AI Slop Code RIsk Monitor

calesthio/OpenMontage

World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI coding assistant into a full video production studio.

15.6 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for calesthio/OpenMontage, a Python project with 66,329 GitHub stars. SynthScan examined 433,327 lines of code across 1943 source files, recording 3748 pattern matches distributed across 23 syntactic categories. The legacy adjusted pattern signal is 15.6 (Elevated pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

15.6
Adjusted Signal
15.6
Raw Pattern Score
100%
Time Factor
2026-10-03
Last Push
66.3K
Stars
Python
Language
433.3K
Lines of Code
1.9K
Files
3.7K
Pattern Hits
2026-10-12
Scan Date
0.10
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 24.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1920 finding(s).

Hallucinated Dependency & Supply Chain Risk 11.0/100 · LOW

Are imports declared and package/API names verified? 656 finding(s).

Agent Over-Engineering Ratio 40.4/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 2312 finding(s).

PR Review Velocity Impact 52.1/100 · HIGH

Which changes need focused human review? 3748 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 2HIGH 200MEDIUM 809LOW 2737

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 3748 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators664 hits · 2350 pts
SeverityFileLineSnippetContext
MEDIUM⚡tools/video/video_stitch.py401 # ------------------------------------------------------------------COMMENT
MEDIUM⚡tools/video/video_stitch.py403 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_stitch.py200 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_stitch.py202 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_stitch.py252 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_stitch.py254 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_stitch.py310 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_stitch.py312 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_stitch.py477 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_stitch.py479 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_stitch.py737 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_stitch.py739 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_stitch.py776 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_stitch.py778 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_stitch.py945 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_stitch.py947 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/_wan_engine.py56# --------------------------------------------------------------------------COMMENT
MEDIUMtools/video/_wan_engine.py58# --------------------------------------------------------------------------COMMENT
MEDIUM⚡tools/video/_wan_engine.py96# --------------------------------------------------------------------------COMMENT
MEDIUM⚡tools/video/_wan_engine.py98# --------------------------------------------------------------------------COMMENT
MEDIUMtools/video/_wan_engine.py299# --------------------------------------------------------------------------COMMENT
MEDIUMtools/video/_wan_engine.py301# --------------------------------------------------------------------------COMMENT
MEDIUMtools/video/_wan_engine.py377# --------------------------------------------------------------------------COMMENT
MEDIUMtools/video/_wan_engine.py379# --------------------------------------------------------------------------COMMENT
MEDIUMtools/video/_wan_engine.py412# --------------------------------------------------------------------------COMMENT
MEDIUMtools/video/_wan_engine.py414# --------------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_compose.py2138 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/video_compose.py2140 # ------------------------------------------------------------------COMMENT
MEDIUM⚡tools/video/clip_cache.py314 # ------------------------------------------------------------------COMMENT
MEDIUM⚡tools/video/clip_cache.py316 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py87# ----------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py89# ----------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py122# ----------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py124# ----------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py172# ----------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py174# ----------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py210 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py212 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py257 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py259 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py474 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py476 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py518# ----------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py520# ----------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py546# ----------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_cache.py548# ----------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_search.py182 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/clip_search.py184 # ------------------------------------------------------------------COMMENT
MEDIUM⚡tools/video/clip_search.py232# ----------------------------------------------------------------------COMMENT
MEDIUM⚡tools/video/clip_search.py234# ----------------------------------------------------------------------COMMENT
MEDIUMtools/video/direct_clip_search.py241 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/direct_clip_search.py243 # ------------------------------------------------------------------COMMENT
MEDIUM⚡tools/video/direct_clip_search.py549# ----------------------------------------------------------------------COMMENT
MEDIUM⚡tools/video/direct_clip_search.py551# ----------------------------------------------------------------------COMMENT
MEDIUM⚡tools/video/corpus_builder.py469 # ------------------------------------------------------------------COMMENT
MEDIUM⚡tools/video/corpus_builder.py471 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/corpus_builder.py235 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/corpus_builder.py237 # ------------------------------------------------------------------COMMENT
MEDIUMtools/video/corpus_builder.py625# ----------------------------------------------------------------------COMMENT
MEDIUMtools/video/corpus_builder.py627# ----------------------------------------------------------------------COMMENT
604 more matches not shown…
Hyper-Verbose Identifiers1120 hits · 1090 pts
SeverityFileLineSnippetContext
LOWtools/google_credentials.py32def service_account_configured() -> bool:CODE
LOWtools/capture/screen_capture_selector.py256 def _build_recommendation_message(self, recommended: str, options: list[dict]) -> str:CODE
LOWtools/capture/screen_recorder.py35def _detect_audio_device_windows() -> str | None:CODE
LOWtools/video/auto_reframe.py271 def _compute_output_resolution(CODE
LOWtools/video/auto_reframe.py334 def _compute_face_tracked_crop(CODE
LOW⚡tools/video/video_stitch.py405 def _resolve_normalization_target(CODE
LOWtools/video/video_stitch.py635 def _stitch_fade_through_black(CODE
LOWtools/video/remotion_caption_burn.py182 def _segments_to_word_captions(CODE
LOWtools/video/video_compose.py766 def _cuts_to_cinematic_scenes(cuts: list[dict[str, Any]]) -> list[dict[str, Any]]:CODE
LOWtools/video/video_compose.py1265 def _build_theme_from_playbook(CODE
LOWtools/video/video_compose.py2178 def _compare_transcript_to_script(CODE
LOWtools/video/_shared.py297def local_install_instructions() -> str:CODE
LOWtools/video/veo_video.py171 def _get_google_credentials_status(self) -> bool:CODE
LOWtools/video/green_screen_processor.py298 def _detect_green_screen_histogram(self, sample_paths: list[Path]) -> bool:CODE
LOWtools/video/sora_video.py214 def _openai_sdk_supports_videos(cls) -> bool:CODE
LOWtools/video/direct_clip_search.py602 def iter_content_with_deadline(*iter_args, **iter_kwargs):CODE
LOWtools/video/hyperframes_compose.py1014 def _resolve_and_stage_assets(CODE
LOWtools/video/kling_official_video.py494 def _normalize_omni_image_list(CODE
LOWtools/video/kling_official_video.py552 def _normalize_omni_video_list(CODE
LOWtools/video/kling_official_video.py624 def _reference_metadata_from_classic_payload(payload: dict[str, Any]) -> list[dict[str, Any]]:CODE
