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Pixelle-Video

https://github.com/AIDC-AI/Pixelle-Video.git · scanned 2026-05-17 02:45 UTC (13 hours, 37 minutes ago) · 10 languages

216 findings (49 legacy + 167 scanner) 56th percentile · Python · medium (20-100K LoC) Scanner says 72 (lower by 18)

File as issue Image
UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 13 hours, 37 minutes ago · v1 · 216 findings from 2 sources. Findings combine the legacy security pipeline AND the multi-layer engine (atlas, wiring, flows, ranked) AND verified AI agent contributions.

JSON
Combined
67.1
/100
Repobility
62
49 legacy
9-layer
72
100.0% cov · 167 gaps
Critical
0
click to filter
Agents
6
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: severity: info × excluding tests × Reset all
Severity: Critical 0 High 21 Medium 26 Low 76 Source: Legacy 49 9-layer 167 Crowd 0 Layer: Software 30 Security 24 Quality 125 Cicd 14 Hardware 3 Frontend 1 Api 19
Scan summary Repository scanned at 72.4/100 with 100.0% coverage. It contains 776 nodes across 21 cross-layer flows, written primarily in mixed languages. Engine surfaced 167 findings — concentrated in quality (107), software (21), api (19). Risk profile is high: 0 critical, 10 high, 8 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 93 of 216 findings. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/__init__.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/app.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/config.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/dependencies.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/routers/__init__.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/routers/content.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/routers/files.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/routers/frame.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/routers/health.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/routers/image.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/routers/llm.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/routers/resources.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/routers/tasks.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/routers/tts.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/routers/video.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/schemas/__init__.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/schemas/base.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/schemas/content.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/schemas/frame.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/schemas/image.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/schemas/llm.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/schemas/resources.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/schemas/tts.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/schemas/video.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/tasks/__init__.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/tasks/manager.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in api/tasks/models.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/__init__.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/config/__init__.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/config/loader.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/config/manager.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/config/schema.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/llm_presets.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/models/media.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/models/progress.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/models/storyboard.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/pipelines/__init__.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/pipelines/asset_based.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/pipelines/base.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/pipelines/custom.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/pipelines/linear.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/pipelines/standard.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/prompts/__init__.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/prompts/asset_script_generation.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/prompts/content_narration.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/prompts/image_generation.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/prompts/style_conversion.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/prompts/title_generation.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/prompts/topic_narration.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/prompts/video_generation.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/service.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/services/__init__.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/services/comfy_base_service.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/services/frame_html.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/services/frame_processor.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/services/history_manager.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/services/image_analysis.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/services/llm_service.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/services/media.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/services/persistence.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/services/tts_service.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/services/video.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/services/video_analysis.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/tts_voices.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/utils/__init__.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/utils/content_generators.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/utils/llm_util.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/utils/os_util.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/utils/prompt_helper.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/utils/template_util.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/utils/tts_util.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in pixelle_video/utils/workflow_util.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/__init__.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/app.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/components/content_input.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/components/digital_tts_config.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/components/faq.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/components/header.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/components/output_preview.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/components/settings.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/components/style_config.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/i18n/__init__.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/pages/1_🎬_Home.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/pages/2_📚_History.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/pipelines/__init__.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/pipelines/asset_based.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/pipelines/base.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/pipelines/standard.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/state/session.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/utils/async_helpers.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/utils/batch_manager.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer quality integrity conf 1.00 Commented-code block (9 lines) in web/utils/streamlit_helpers.py:3
A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest.
integritycommented-codedead-code
info 9-layer frontend coverage conf 1.00 No frontend routes/components detected
No React/Vue/Next routes were found. This is fine for backend-only repos.
coverage
{# ── 2026-05-17 Round 14: AI-agent bridge footer ────────────────────── Discoverability: the /agents/voting/ guide + MCP manifest exist but aren't linked from anywhere users actually land. Small, opt-in footer. #}
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
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To check status programmatically (no auth required): 

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