from 4 contributors, the first of them Jan 9, 2026. In the last 90 days 102 files were touched, 305 times in total, most often __init__.py. Every commit is scored for change risk from its size, spread and the history of the files it touches.