LOWtools/video/kling_official_video.py668 def _estimate_reference_count(inputs: dict[str, Any]) -> int:CODE
LOWtools/video/video_selector.py644 def _custom_workflow_eligible(CODE
LOWtools/video/seedance_ark.py1126 def _local_or_data_audio_duration(CODE
LOWtools/video/seedance_ark.py1160 def _probe_local_audio_duration(path: Path, *, max_seconds: int = 15) -> float:CODE
LOWtools/video/seedance_ark.py1205 def _validate_optional_parameters(self, payload: dict[str, Any]) -> None:CODE
LOWtools/video/stock_sources/unsplash.py154def _orientation_for_unsplash(orientation: str | None) -> str | None:CODE
LOWtools/analysis/video_analyzer.py602 def _compute_keyframe_timestamps(CODE
LOWtools/_kling/omni.py11def build_image_prompt_references(CODE
LOWtools/_kling/media.py94def extension_from_content_type(content_type: str | None, default: str = ".png") -> str:CODE
LOWtools/_kling/client.py188 def _raise_for_business_error(self, data: dict[str, Any]) -> None:CODE
LOWtools/_kling/account.py19def reset_account_usage_cache() -> None:CODE
LOWtools/_kling/account.py106def account_usage_hint_for_error(error: KlingAPIError) -> dict[str, Any]:CODE
LOWtools/audio/kling_tts.py229 def _create_and_collect_audios(CODE
LOWtools/audio/google_music.py128 def _get_google_credentials_status(self) -> bool:CODE
LOWtools/avatar/kling_lip_sync.py495 def _apply_face_timing_defaults(CODE
LOWtools/avatar/kling_lip_sync.py577 def _face_choose_result_metadata(CODE
LOWtools/graphics/image_selector.py509 def _custom_workflow_eligible(self, tool: BaseTool, inputs: dict[str, Any]) -> bool:CODE
LOWtools/graphics/kling_official_image.py255 def _build_generation_request(self, inputs: dict[str, Any]) -> dict[str, Any]:CODE
LOWtools/graphics/kling_official_image.py328 def _normalize_omni_image_list(CODE
LOWtools/graphics/kling_official_image.py410 def _reference_metadata_from_generation_payload(payload: dict[str, Any]) -> list[dict[str, Any]]:CODE
LOWtools/_comfyui/client.py237 def _history_entry_if_reachable(self, prompt_id: str) -> dict | None:CODE
LOWtests/conftest.py98 def guarded_create_connection(address, *args, **kwargs):CODE
LOWtests/conftest.py122def pytest_collection_modifyitems(config, items):CODE
LOW⚡tests/test_network_guard.py18 def test_raw_socket_connect_is_blocked(self):CODE
LOW⚡tests/test_network_guard.py24 def test_create_connection_is_blocked(self):CODE
LOW⚡tests/test_network_guard.py29 def test_requests_cannot_reach_a_provider(self):CODE
LOW⚡tests/test_network_guard.py34 def test_loopback_still_permitted(self):CODE
LOWtests/test_network_guard.py50 def test_atlas_image_fails_instead_of_billing(self, monkeypatch, tmp_path):CODE
LOWtests/test_network_guard.py59 def test_atlas_video_fails_instead_of_billing(self, monkeypatch, tmp_path):CODE
LOWtests/test_network_guard.py72 def test_this_should_never_run_by_default(self):CODE
LOWtests/tools/test_grok_video_quality_score.py15def test_grok_video_has_quality_score():CODE
LOWtests/tools/test_grok_video_quality_score.py21def test_quality_score_surfaces_in_tool_info():CODE
LOW⚡tests/tools/test_video_selector_routing.py119def test_two_tools_sharing_provider_are_both_selectable(rankings):CODE
LOW⚡tests/tools/test_video_selector_routing.py164def test_preferred_provider_honored_when_within_gap(rankings):CODE
LOW⚡tests/tools/test_video_selector_routing.py235def test_fallback_excludes_image_selector_for_image_to_video():CODE
LOW⚡tests/tools/test_video_selector_routing.py241def test_fallback_excludes_image_selector_for_reference_to_video():CODE
LOW⚡tests/tools/test_video_selector_routing.py247def test_fallback_keeps_image_selector_for_text_to_video():CODE
LOW⚡tests/tools/test_video_selector_routing.py254def test_static_fallback_tools_property_still_lists_image_selector():CODE
LOW⚡tests/tools/test_video_selector_routing.py263def test_estimate_cost_uses_selected_provider(rankings):CODE
LOW⚡tests/tools/test_video_selector_routing.py274def test_estimate_runtime_uses_selected_provider(rankings):CODE
1060 more matches not shown…
Structural Annotation Overuse396 hits · 647 pts
SeverityFileLineSnippetContext
LOW⚡tools/video/green_screen_composite.py147 # Step 1: Probe both videosCOMMENT
LOW⚡tools/video/green_screen_composite.py157 # Step 2: Use the LOWER fps (typically 15fps from speaker)COMMENT
LOWtools/video/green_screen_composite.py169 # Step 3: Extract frames from both videosCOMMENT
LOWtools/video/green_screen_composite.py195 # Step 4: Composite each frame pairCOMMENT
LOW⚡tools/video/green_screen_composite.py215 # Step 5: Encode composite frames to videoCOMMENT
LOW⚡tools/video/green_screen_composite.py219 # Step 6: Mux audio if providedCOMMENT
LOW⚡tools/video/green_screen_composite.py246 # Step 7: Clean up temp directoriesCOMMENT
LOWtools/video/video_compose.py638 # Step 2: Concat segmentsCOMMENT
LOWtools/video/video_compose.py655 # Step 3: Apply subtitles and/or replace audioCOMMENT
LOW⚡tools/video/green_screen_processor.py128 # Step 1: Probe input videoCOMMENT
LOW⚡tools/video/green_screen_processor.py138 # Step 2: Determine methodCOMMENT
LOW⚡tools/video/green_screen_processor.py142 # Step 3: Set up temp directory for frame processingCOMMENT
LOW⚡tools/video/green_screen_processor.py147 # Step 4: Extract frames at target fpsCOMMENT
LOWtools/video/green_screen_processor.py158 # Step 5: Process framesCOMMENT
LOWtools/video/green_screen_processor.py177 # Step 6: Reconstruct video from processed framesCOMMENT
LOWtools/video/silence_cutter.py119 # Step 1: Detect silence segmentsCOMMENT
LOW⚡tools/video/silence_cutter.py143 # Step 2: Compute speech segments (inverse of silence)COMMENT
LOW⚡tools/video/silence_cutter.py148 # Step 3: Handle based on modeCOMMENT
LOW⚡tools/analysis/audio_energy.py122 # Step 1: Get audio durationCOMMENT
LOW⚡tools/analysis/audio_energy.py142 # Step 2: Run ebur128 loudness analysisCOMMENT
LOW⚡tools/analysis/audio_energy.py159 # Step 3: Parse momentary loudness (M:) valuesCOMMENT
LOW⚡tools/analysis/audio_energy.py179 # Step 4: Downsample to 1-second intervals (average per second)COMMENT
LOW⚡tools/analysis/audio_energy.py203 # Step 5: Find key momentsCOMMENT
LOW⚡tools/analysis/audio_energy.py223 # Step 6: Find best window for video durationCOMMENT
LOW⚡tools/analysis/audio_energy.py256 # Step 7: Loop recommendationCOMMENT
LOWtools/analysis/video_downloader.py192 # Step 1: Always get metadata firstCOMMENT
LOW⚡tools/audio/suno_music.py157 # Step 1: Submit generation requestCOMMENT
LOW⚡tools/audio/suno_music.py160 # Step 2: Poll for completionCOMMENT
LOW⚡tools/audio/suno_music.py163 # Step 3: Download audioCOMMENT
LOW⚡tools/audio/freesound_music.py131 # Step 1: Search for matching soundsCOMMENT
LOW⚡tools/audio/freesound_music.py141 # Step 2: Pick the top result (sorted by rating)COMMENT
LOW⚡tools/audio/freesound_music.py144 # Step 3: Download the HQ MP3 previewCOMMENT
LOW⚡tools/audio/pixabay_music.py144 # Step 1: Search Pixabay MusicCOMMENT
LOW⚡tools/audio/pixabay_music.py154 # Step 2: Filter by durationCOMMENT
LOW⚡tools/audio/pixabay_music.py167 # Step 3: Pick the first matching trackCOMMENT
LOW⚡tools/audio/pixabay_music.py170 # Step 4: Download the audioCOMMENT
LOW⚡tools/audio/pixabay_music.py226 # Step 1: Fetch search page HTML (sets cookies)COMMENT
LOW⚡tools/audio/pixabay_music.py235 # Step 2: Extract bootstrap URL and fetch track dataCOMMENT
LOW⚡tools/audio/pixabay_music.py240 # Step 3: Fallback — scrape HTML directly (legacy strategies)COMMENT
LOW⚡tests/qa/test_08_end_to_end.py471# Step 1: Mix narration + musicCOMMENT
LOWtests/qa/test_08_end_to_end.py501# Step 2: Compose videoCOMMENT
LOW.agents/skills/music-to-video/SKILL.md23## Step 0: Setup, BGM, and inputsCOMMENT
LOW.agents/skills/music-to-video/SKILL.md45## Step 1: Analyze the musicCOMMENT
LOW.agents/skills/music-to-video/SKILL.md66## Step 2: Frame skeleton (structure only)COMMENT
LOW.agents/skills/music-to-video/SKILL.md76## Step 3: Fill the plan (user-gated)COMMENT
LOW.agents/skills/music-to-video/SKILL.md96## Step 4: Build frames from the planCOMMENT
LOW.agents/skills/music-to-video/SKILL.md121## Step 5: AssembleCOMMENT
LOW.agents/skills/music-to-video/SKILL.md138## Step 6: Verify and renderCOMMENT
LOW.agents/skills/remotion-to-hyperframes/SKILL.md42### Step 1: Lint the sourceCOMMENT
LOW.agents/skills/remotion-to-hyperframes/SKILL.md52### Step 2: Plan the translationCOMMENT
LOW.agents/skills/remotion-to-hyperframes/SKILL.md68### Step 3: Generate the HF compositionCOMMENT
LOW.agents/skills/remotion-to-hyperframes/SKILL.md80### Step 4: ValidateCOMMENT
LOW.agents/skills/remotion-to-hyperframes/SKILL.md99### Step 5: Document gapsCOMMENT
