Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.

Pixelle-Video

https://github.com/AIDC-AI/Pixelle-Video.git · scanned 2026-05-17 02:45 UTC (13 hours, 34 minutes ago) · 10 languages

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

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 13 hours, 34 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
Severity distribution — click a segment to filter
Active filters: layer: quality × excluding tests × Reset all
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 125 of 216 findings. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

high Legacy quality testing No test files found
Add a test directory (tests/ or __tests__/) with unit tests for core functionality. Use pytest (Python), Jest (JS/TS), or go test (Go). Start with tests for critical business logic and security-sensitive functions.
testinglegacy
medium Legacy quality quality conf 0.72 Agent control bridge may listen on a network interface without visible auth
Agent, MCP, sidecar, and command bridge servers often start as local helpers. Binding them to 0.0.0.0 or a default all-interface listener without an authorization guard can expose tool execution or session data to the LAN.
docker-compose.yml:35 qualitylegacy
medium Legacy quality quality conf 0.70 Public web app has no Content Security Policy
A Content Security Policy reduces the blast radius of injected scripts if the app is ever served through preview, static hosting, or a web container outside its normal sandbox.
index.html qualitylegacy
medium Legacy quality quality conf 0.78 Public web service has no security.txt
security.txt gives researchers and customers a safe disclosure channel. Public web apps and APIs should publish it under /.well-known/security.txt.
.well-known/security.txt qualitylegacy
medium 9-layer quality integrity conf 1.00 Network/subprocess call without timeout or try/except — packaging/windows/build.py:349
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
integrityfragile-runtimerobustness
medium 9-layer quality integrity conf 1.00 Network/subprocess call without timeout or try/except — pixelle_video/pipelines/asset_based.py:630
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
integrityfragile-runtimerobustness
medium 9-layer quality integrity conf 1.00 Network/subprocess call without timeout or try/except — pixelle_video/services/video.py:238
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
integrityfragile-runtimerobustness
medium 9-layer quality tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 100 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
testscoverage
low Legacy quality quality conf 0.86 Duplicated implementation block across source files
Duplicated blocks are a common artifact when generated code is pasted or recreated instead of reused. They increase maintenance cost because every future bug fix must be found in multiple locations.
pixelle_video/services/persistence.py:453 qualitylegacy
low Legacy quality quality conf 0.86 Duplicated implementation block across source files
Duplicated blocks are a common artifact when generated code is pasted or recreated instead of reused. They increase maintenance cost because every future bug fix must be found in multiple locations.
web/pipelines/i2v.py:147 qualitylegacy
low Legacy quality quality conf 0.86 Duplicated implementation block across source files
Duplicated blocks are a common artifact when generated code is pasted or recreated instead of reused. They increase maintenance cost because every future bug fix must be found in multiple locations.
web/pipelines/digital_human.py:501 qualitylegacy
low Legacy quality quality conf 0.86 Duplicated implementation block across source files
Duplicated blocks are a common artifact when generated code is pasted or recreated instead of reused. They increase maintenance cost because every future bug fix must be found in multiple locations.
web/pipelines/digital_human.py:82 qualitylegacy
low Legacy quality quality conf 0.86 Duplicated implementation block across source files
Duplicated blocks are a common artifact when generated code is pasted or recreated instead of reused. They increase maintenance cost because every future bug fix must be found in multiple locations.
web/pipelines/asset_based.py:245 qualitylegacy
low Legacy quality quality conf 0.86 Duplicated implementation block across source files
Duplicated blocks are a common artifact when generated code is pasted or recreated instead of reused. They increase maintenance cost because every future bug fix must be found in multiple locations.
web/pipelines/asset_based.py:158 qualitylegacy
low Legacy quality quality conf 0.86 Duplicated implementation block across source files
Duplicated blocks are a common artifact when generated code is pasted or recreated instead of reused. They increase maintenance cost because every future bug fix must be found in multiple locations.
web/components/style_config.py:11 qualitylegacy
low Legacy quality quality conf 0.86 Duplicated implementation block across source files
Duplicated blocks are a common artifact when generated code is pasted or recreated instead of reused. They increase maintenance cost because every future bug fix must be found in multiple locations.
pixelle_video/services/video_analysis.py:75 qualitylegacy
low Legacy quality quality conf 0.86 Duplicated implementation block across source files
Duplicated blocks are a common artifact when generated code is pasted or recreated instead of reused. They increase maintenance cost because every future bug fix must be found in multiple locations.
pixelle_video/services/media.py:153 qualitylegacy
low Legacy quality quality conf 0.86 Duplicated implementation block across source files
Duplicated blocks are a common artifact when generated code is pasted or recreated instead of reused. They increase maintenance cost because every future bug fix must be found in multiple locations.
pixelle_video/pipelines/standard.py:359 qualitylegacy
low Legacy quality quality conf 0.64 Public docs site has no llms.txt
AI coding agents increasingly read llms.txt to find canonical docs and API workflows. Without it, agents are more likely to browse pages repeatedly or use stale instructions.
llms.txt qualitylegacy
low Legacy quality quality conf 0.50 Public web app has no humans.txt
humans.txt is optional, but it gives operators and reviewers a simple place to find ownership, contact, and important public documentation links.
humans.txt qualitylegacy
low Legacy quality quality conf 0.74 Public web app has no robots.txt
Public websites should publish a robots.txt file so crawlers and AI agents can discover crawl rules and sitemap locations without guessing.
robots.txt qualitylegacy
low Legacy quality quality conf 0.72 Public web app has no sitemap
A sitemap gives search engines, docs crawlers, and AI agents a structured list of public pages. Without one, important docs and product pages are easy to miss.
sitemap.xml qualitylegacy
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: api/routers/video.py:generate_video_sync, api/routers/video.py:generate_video_async This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate.
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: web/pipelines/action_transfer.py:list_action_transfer_workflows, web/pipelines/i2v.py:list_i2v_workflows This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why th…
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: web/pipelines/action_transfer.py:generate_audio_visual_video, web/pipelines/i2v.py:generate_audio_visual_video This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document …
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: web/components/style_config.py:render_style_config, web/components/digital_tts_config.py:render_style_config This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document wh…
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: pixelle_video/llm_presets.py:get_preset_names, pixelle_video/llm_presets.py:get_preset This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate.
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: pixelle_video/pipelines/standard.py:frame_progress_callback, pixelle_video/pipelines/standard.py:frame_progress_callback This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or…
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: pixelle_video/utils/content_generators.py:generate_image_prompts, pixelle_video/utils/content_generators.py:generate_video_prompts This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Cons…
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: pixelle_video/services/history_manager.py:get_task_list, pixelle_video/services/persistence.py:list_tasks_paginated This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or docu…
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: pixelle_video/services/history_manager.py:get_statistics, pixelle_video/services/persistence.py:get_statistics This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document …
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: pixelle_video/services/history_manager.py:delete_task, pixelle_video/services/persistence.py:delete_task This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why th…
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: pixelle_video/prompts/image_generation.py:build_image_prompt_prompt, pixelle_video/prompts/video_generation.py:build_video_prompt_prompt This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene)…
integrityduplicatedry
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
{# ── 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.
For AI agents + API integrations
Email me when this repo regresses
Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.
API access

This page is publicly accessible at: https://repobility.com/scan/165367cf-223f-4f21-bba3-528fca54e0e5/

To check status programmatically (no auth required):

curl -s https://repobility.com/api/v1/public/scan/165367cf-223f-4f21-bba3-528fca54e0e5/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.