LOW⚡…ts/skills/video-understand/scripts/understand_video.py436 # Step 1: Probe videoCOMMENT
LOW⚡…ts/skills/video-understand/scripts/understand_video.py441 # Step 2: Extract framesCOMMENT
LOW⚡…ts/skills/video-understand/scripts/understand_video.py464 # Step 3: Subsample if neededCOMMENT
LOW⚡…ts/skills/video-understand/scripts/understand_video.py467 # Step 4: Assign timestampsCOMMENT
LOW…ts/skills/video-understand/scripts/understand_video.py482 # Step 5: TranscribeCOMMENT
LOW…skills/hyperframes-registry/references/contributing.md11### Step 1: ClarifyCOMMENT
LOW…skills/hyperframes-registry/references/contributing.md24### Step 2: ScaffoldCOMMENT
336 more matches not shown…
Unused Imports548 hits · 532 pts
SeverityFileLineSnippetContext
LOWrender_demo.py13CODE
LOWtools/atlas_models.py8CODE
LOWtools/google_credentials.py13CODE
LOWtools/cost_tracker.py10CODE
LOWtools/tool_registry.py7CODE
LOWtools/provider_routing.py3CODE
LOWtools/fal_media.py3CODE
LOWtools/atlas_client.py17CODE
LOWtools/base_tool.py7CODE
LOWtools/schema_media.py3CODE
LOWtools/provider_jobs.py3CODE
LOWtools/capture/screen_capture_selector.py10CODE
LOWtools/capture/screen_recorder.py13CODE
LOWtools/capture/screen_recorder.py17CODE
LOWtools/capture/cap_recorder.py20CODE
LOWtools/capture/cap_recorder.py23CODE
LOWtools/video/ltx_video_local.py3CODE
LOWtools/video/minimax_video.py8CODE
LOWtools/video/jimeng_video.py15CODE
LOWtools/video/kling_video.py6CODE
LOWtools/video/atlas_video.py3CODE
LOWtools/video/pexels_video.py3CODE
LOWtools/video/video_trimmer.py8CODE
LOWtools/video/video_trimmer.py10CODE
LOWtools/video/hunyuan_video.py3CODE
LOWtools/video/auto_reframe.py14CODE
LOWtools/video/video_stitch.py9CODE
LOWtools/video/grok_video.py7CODE
LOWtools/video/minimax_fal_video.py3CODE
LOWtools/video/green_screen_composite.py11CODE
LOWtools/video/_wan_engine.py21CODE
LOWtools/video/remotion_caption_burn.py31CODE
LOWtools/video/cogvideo_video.py3CODE
LOWtools/video/video_compose.py31CODE
LOWtools/video/video_compose.py2838CODE
LOWtools/video/_shared.py3CODE
LOWtools/video/wan_video.py9CODE
LOWtools/video/veo_video.py8CODE
LOWtools/video/green_screen_processor.py13CODE
LOWtools/video/green_screen_processor.py16CODE
LOWtools/video/clip_cache.py60CODE
LOWtools/video/heygen_video.py3CODE
LOWtools/video/pixabay_video.py3CODE
LOWtools/video/clip_search.py33CODE
LOWtools/video/clip_search.py38CODE
LOWtools/video/clip_search.py172CODE
LOWtools/video/clip_search.py173CODE
LOWtools/video/clip_search.py174CODE
LOWtools/video/sora_video.py3CODE
LOWtools/video/direct_clip_search.py34CODE
LOWtools/video/corpus_builder.py54CODE
LOWtools/video/seedance_video.py7CODE
LOWtools/video/comfyui_video.py8CODE
LOWtools/video/silence_cutter.py13CODE
LOWtools/video/hyperframes_compose.py16CODE
LOWtools/video/kling_official_video.py3CODE
LOWtools/video/seedance_replicate.py12CODE
LOWtools/video/showcase_card.py9CODE
LOWtools/video/hunyuan_cloud_video.py14CODE
LOWtools/video/gemini_omni_video.py16CODE
488 more matches not shown…
Excessive Try-Catch Wrapping381 hits · 418 pts
SeverityFileLineSnippetContext
LOWtools/google_credentials.py128 except Exception as exc: # noqa: BLE001 - re-raised as actionable messageCODE
LOWtools/fal_media.py317 except Exception as exc:CODE
LOWtools/atlas_client.py77 except Exception as exc: # noqa: BLE001 - surface the raw text, not a parse traceCODE
LOWtools/atlas_client.py115 except Exception as exc: # noqa: BLE001CODE
LOWtools/atlas_client.py150 except Exception as exc: # noqa: BLE001CODE
LOWtools/atlas_client.py208 except Exception as exc: # noqa: BLE001CODE
LOWtools/atlas_client.py226 except Exception as exc: # noqa: BLE001CODE
LOWtools/base_tool.py174 except Exception:CODE
LOWtools/base_tool.py205 except Exception as exc:CODE
LOWtools/schema_media.py389 except Exception as exc:CODE
LOWtools/capture/screen_recorder.py52 except Exception:CODE
LOWtools/capture/screen_recorder.py75 except Exception:CODE
LOWtools/capture/screen_recorder.py252 except Exception as exc:CODE
LOWtools/capture/screen_recorder.py392 except Exception:CODE
LOWtools/capture/cap_recorder.py135 except Exception:CODE
LOWtools/video/ltx_video_local.py92 except Exception as exc:CODE
LOWtools/video/minimax_video.py627 except Exception as e: # noqa: BLE001 - surface a redacted error to the callerCODE
LOWtools/video/jimeng_video.py203 except Exception as exc:CODE
LOWtools/video/kling_video.py189 except Exception as e:CODE
LOWtools/video/atlas_video.py379 except Exception as exc: # noqa: BLE001CODE
LOWtools/video/pexels_video.py189 except Exception as e:CODE
LOWtools/video/video_trimmer.py99 except Exception as e:CODE
LOWtools/video/hunyuan_video.py92 except Exception as exc:CODE
LOWtools/video/auto_reframe.py239 except Exception:CODE
LOWtools/video/auto_reframe.py329 except Exception:CODE
LOWtools/video/auto_reframe.py434 except Exception as e:CODE
LOWtools/video/auto_reframe.py504 except Exception:CODE
LOWtools/video/video_stitch.py169 except Exception as e:CODE
LOWtools/video/video_stitch.py217 except Exception:CODE
LOWtools/video/video_stitch.py268 except Exception:CODE
LOWtools/video/video_stitch.py827 except Exception as e:CODE
LOWtools/video/grok_video.py282 except Exception as e:CODE
LOWtools/video/minimax_fal_video.py183 except Exception as exc:CODE
LOW⚡tools/video/green_screen_composite.py243 except Exception as e:CODE
LOWtools/video/green_screen_composite.py268 except Exception:CODE
LOW⚡tools/video/_wan_engine.py108 except Exception:CODE
LOWtools/video/_wan_engine.py175 except Exception:CODE
LOWtools/video/_wan_engine.py283 except Exception:CODE
LOWtools/video/_wan_engine.py533 except Exception as exc:CODE
LOWtools/video/_wan_engine.py622 except Exception as exc:CODE
MEDIUMtools/video/_wan_engine.py101def _vram_gb() -> float:CODE
LOWtools/video/cogvideo_video.py134 except Exception as exc:CODE
LOWtools/video/video_compose.py264 except Exception:CODE
LOWtools/video/video_compose.py356 except Exception as e:CODE
LOWtools/video/video_compose.py392 except Exception:CODE
LOWtools/video/video_compose.py426 except Exception as exc:CODE
LOWtools/video/video_compose.py1010 except Exception as e:CODE
LOWtools/video/video_compose.py1050 except Exception as e:CODE
LOWtools/video/video_compose.py1150 except Exception:CODE
LOWtools/video/video_compose.py1228 except Exception:CODE
LOWtools/video/video_compose.py1232 except Exception as e: # pragma: no cover — never let the check itself break a renderCODE
LOWtools/video/video_compose.py1287 except Exception as exc:CODE
LOWtools/video/video_compose.py1448 except Exception as e:CODE
LOWtools/video/video_compose.py1489 except Exception as e:CODE
LOWtools/video/video_compose.py1784 except Exception as e:CODE
LOWtools/video/video_compose.py1806 except Exception as exc:CODE
LOWtools/video/video_compose.py2113 except Exception as e:CODE
LOWtools/video/video_compose.py2163 except Exception:CODE
LOWtools/video/video_compose.py2223 except Exception as e:CODE
LOWtools/video/video_compose.py2384 except Exception as e:CODE
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Magic Placeholder Names72 hits · 408 pts
SeverityFileLineSnippetContext
HIGH.agents/skills/music/references/installation.md19const client = new ElevenLabsClient({ apiKey: "your-api-key" });CODE
HIGH.agents/skills/music/references/installation.md36client = ElevenLabs(api_key="your-api-key")CODE
HIGH.agents/skills/music/references/installation.md44export ELEVENLABS_API_KEY="your-api-key"CODE
HIGH…gents/skills/speech-to-text/references/installation.md19const client = new ElevenLabsClient({ apiKey: "your-api-key" });CODE
HIGH…gents/skills/speech-to-text/references/installation.md59client = ElevenLabs(api_key="your-api-key")CODE
HIGH…gents/skills/speech-to-text/references/installation.md67export ELEVENLABS_API_KEY="your-api-key"CODE
HIGH.agents/skills/agents/references/agent-configuration.md551export ELEVENLABS_API_KEY="your-api-key"CODE
HIGH.agents/skills/agents/references/installation.md58const client = new ElevenLabsClient({ apiKey: "your-api-key" });CODE
HIGH.agents/skills/agents/references/installation.md98client = ElevenLabs(api_key="your-api-key")CODE
HIGH.agents/skills/agents/references/installation.md106export ELEVENLABS_API_KEY="your-api-key"CODE
HIGH.agents/skills/bfl-api/SKILL.md172x-key: YOUR_API_KEYCODE
HIGH…gents/skills/bfl-api/references/webhook-integration.md25 -H "x-key: YOUR_API_KEY" \CODE
HIGH.agents/skills/bfl-api/references/endpoints.md25x-key: YOUR_API_KEYCODE
HIGH.agents/skills/bfl-api/references/endpoints.md158 -H "x-key: YOUR_API_KEY" \CODE
HIGH.agents/skills/bfl-api/references/endpoints.md180 -H "x-key: YOUR_API_KEY" \CODE
HIGH.agents/skills/bfl-api/references/endpoints.md200 -H "x-key: YOUR_API_KEY" \CODE
HIGH.agents/skills/bfl-api/references/endpoints.md212 -H "x-key: YOUR_API_KEY" \CODE
HIGH.agents/skills/bfl-api/references/endpoints.md224 -H "x-key: YOUR_API_KEY" \CODE
HIGH.agents/skills/bfl-api/references/endpoints.md238 -H "x-key: YOUR_API_KEY" \CODE
HIGH⚡.agents/skills/bfl-api/references/rate-limiting.md137queue = RequestQueue("your-api-key")CODE
HIGH.agents/skills/bfl-api/references/rate-limiting.md187 client = AsyncRateLimitedClient("your-api-key")CODE
HIGH.agents/skills/bfl-api/references/polling-patterns.md165client = BFLClient("your-api-key")CODE
HIGH⚡…ills/bfl-api/references/code-examples/curl-examples.sh6# Replace YOUR_API_KEY with your actual API key from https://dashboard.bfl.aiCOMMENT
HIGH⚡…ills/bfl-api/references/code-examples/curl-examples.sh91# -H "x-key: YOUR_API_KEY" \COMMENT
HIGH⚡…ills/bfl-api/references/code-examples/curl-examples.sh96# curl -s "POLLING_URL" -H "x-key: YOUR_API_KEY"COMMENT
HIGH⚡…ills/bfl-api/references/code-examples/curl-examples.sh9API_KEY="${BFL_API_KEY:-YOUR_API_KEY}"CODE
HIGH⚡…ills/bfl-api/references/code-examples/curl-examples.sh17if [ "$API_KEY" = "YOUR_API_KEY" ] || [ -z "$API_KEY" ]; thenCODE
HIGH…ills/bfl-api/references/code-examples/python-client.py10 client = BFLClient("your-api-key")STRING
HIGH…ills/bfl-api/references/code-examples/python-client.py96 client = BFLClient("your-api-key")STRING
HIGH…/bfl-api/references/code-examples/typescript-client.ts10 * const client = new BFLClient('your-api-key');COMMENT
HIGH.agents/skills/heygen/references/authentication.md21export HEYGEN_API_KEY="your-api-key-here"CODE
HIGH.agents/skills/heygen/references/authentication.md27HEYGEN_API_KEY=your-api-key-hereCODE
HIGH.agents/skills/sound-effects/references/installation.md19const client = new ElevenLabsClient({ apiKey: "your-api-key" });CODE
HIGH.agents/skills/sound-effects/references/installation.md36client = ElevenLabs(api_key="your-api-key")CODE
HIGH.agents/skills/sound-effects/references/installation.md44export ELEVENLABS_API_KEY="your-api-key"CODE
HIGH.claude/skills/music/references/installation.md19const client = new ElevenLabsClient({ apiKey: "your-api-key" });CODE
HIGH.claude/skills/music/references/installation.md36client = ElevenLabs(api_key="your-api-key")CODE
HIGH.claude/skills/music/references/installation.md44export ELEVENLABS_API_KEY="your-api-key"CODE
HIGH…laude/skills/speech-to-text/references/installation.md19const client = new ElevenLabsClient({ apiKey: "your-api-key" });CODE
HIGH…laude/skills/speech-to-text/references/installation.md59client = ElevenLabs(api_key="your-api-key")CODE
HIGH…laude/skills/speech-to-text/references/installation.md67export ELEVENLABS_API_KEY="your-api-key"CODE
HIGH.claude/skills/agents/references/agent-configuration.md551export ELEVENLABS_API_KEY="your-api-key"CODE
HIGH.claude/skills/agents/references/installation.md58const client = new ElevenLabsClient({ apiKey: "your-api-key" });CODE
HIGH.claude/skills/agents/references/installation.md98client = ElevenLabs(api_key="your-api-key")CODE
HIGH.claude/skills/agents/references/installation.md106export ELEVENLABS_API_KEY="your-api-key"CODE
HIGH.claude/skills/bfl-api/SKILL.md172x-key: YOUR_API_KEYCODE
HIGH…laude/skills/bfl-api/references/webhook-integration.md25 -H "x-key: YOUR_API_KEY" \CODE
HIGH.claude/skills/bfl-api/references/endpoints.md25x-key: YOUR_API_KEYCODE
HIGH.claude/skills/bfl-api/references/endpoints.md158 -H "x-key: YOUR_API_KEY" \CODE
HIGH.claude/skills/bfl-api/references/endpoints.md180 -H "x-key: YOUR_API_KEY" \CODE
HIGH.claude/skills/bfl-api/references/endpoints.md200 -H "x-key: YOUR_API_KEY" \CODE
HIGH.claude/skills/bfl-api/references/endpoints.md212 -H "x-key: YOUR_API_KEY" \CODE
HIGH.claude/skills/bfl-api/references/endpoints.md224 -H "x-key: YOUR_API_KEY" \CODE
HIGH.claude/skills/bfl-api/references/endpoints.md238 -H "x-key: YOUR_API_KEY" \CODE
HIGH⚡.claude/skills/bfl-api/references/rate-limiting.md137queue = RequestQueue("your-api-key")CODE
HIGH.claude/skills/bfl-api/references/rate-limiting.md187 client = AsyncRateLimitedClient("your-api-key")CODE
HIGH.claude/skills/bfl-api/references/polling-patterns.md165client = BFLClient("your-api-key")CODE
HIGH⚡…ills/bfl-api/references/code-examples/curl-examples.sh6# Replace YOUR_API_KEY with your actual API key from https://dashboard.bfl.aiCOMMENT
HIGH⚡…ills/bfl-api/references/code-examples/curl-examples.sh91# -H "x-key: YOUR_API_KEY" \COMMENT
HIGH⚡…ills/bfl-api/references/code-examples/curl-examples.sh96# curl -s "POLLING_URL" -H "x-key: YOUR_API_KEY"COMMENT
12 more matches not shown…
Empty Error Handlers70 hits · 350 pts
SeverityFileLineSnippetContext
HIGHtools/capture/screen_recorder.py52except Exception:CODE
HIGHtools/capture/screen_recorder.py75except Exception:CODE
HIGHtools/capture/screen_recorder.py392except Exception:CODE
HIGHtools/capture/cap_recorder.py135except Exception:CODE
HIGHtools/video/video_trimmer.py252except OSError:CODE
HIGHtools/video/auto_reframe.py329except Exception:CODE
HIGHtools/video/auto_reframe.py522except OSError:CODE
HIGHtools/video/video_stitch.py419except (ImportError, ValueError):CODE
HIGHtools/video/video_stitch.py961except OSError:CODE
HIGHtools/video/video_stitch.py956except OSError:CODE
HIGHtools/video/_wan_engine.py175except Exception:CODE
HIGHtools/video/remotion_caption_burn.py414except OSError:CODE
HIGHtools/video/video_compose.py1150except Exception:CODE
HIGHtools/video/video_compose.py470except (KeyError, ValueError, TypeError):CODE
HIGHtools/video/video_compose.py479except (ImportError, ValueError):CODE
HIGHtools/video/video_compose.py1182except OSError:CODE
HIGHtools/video/video_compose.py2842except (ImportError, ValueError):CODE
HIGHtools/video/video_compose.py679except (ImportError, ValueError):CODE
HIGHtools/video/video_compose.py726except OSError:CODE
HIGHtools/video/video_compose.py2071except (ImportError, ValueError):CODE
HIGHtools/video/video_compose.py2087except (TypeError, ValueError):CODE
HIGHtools/video/video_compose.py2468except (ValueError, IndexError):CODE
HIGHtools/video/video_compose.py2473except (ValueError, IndexError):CODE
HIGHtools/video/_shared.py277except Exception:CODE
HIGHtools/video/_shared.py588except Exception:CODE
HIGHtools/video/_shared.py793except Exception:CODE
HIGHtools/video/green_screen_processor.py405except Exception:CODE
HIGHtools/video/green_screen_processor.py427except Exception as e:CODE
HIGHtools/video/green_screen_processor.py357except Exception:CODE
HIGHtools/video/green_screen_processor.py625except OSError:CODE
HIGHtools/video/green_screen_processor.py621except OSError:CODE
HIGHtools/video/clip_cache.py537except (OSError, NotImplementedError):CODE
HIGHtools/video/clip_cache.py117except ValueError:CODE
HIGHtools/video/clip_cache.py254except OSError:CODE
HIGHtools/video/clip_cache.py310except OSError:CODE
HIGHtools/video/clip_cache.py351except OSError:CODE
HIGHtools/video/direct_clip_search.py468except OSError:CODE
HIGHtools/video/direct_clip_search.py519except Exception:CODE
HIGHtools/video/corpus_builder.py525except OSError:CODE
HIGHtools/video/corpus_builder.py559except Exception:CODE
HIGHtools/video/corpus_builder.py538except OSError:CODE
HIGHtools/video/silence_cutter.py362except OSError:CODE
HIGHtools/video/silence_cutter.py463except OSError:CODE
HIGHtools/video/silence_cutter.py358except OSError:CODE
HIGHtools/video/silence_cutter.py459except OSError:CODE
HIGHtools/video/hyperframes_compose.py1004except Exception:CODE
HIGHtools/video/seedance_ark.py1368except Exception:CODE
HIGHtools/enhancement/upscale.py359except Exception:CODE
HIGHtools/analysis/transcriber.py152except Exception:CODE
HIGHtools/analysis/video_analyzer.py281except Exception:CODE
HIGHtools/analysis/video_downloader.py343except Exception:CODE
HIGHtools/analysis/video_downloader.py298except Exception:CODE
HIGHtools/avatar/lip_sync.py121except ImportError:CODE
HIGHtools/avatar/lip_sync.py141except (ImportError, AttributeError):CODE
HIGHtools/avatar/talking_head.py122except ImportError:CODE
HIGHtools/graphics/image_gen.py117except ImportError:CODE
HIGHtools/graphics/math_animate.py484except Exception:CODE
HIGHtools/graphics/math_animate.py493except Exception:CODE
HIGHbacklot/server.py68except asyncio.QueueFull:CODE
HIGHbacklot/__main__.py76except Exception:CODE
10 more matches not shown…
Cross-File Repetition50 hits · 250 pts
SeverityFileLineSnippetContext
HIGHtools/video/video_selector.py0built at runtime from each provider's best_for field.STRING
HIGHtools/audio/tts_selector.py0built at runtime from each provider's best_for field.STRING
HIGHtools/graphics/image_selector.py0built at runtime from each provider's best_for field.STRING
HIGHtools/video/stock_sources/mixkit.py0download by resolving the detail page for the actual file url.STRING
HIGHtools/video/stock_sources/esa.py0download by resolving the detail page for the actual file url.STRING
HIGHtools/video/stock_sources/dareful.py0download by resolving the detail page for the actual file url.STRING
HIGHtools/video/stock_sources/jaxa.py0download by resolving the detail page for the actual file url.STRING
HIGHtools/video/stock_sources/noaa.py0download by resolving the detail page for the actual file url.STRING
HIGH…s/manimce-best-practices/examples/attention/helpers.py0map a value to a color based on its sign and magnitude.STRING
HIGH…s/manimce-best-practices/examples/attention/helpers.py0map a value to a color based on its sign and magnitude.STRING
HIGH…nimgl-best-practices/examples/weight_matrix_product.py0map a value to a color based on its sign and magnitude.STRING
HIGH…imgl-best-practices/examples/value_matrix_transform.py0map a value to a color based on its sign and magnitude.STRING
HIGH…nimgl-best-practices/examples/token_embeddings_flow.py0map a value to a color based on its sign and magnitude.STRING
HIGH…nimgl-best-practices/examples/weight_matrix_product.py0map a value to a color based on its sign and magnitude.STRING
HIGH…imgl-best-practices/examples/value_matrix_transform.py0map a value to a color based on its sign and magnitude.STRING
HIGH…nimgl-best-practices/examples/token_embeddings_flow.py0map a value to a color based on its sign and magnitude.STRING
HIGH…ls/manimgl-best-practices/examples/mlp_neurons_flow.py0map a value to a color based on its sign and magnitude.STRING
HIGH…/manimgl-best-practices/examples/token_to_embedding.py0map a value to a color based on its sign and magnitude.STRING
HIGH…/manimgl-best-practices/examples/probability_output.py0map a value to a color based on its sign and magnitude.STRING
HIGH…/manimgl-best-practices/examples/network_block_flow.py0map a value to a color based on its sign and magnitude.STRING
HIGH…gl-best-practices/examples/attention_arcs_animation.py0map a value to a color based on its sign and magnitude.STRING
HIGH…ls/manimgl-best-practices/examples/mlp_neurons_flow.py0map a value to a color based on its sign and magnitude.STRING
HIGH…/manimgl-best-practices/examples/token_to_embedding.py0map a value to a color based on its sign and magnitude.STRING
HIGH…/manimgl-best-practices/examples/probability_output.py0map a value to a color based on its sign and magnitude.STRING
HIGH…/manimgl-best-practices/examples/network_block_flow.py0map a value to a color based on its sign and magnitude.STRING
HIGH…gl-best-practices/examples/attention_arcs_animation.py0map a value to a color based on its sign and magnitude.STRING
HIGH…nimgl-best-practices/examples/weight_matrix_product.py0a column vector (embedding) with color-coded entries.STRING
HIGH…nimgl-best-practices/examples/token_embeddings_flow.py0a column vector (embedding) with color-coded entries.STRING
HIGH…nimgl-best-practices/examples/weight_matrix_product.py0a column vector (embedding) with color-coded entries.STRING
HIGH…nimgl-best-practices/examples/token_embeddings_flow.py0a column vector (embedding) with color-coded entries.STRING
HIGH…t-practices/examples/token_probability_distribution.py0build bar chart visualization of token probabilities.STRING
HIGH…manimgl-best-practices/examples/autoregressive_flow.py0build bar chart visualization of token probabilities.STRING
HIGH…t-practices/examples/token_probability_distribution.py0build bar chart visualization of token probabilities.STRING
HIGH…manimgl-best-practices/examples/autoregressive_flow.py0build bar chart visualization of token probabilities.STRING
HIGH…ls/manimgl-best-practices/examples/mlp_network_icon.py0maps a numeric value to a color based on sign and magnitude.STRING
HIGH…ls/manimgl-best-practices/examples/mlp_network_icon.py0maps a numeric value to a color based on sign and magnitude.STRING
HIGH…s/manimgl-best-practices/examples/mlp_weight_matrix.py0maps a numeric value to a color based on sign and magnitude.STRING
HIGH…s/manimgl-best-practices/examples/mlp_weight_matrix.py0maps a numeric value to a color based on sign and magnitude.STRING
HIGH…/manimgl-best-practices/examples/max_random_process.py0animation that randomizes a valuetracker's value at a given frequency.STRING
HIGH…manimgl-best-practices/examples/sqrt_random_process.py0animation that randomizes a valuetracker's value at a given frequency.STRING
HIGH…/manimgl-best-practices/examples/max_random_process.py0animation that randomizes a valuetracker's value at a given frequency.STRING
HIGH…manimgl-best-practices/examples/sqrt_random_process.py0animation that randomizes a valuetracker's value at a given frequency.STRING
HIGH…/manimgl-best-practices/examples/max_random_process.py0animation that leaves a trail of fading dots at specified positions.STRING
HIGH…manimgl-best-practices/examples/sqrt_random_process.py0animation that leaves a trail of fading dots at specified positions.STRING
HIGH…/manimgl-best-practices/examples/max_random_process.py0animation that leaves a trail of fading dots at specified positions.STRING
HIGH…manimgl-best-practices/examples/sqrt_random_process.py0animation that leaves a trail of fading dots at specified positions.STRING
HIGH…/manimgl-best-practices/examples/max_random_process.py0create a group with a tracker, arrow tip indicator, and label for a random variable on an axis.STRING
HIGH…manimgl-best-practices/examples/sqrt_random_process.py0create a group with a tracker, arrow tip indicator, and label for a random variable on an axis.STRING
HIGH…/manimgl-best-practices/examples/max_random_process.py0create a group with a tracker, arrow tip indicator, and label for a random variable on an axis.STRING
HIGH…manimgl-best-practices/examples/sqrt_random_process.py0create a group with a tracker, arrow tip indicator, and label for a random variable on an axis.STRING
Self-Referential Comments72 hits · 215 pts
SeverityFileLineSnippetContext
MEDIUM…ls/manimce-best-practices/examples/updater_patterns.py42 # Create a ValueTrackerCOMMENT
MEDIUM…ls/manimce-best-practices/examples/3d_visualization.py205 # Create a 3D objectCOMMENT
MEDIUM…ls/manimce-best-practices/examples/basic_animations.py64 # Create a grid of dotsCOMMENT
MEDIUM…ls/manimce-best-practices/examples/basic_animations.py133 # Create a pathCOMMENT
MEDIUM…ls/manimce-best-practices/examples/attention/scenes.py338 # Create the base gridCOMMENT
MEDIUM⚡…kills/manimce-best-practices/templates/camera_scene.py26 # Create a grid of shapes to demonstrate camera movementCOMMENT
MEDIUM…/manimgl-best-practices/examples/light_polarization.py39 # Create the wave as a VGroup of vectors that update over timeCOMMENT
MEDIUM…/manimgl-best-practices/examples/light_polarization.py225 # Create the beam splitter cubeCOMMENT
MEDIUM…s/manimgl-best-practices/examples/transit_animation.py23 # Create the Sun (large yellow circle)COMMENT
MEDIUM…nimgl-best-practices/examples/weight_matrix_product.py96 # Create the weight matrixCOMMENT
MEDIUM…animgl-best-practices/examples/superposition_effect.py181 # Create a grid of possible 4-qubit statesCOMMENT
MEDIUM…ls/manimgl-best-practices/examples/mlp_network_icon.py20 # Create the MLP iconCOMMENT
MEDIUM…imgl-best-practices/examples/eigenvector_flow_field.py25 # Define the matrix for our linear systemCOMMENT
MEDIUM…imgl-best-practices/examples/eigenvector_flow_field.py37 # Define the derivative function for the linear systemCOMMENT
MEDIUM…imgl-best-practices/examples/eigenvector_flow_field.py83 # Create the lineCOMMENT
MEDIUM…est-practices/examples/wave_amplitude_visualization.py34 # Create a line of points along which the wave propagatesCOMMENT
MEDIUM…l-best-practices/examples/integration_visualization.py44 # Define a nice functionCOMMENT
MEDIUM…/manimgl-best-practices/examples/qubit_state_vector.py37 # Create the state vectorCOMMENT
MEDIUM…kills/manimgl-best-practices/examples/quantum_gates.py44 # Create the state vectorCOMMENT
MEDIUM…kills/manimgl-best-practices/examples/quantum_gates.py235 # Create a simple quantum circuit visualizationCOMMENT
MEDIUM…l-best-practices/examples/radial_wave_visualization.py113 # Create a grid of pointsCOMMENT
MEDIUM…gl-best-practices/examples/probability_distribution.py25 # Create a simple 4-state vector (2 qubit system)COMMENT
MEDIUM…nimgl-best-practices/examples/mlp_neuron_activation.py22 # Create a column of neurons (dots)COMMENT
MEDIUM…ractices/examples/eigenvector_matrix_transformation.py25 # Define the transformation matrixCOMMENT
MEDIUM…ractices/examples/eigenvector_matrix_transformation.py33 # Create main plane that will be transformedCOMMENT
MEDIUM…ractices/examples/eigenvector_matrix_transformation.py63 # Create a plane already in the eigenbasisCOMMENT
MEDIUM…/manimgl-best-practices/examples/token_to_embedding.py194 # Create the embedding columnsCOMMENT
MEDIUM…mgl-best-practices/examples/query_key_space_mapping.py97 # Create a vector in 3D spaceCOMMENT
MEDIUM…imgl-best-practices/examples/gradient_descent_basic.py11 # Create a simple 2D loss landscape (contour view)COMMENT
MEDIUM…s/manimgl-best-practices/examples/mlp_weight_matrix.py148 # Create a simple 4x3 matrix and 3x1 vectorCOMMENT
MEDIUM…ls/manimgl-best-practices/examples/lorenz_attractor.py180 # Create the curveSTRING
MEDIUM…gl-best-practices/examples/attention_arcs_animation.py78 # Create a row of embeddingsCOMMENT
MEDIUM…/manimgl-best-practices/examples/parallax_starfield.py33 # Create a reference cube to help visualize 3D spaceCOMMENT
MEDIUM…manimgl-best-practices/examples/zone_plate_hologram.py76 # Create the pattern with increasing resolutionCOMMENT
MEDIUM…ls/manimgl-best-practices/examples/mlp_forward_pass.py34 # Create the three arrows showing the pipelineCOMMENT
MEDIUM…lls/manimgl-best-practices/examples/bloch_sphere_3d.py44 # Create the state vectorCOMMENT
MEDIUM…ls/manimce-best-practices/examples/updater_patterns.py42 # Create a ValueTrackerCOMMENT
MEDIUM…ls/manimce-best-practices/examples/3d_visualization.py205 # Create a 3D objectCOMMENT
MEDIUM…ls/manimce-best-practices/examples/basic_animations.py64 # Create a grid of dotsCOMMENT
MEDIUM…ls/manimce-best-practices/examples/basic_animations.py133 # Create a pathCOMMENT
MEDIUM…ls/manimce-best-practices/examples/attention/scenes.py338 # Create the base gridCOMMENT
MEDIUM⚡…kills/manimce-best-practices/templates/camera_scene.py26 # Create a grid of shapes to demonstrate camera movementCOMMENT
MEDIUM…/manimgl-best-practices/examples/light_polarization.py39 # Create the wave as a VGroup of vectors that update over timeCOMMENT
MEDIUM…/manimgl-best-practices/examples/light_polarization.py225 # Create the beam splitter cubeCOMMENT
MEDIUM…s/manimgl-best-practices/examples/transit_animation.py23 # Create the Sun (large yellow circle)COMMENT
MEDIUM…nimgl-best-practices/examples/weight_matrix_product.py96 # Create the weight matrixCOMMENT
MEDIUM…animgl-best-practices/examples/superposition_effect.py181 # Create a grid of possible 4-qubit statesCOMMENT
MEDIUM…ls/manimgl-best-practices/examples/mlp_network_icon.py20 # Create the MLP iconCOMMENT
MEDIUM…imgl-best-practices/examples/eigenvector_flow_field.py25 # Define the matrix for our linear systemCOMMENT
MEDIUM…imgl-best-practices/examples/eigenvector_flow_field.py37 # Define the derivative function for the linear systemCOMMENT
MEDIUM…imgl-best-practices/examples/eigenvector_flow_field.py83 # Create the lineCOMMENT
MEDIUM…est-practices/examples/wave_amplitude_visualization.py34 # Create a line of points along which the wave propagatesCOMMENT
MEDIUM…l-best-practices/examples/integration_visualization.py44 # Define a nice functionCOMMENT
MEDIUM…/manimgl-best-practices/examples/qubit_state_vector.py37 # Create the state vectorCOMMENT
MEDIUM…kills/manimgl-best-practices/examples/quantum_gates.py44 # Create the state vectorCOMMENT
MEDIUM…kills/manimgl-best-practices/examples/quantum_gates.py235 # Create a simple quantum circuit visualizationCOMMENT
MEDIUM…l-best-practices/examples/radial_wave_visualization.py113 # Create a grid of pointsCOMMENT
MEDIUM…gl-best-practices/examples/probability_distribution.py25 # Create a simple 4-state vector (2 qubit system)COMMENT
MEDIUM…nimgl-best-practices/examples/mlp_neuron_activation.py22 # Create a column of neurons (dots)COMMENT
MEDIUM…ractices/examples/eigenvector_matrix_transformation.py25 # Define the transformation matrixCOMMENT
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Verbosity Indicators81 hits · 142 pts
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LOW⚡tools/video/green_screen_composite.py147 # Step 1: Probe both videosCOMMENT
LOW⚡tools/video/green_screen_composite.py157 # Step 2: Use the LOWER fps (typically 15fps from speaker)COMMENT
LOWtools/video/green_screen_composite.py169 # Step 3: Extract frames from both videosCOMMENT
LOWtools/video/green_screen_composite.py195 # Step 4: Composite each frame pairCOMMENT
LOW⚡tools/video/green_screen_composite.py215 # Step 5: Encode composite frames to videoCOMMENT
LOW⚡tools/video/green_screen_composite.py219 # Step 6: Mux audio if providedCOMMENT
LOW⚡tools/video/green_screen_composite.py246 # Step 7: Clean up temp directoriesCOMMENT
LOWtools/video/video_compose.py638 # Step 2: Concat segmentsCOMMENT
LOWtools/video/video_compose.py655 # Step 3: Apply subtitles and/or replace audioCOMMENT
LOW⚡tools/video/green_screen_processor.py128 # Step 1: Probe input videoCOMMENT
LOW⚡tools/video/green_screen_processor.py138 # Step 2: Determine methodCOMMENT
LOW⚡tools/video/green_screen_processor.py142 # Step 3: Set up temp directory for frame processingCOMMENT
LOW⚡tools/video/green_screen_processor.py147 # Step 4: Extract frames at target fpsCOMMENT
LOWtools/video/green_screen_processor.py158 # Step 5: Process framesCOMMENT
LOWtools/video/green_screen_processor.py177 # Step 6: Reconstruct video from processed framesCOMMENT
LOWtools/video/silence_cutter.py119 # Step 1: Detect silence segmentsCOMMENT
LOW⚡tools/video/silence_cutter.py143 # Step 2: Compute speech segments (inverse of silence)COMMENT
LOW⚡tools/video/silence_cutter.py148 # Step 3: Handle based on modeCOMMENT
LOW⚡tools/analysis/audio_energy.py122 # Step 1: Get audio durationCOMMENT
LOW⚡tools/analysis/audio_energy.py142 # Step 2: Run ebur128 loudness analysisCOMMENT
LOW⚡tools/analysis/audio_energy.py159 # Step 3: Parse momentary loudness (M:) valuesCOMMENT
LOW⚡tools/analysis/audio_energy.py179 # Step 4: Downsample to 1-second intervals (average per second)COMMENT
LOW⚡tools/analysis/audio_energy.py203 # Step 5: Find key momentsCOMMENT
LOW⚡tools/analysis/audio_energy.py223 # Step 6: Find best window for video durationCOMMENT
LOW⚡tools/analysis/audio_energy.py256 # Step 7: Loop recommendationCOMMENT
LOWtools/analysis/video_downloader.py192 # Step 1: Always get metadata firstCOMMENT
LOW⚡tools/audio/suno_music.py157 # Step 1: Submit generation requestCOMMENT
LOW⚡tools/audio/suno_music.py160 # Step 2: Poll for completionCOMMENT
LOW⚡tools/audio/suno_music.py163 # Step 3: Download audioCOMMENT
LOW⚡tools/audio/freesound_music.py131 # Step 1: Search for matching soundsCOMMENT
LOW⚡tools/audio/freesound_music.py141 # Step 2: Pick the top result (sorted by rating)COMMENT
LOW⚡tools/audio/freesound_music.py144 # Step 3: Download the HQ MP3 previewCOMMENT
LOW⚡tools/audio/pixabay_music.py144 # Step 1: Search Pixabay MusicCOMMENT
LOW⚡tools/audio/pixabay_music.py154 # Step 2: Filter by durationCOMMENT
LOW⚡tools/audio/pixabay_music.py167 # Step 3: Pick the first matching trackCOMMENT
LOW⚡tools/audio/pixabay_music.py170 # Step 4: Download the audioCOMMENT
LOW⚡tools/audio/pixabay_music.py226 # Step 1: Fetch search page HTML (sets cookies)COMMENT
LOW⚡tools/audio/pixabay_music.py235 # Step 2: Extract bootstrap URL and fetch track dataCOMMENT
LOW⚡tools/audio/pixabay_music.py240 # Step 3: Fallback — scrape HTML directly (legacy strategies)COMMENT
LOW⚡tests/qa/test_08_end_to_end.py471# Step 1: Mix narration + musicCOMMENT
LOWtests/qa/test_08_end_to_end.py501# Step 2: Compose videoCOMMENT
LOW⚡…ts/skills/video-understand/scripts/understand_video.py436 # Step 1: Probe videoCOMMENT
LOW⚡…ts/skills/video-understand/scripts/understand_video.py441 # Step 2: Extract framesCOMMENT
LOW⚡…ts/skills/video-understand/scripts/understand_video.py464 # Step 3: Subsample if neededCOMMENT
LOW⚡…ts/skills/video-understand/scripts/understand_video.py467 # Step 4: Assign timestampsCOMMENT
LOW…ts/skills/video-understand/scripts/understand_video.py482 # Step 5: TranscribeCOMMENT
LOW…ls/manimce-best-practices/examples/attention/scenes.py619 # Step 1: Show Q, K, VCOMMENT
LOW…ls/manimce-best-practices/examples/attention/scenes.py642 # Step 2: Compute Q·K^TCOMMENT
LOW…ls/manimce-best-practices/examples/attention/scenes.py660 # Step 3: ScaleCOMMENT
LOW…ls/manimce-best-practices/examples/attention/scenes.py672 # Step 4: SoftmaxCOMMENT
LOW…ls/manimce-best-practices/examples/attention/scenes.py684 # Step 5: Multiply by VCOMMENT
LOW⚡…mgl-best-practices/examples/llm_prediction_pipeline.py80 # Step 1: Show inputCOMMENT
LOW⚡…mgl-best-practices/examples/llm_prediction_pipeline.py88 # Step 2: Feed to modelCOMMENT
LOW⚡…mgl-best-practices/examples/llm_prediction_pipeline.py105 # Step 3: Model processesCOMMENT
LOW⚡…mgl-best-practices/examples/llm_prediction_pipeline.py113 # Step 4: Output distributionCOMMENT
LOW…mgl-best-practices/examples/llm_prediction_pipeline.py127 # Step 5: Sample and addCOMMENT
LOW⚡…manimgl-best-practices/examples/equation_transforms.py30 # Step 1: Start with general quadraticCOMMENT
LOW⚡…manimgl-best-practices/examples/equation_transforms.py40 # Step 2: Divide by aCOMMENT
LOW…manimgl-best-practices/examples/equation_transforms.py56 # Step 3: Complete the squareCOMMENT
LOW…manimgl-best-practices/examples/equation_transforms.py72 # Step 4: Isolate the squared termCOMMENT
21 more matches not shown…
Deep Nesting143 hits · 135 pts
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LOWtools/tool_registry.py87CODE
LOWtools/fal_media.py129CODE
LOWtools/base_tool.py25CODE
LOWtools/base_tool.py321CODE
LOWtools/schema_media.py134CODE
LOWtools/schema_media.py281CODE
LOWtools/capture/screen_capture_selector.py164CODE
LOWtools/capture/screen_recorder.py35CODE
LOWtools/capture/screen_recorder.py57CODE
LOWtools/capture/cap_recorder.py44CODE
LOWtools/capture/cap_recorder.py86CODE
LOWtools/capture/cap_recorder.py113CODE
LOWtools/capture/cap_recorder.py140CODE
LOWtools/capture/cap_recorder.py257CODE
LOWtools/video/minimax_video.py456CODE
LOWtools/video/atlas_video.py208CODE
LOWtools/video/pexels_video.py109CODE
LOWtools/video/video_trimmer.py86CODE
LOWtools/video/video_trimmer.py182CODE
LOWtools/video/auto_reframe.py271CODE
LOWtools/video/video_stitch.py148CODE
LOWtools/video/video_stitch.py175CODE
LOWtools/video/video_stitch.py481CODE
LOWtools/video/video_stitch.py780CODE
LOWtools/video/minimax_fal_video.py103CODE
LOWtools/video/green_screen_composite.py308CODE
LOWtools/video/remotion_caption_burn.py182CODE
LOWtools/video/video_compose.py337CODE
LOWtools/video/video_compose.py438CODE
LOWtools/video/video_compose.py1415CODE
LOWtools/video/video_compose.py2285CODE
LOWtools/video/_shared.py758CODE
LOWtools/video/veo_video.py282CODE
LOWtools/video/green_screen_processor.py244CODE
LOWtools/video/green_screen_processor.py298CODE
LOWtools/video/green_screen_processor.py442CODE
LOWtools/video/green_screen_processor.py609CODE
LOWtools/video/clip_cache.py261CODE
LOWtools/video/pixabay_video.py117CODE
LOWtools/video/clip_search.py186CODE
LOWtools/video/direct_clip_search.py245CODE
LOWtools/video/corpus_builder.py239CODE
LOWtools/video/corpus_builder.py473CODE
LOWtools/video/comfyui_video.py412CODE
LOWtools/video/hyperframes_compose.py459CODE
LOWtools/video/hyperframes_compose.py1046CODE
LOWtools/video/gemini_omni_video.py283CODE
LOWtools/video/video_selector.py569CODE
LOWtools/video/gemini_omni_fal.py121CODE
LOWtools/video/runway_video.py239CODE
LOWtools/video/seedance_ark.py687CODE
LOWtools/video/stock_sources/mixkit.py142CODE
LOWtools/video/stock_sources/mixkit.py206CODE
LOWtools/video/stock_sources/nasa.py115CODE
LOWtools/video/stock_sources/videvo.py154CODE
LOWtools/video/stock_sources/unsplash.py72CODE
LOWtools/video/stock_sources/nara.py185CODE
LOWtools/video/stock_sources/wikimedia.py111CODE
LOWtools/video/stock_sources/archive_org.py182CODE
LOWtools/video/stock_sources/loc.py100CODE
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Over-Commented Block51 hits · 46 pts
SeverityFileLineSnippetContext
LOWtools/video/video_compose.py541 # We MUST re-encode here — `-c copy` cannot do frame-accurateCOMMENT
LOWtools/video/stock_sources/archive_org.py61 "Matroska", # mkvCOMMENT
LOWtests/tools/test_stock_source_adapters.py81# Transport-error contract (issue #511)COMMENT
LOW…ic-to-video/references/templates/card-flyby/index.html201 <script>COMMENT
LOW…ferences/templates/roll-flipbook-word-cycle/index.html101 (function () {COMMENT
LOW…/references/templates/intro-kinetic-cascade/index.html161 // ────────────────────────────────────────────────────────────────────COMMENT
LOW…references/templates/split-anchor-word-slot/index.html181 // data (the `anchors` comma-list). Asset-free: text + colored boxes.COMMENT
LOW…deo/references/templates/poster-tile-mosaic/index.html121 >COMMENT
LOW…deo/references/templates/poster-tile-mosaic/index.html141 // OP B holdRecolor : all tiles snap on at once, positions LOCKED, theCOMMENT
LOW…/skills/remotion-to-hyperframes/scripts/frame_strip.sh1#!/usr/bin/env bashCOMMENT
LOW…/skills/remotion-to-hyperframes/scripts/render_diff.sh1#!/usr/bin/env bashCOMMENT
LOW…/skills/remotion-to-hyperframes/scripts/tests/smoke.sh1#!/usr/bin/env bashCOMMENT
LOW…ills/remotion-to-hyperframes/assets/test-corpus/run.sh1#!/usr/bin/env bashCOMMENT
LOW…test-corpus/tier-4-escape-hatch/cases/01-use-state.tsx1// T4 case 01 — useState drives animation.COMMENT
LOW…-corpus/tier-4-escape-hatch/cases/06-warnings-only.tsx1// T4 case 06 — Patterns that warn but don't block.COMMENT
LOW…-corpus/tier-4-escape-hatch/cases/05-lambda-config.tsx1// T4 case 05 — Imports @remotion/lambda for distributed rendering config.COMMENT
LOW…pus/tier-4-escape-hatch/cases/04-third-party-react.tsx1// T4 case 04 — Imports from a third-party React UI library.COMMENT
LOW…st-corpus/tier-4-escape-hatch/cases/07-custom-hook.tsx1// T4 case 07 — Locally-defined custom hook.COMMENT
LOW…ssets/test-corpus/tier-3-data-driven/hf-src/index.html181 // Remotion structure:COMMENT
LOW…frames-animation/examples/concept-demo-decode-pan.html441 // ============================================================COMMENT
LOW…hyperframes-animation/examples/cta-orbit-collapse.html841 const W = 1920,COMMENT
LOW.agents/skills/threejs-shaders/SKILL.md41COMMENT
LOW.agents/skills/threejs-interaction/SKILL.md41```javascriptCOMMENT
LOW…lls/hyperframes-creative/scripts/extract-audio-data.py21import sysCOMMENT
LOW…ts/skills/hyperframes-creative/palettes/pastel-soft.md1# Pastel / SoftCOMMENT
LOW…s/skills/hyperframes-creative/palettes/nature-earth.md1# Nature / EarthCOMMENT
LOW…skills/hyperframes-creative/palettes/warm-editorial.md1# Warm / EditorialCOMMENT
LOW…skills/hyperframes-creative/palettes/bold-energetic.md1# Bold / EnergeticCOMMENT
LOW…s/skills/hyperframes-creative/palettes/dark-premium.md1# Dark / PremiumCOMMENT
LOW…nts/skills/hyperframes-creative/palettes/jewel-rich.md1# Jewel / RichCOMMENT
LOW…/skills/hyperframes-creative/palettes/neon-electric.md1# Neon / ElectricCOMMENT
LOW…kills/hyperframes-creative/palettes/clean-corporate.md1# Clean / CorporateCOMMENT
LOW…nts/skills/hyperframes-creative/palettes/monochrome.md1# MonochromeCOMMENT
LOW…ills/bfl-api/references/code-examples/curl-examples.sh1#!/bin/bashCOMMENT
LOW…ills/bfl-api/references/code-examples/curl-examples.sh81curl -s -o output.png "${IMAGE_URL}"COMMENT
LOW…ills/bfl-api/references/code-examples/curl-examples.sh121COMMENT
LOW…ills/bfl-api/references/code-examples/curl-examples.sh141# FLUX.2 [klein] 9B - Fast with better qualityCOMMENT
LOW…/manimce-best-practices/examples/attention/__init__.py1# Attention Visualization PackageCOMMENT
LOW…skills/manimce-best-practices/templates/basic_scene.py21 # ============================================================COMMENT
LOW…gents/skills/manimgl-best-practices/rules/embedding.md301 # In the shell, test different timings:COMMENT
LOW.claude/skills/threejs-shaders/SKILL.md41COMMENT
LOW.claude/skills/threejs-interaction/SKILL.md41```javascriptCOMMENT
LOW…ills/bfl-api/references/code-examples/curl-examples.sh1#!/bin/bashCOMMENT
LOW…ills/bfl-api/references/code-examples/curl-examples.sh81curl -s -o output.png "${IMAGE_URL}"COMMENT
LOW…ills/bfl-api/references/code-examples/curl-examples.sh121COMMENT
LOW…ills/bfl-api/references/code-examples/curl-examples.sh141# FLUX.2 [klein] 9B - Fast with better qualityCOMMENT
LOW…/manimce-best-practices/examples/attention/__init__.py1# Attention Visualization PackageCOMMENT
LOW…skills/manimce-best-practices/templates/basic_scene.py21 # ============================================================COMMENT
LOW…laude/skills/manimgl-best-practices/rules/embedding.md301 # In the shell, test different timings:COMMENT
LOWscripts/scaffold_atelier_project.py81""")COMMENT
LOWscripts/wan_disk_cleanup.sh1#!/usr/bin/env bashCOMMENT
Modern AI Meta-Vocabulary11 hits · 31 pts
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MEDIUMtools/video/video_compose.py2267 # hallucinations; we just want to know "did 90%+ of the script'sCOMMENT
MEDIUMtools/analysis/video_understand.py445 # CLIP is not a captioning model; use zero-shot classificationCOMMENT
MEDIUMtests/tools/test_azure_tts.py174# ---- execute() guardrails + mocked success ----COMMENT
MEDIUMtests/tools/test_azure_stt.py185# ---- execute() guardrails + mocked success ----COMMENT
MEDIUMtests/qa/test_09_hyperframes_compose.py128 # A fresh scaffold should lint clean; if it doesn't, the generator has a bug.COMMENT
MEDIUM…skills/hyperframes-cli/references/init-and-scaffold.md35npx hyperframes capture https://stripe.com # scaffold from a websiteCODE
MEDIUM…skills/hyperframes-cli/references/init-and-scaffold.md35npx hyperframes capture https://stripe.com # scaffold from a websiteCODE
MEDIUM.agents/skills/agents/references/agent-configuration.md277### guardrailsCOMMENT
MEDIUM.agents/skills/agents/references/agent-configuration.md368## Knowledge Base / RAGCOMMENT
MEDIUM.claude/skills/agents/references/agent-configuration.md277### guardrailsCOMMENT
MEDIUM.claude/skills/agents/references/agent-configuration.md368## Knowledge Base / RAGCOMMENT
Fake / Example Data30 hits · 31 pts
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LOWtools/_kling/omni.py20 "placeholder": f"<<<image_{index}>>>",CODE
LOWtools/_kling/omni.py39 placeholders = " ".join(item["placeholder"] for item in references)CODE
LOWtools/graphics/kling_official_image.py344 "placeholder": f"<<<image_{len(image_list)}>>>",CODE
LOWtests/tools/test_azure_tts.py34 monkeypatch.setenv("AZURE_SPEECH_KEY", "fake-key")CODE
LOW⚡tests/tools/test_azure_tts.py97 monkeypatch.setenv("AZURE_SPEECH_KEY", "fake-key")CODE
LOW⚡tests/tools/test_azure_tts.py103 monkeypatch.setenv("AZURE_SPEECH_KEY", "fake-key")CODE
LOWtests/tools/test_azure_tts.py215 assert captured["headers"]["Ocp-Apim-Subscription-Key"] == "fake-key"CODE
LOWtests/tools/test_azure_stt.py68 monkeypatch.setenv("AZURE_SPEECH_KEY", "fake-key")CODE
LOW⚡tests/tools/test_azure_stt.py129 monkeypatch.setenv("AZURE_SPEECH_KEY", "fake-key")CODE
LOW⚡tests/tools/test_azure_stt.py135 monkeypatch.setenv("AZURE_SPEECH_KEY", "fake-key")CODE
LOWtests/tools/test_azure_stt.py229 assert captured["headers"]["Ocp-Apim-Subscription-Key"] == "fake-key"CODE
LOWtests/contracts/test_kling_official_image.py88 assert request["references_used"][0]["placeholder"] == "<<<image_1>>>"CODE
LOWtests/contracts/test_kling_official_image.py247 assert result.data["references_used"][0]["placeholder"] == "<<<image_1>>>"CODE
LOW⚡tests/contracts/test_dashscope_tools.py123 monkeypatch.setenv("DASHSCOPE_API_KEY", "fake-key-for-testing")CODE
LOW⚡tests/contracts/test_dashscope_tools.py343 monkeypatch.setenv("DASHSCOPE_API_KEY", "fake-key")CODE
LOW⚡tests/contracts/test_dashscope_tools.py594 monkeypatch.setenv("DASHSCOPE_API_KEY", "fake-key-for-testing")CODE
LOW⚡tests/contracts/test_dashscope_tools.py601 monkeypatch.setenv("DASHSCOPE_API_KEY", "fake-key-for-testing")CODE
LOW⚡tests/contracts/test_dashscope_tools.py608 monkeypatch.setenv("DASHSCOPE_API_KEY", "fake-key-for-testing")CODE
LOWtests/contracts/test_dashscope_tools.py391 monkeypatch.setenv("DASHSCOPE_API_KEY", "fake-key")CODE
LOWtests/contracts/test_kling_official_core.py61 def __init__(self, api_key="fake-key", base_url="https://api.example.test"):CODE
LOW.agents/skills/heygen/references/templates.md320 company: "Acme Inc",CODE
LOW.agents/skills/heygen/references/templates.md324 name: "Jane Doe",CODE
LOW.agents/skills/playwright-recording/reference.md204await page.fill('#email', 'user@example.com');CODE
LOW.agents/skills/avatar-video/references/templates.md320 company: "Acme Inc",CODE
LOW.agents/skills/avatar-video/references/templates.md324 name: "Jane Doe",CODE
LOW.claude/skills/heygen/references/templates.md320 company: "Acme Inc",CODE
LOW.claude/skills/heygen/references/templates.md324 name: "Jane Doe",CODE
LOW.claude/skills/playwright-recording/reference.md204await page.fill('#email', 'user@example.com');CODE
LOW.claude/skills/avatar-video/references/templates.md320 company: "Acme Inc",CODE
LOW.claude/skills/avatar-video/references/templates.md324 name: "Jane Doe",CODE
Synthetic Comment Markers4 hits · 28 pts
SeverityFileLineSnippetContext
HIGHtools/video/video_compose.py543 # in Pexels / AI-generated clips), stream-copy can produceCOMMENT
HIGHremotion-composer/src/Explainer.tsx237 backgroundImage?: string; // AI-generated or stock image rendered behind the componentCODE
HIGHremotion-composer/src/Explainer.tsx483// Background image layer — renders an AI-generated/stock image behind data componentsCOMMENT
HIGHskills/pipelines/animation/executive-producer.md48 # clip_video — AI-generated video clips composited as a storyCOMMENT
Cross-Language Confusion4 hits · 20 pts
SeverityFileLineSnippetContext
HIGHtools/video/video_compose.py300 "Run 'cd remotion-composer && npm install' to enable Remotion rendering."CODE
HIGHtools/video/video_compose.py981 f"Run `cd remotion-composer && npm install` first."CODE
HIGHtools/video/video_compose.py1686 f" 1. Fix Remotion setup (cd remotion-composer && npm install)\n"CODE
HIGH…s/contracts/test_remotion_video_transition_contract.py68 assert "cardBackgroundColor={cut.cardBackgroundColor || theme.surfaceColor}" in blockCODE
Hallucination Indicators2 hits · 20 pts
SeverityFileLineSnippetContext
CRITICALtools/graphics/templates/blender-world-runtime.py182 bpy.context.scene.collection.children.link(collection)CODE
CRITICALtools/graphics/templates/blender-world-runtime.py192 bpy.context.scene.collection.children.unlink(collection)CODE
AI Structural Patterns20 hits · 19 pts
SeverityFileLineSnippetContext
LOWtests/eval/bench_runner.py54CODE
LOW…ts/skills/video-understand/scripts/understand_video.py517CODE
LOW…ills/bfl-api/references/code-examples/python-client.py139CODE
LOW…s/manimce-best-practices/examples/attention/helpers.py89CODE
LOW…s/manimce-best-practices/examples/attention/helpers.py161CODE
LOW…ls/manimgl-best-practices/examples/attention_scenes.py84CODE
LOW…ls/manimgl-best-practices/examples/attention_scenes.py126CODE
LOW…ls/manimgl-best-practices/examples/attention_scenes.py205CODE
LOW…/manimgl-best-practices/examples/spring_mass_system.py24CODE
LOW…s/manimgl-best-practices/examples/tokenization_demo.py39CODE
LOW…de/skills/video-understand/scripts/understand_video.py517CODE
LOW…ills/bfl-api/references/code-examples/python-client.py139CODE
LOW…s/manimce-best-practices/examples/attention/helpers.py89CODE
LOW…s/manimce-best-practices/examples/attention/helpers.py161CODE
LOW…ls/manimgl-best-practices/examples/attention_scenes.py84CODE
LOW…ls/manimgl-best-practices/examples/attention_scenes.py126CODE
LOW…ls/manimgl-best-practices/examples/attention_scenes.py205CODE
LOW…/manimgl-best-practices/examples/spring_mass_system.py24CODE
LOW…s/manimgl-best-practices/examples/tokenization_demo.py39CODE
LOWlib/checkpoint.py422CODE
AI Slop Vocabulary6 hits · 15 pts
SeverityFileLineSnippetContext
MEDIUMtools/video/video_compose.py2269 # side is robust to transcription noise.COMMENT
MEDIUMtools/analysis/visual_qa.py208 # Get comprehensive probe dataCOMMENT
MEDIUMtools/analysis/video_analyzer.py1"""Video analyzer tool — comprehensive reference video analysis.STRING
MEDIUM…-video/references/motion-primitives/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…/skills/remotion-to-hyperframes/scripts/tests/smoke.sh2# smoke.sh — exercise the eval harness scripts against synthetic inputs.COMMENT
MEDIUM…/skills/remotion-to-hyperframes/scripts/tests/smoke.sh6# Asserts the harness produces sensible output without depending on a realCOMMENT
Example Usage Blocks8 hits · 12 pts
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LOW…/skills/remotion-to-hyperframes/scripts/frame_strip.sh7# Usage:COMMENT
LOW…/skills/remotion-to-hyperframes/scripts/render_diff.sh8# Usage:COMMENT
LOW…ills/remotion-to-hyperframes/assets/test-corpus/run.sh9# Usage:COMMENT
LOW…mes/assets/test-corpus/tier-4-escape-hatch/validate.sh8# Usage:COMMENT
LOW.agents/skills/d3-viz/assets/interactive-template.jsx207// Example usageCOMMENT
LOW.agents/skills/d3-viz/assets/chart-template.jsx89// Example usageCOMMENT
LOW.claude/skills/d3-viz/assets/interactive-template.jsx207// Example usageCOMMENT
LOW.claude/skills/d3-viz/assets/chart-template.jsx89// Example usageCOMMENT
Redundant / Tautological Comments8 hits · 10 pts
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LOWtools/video/auto_reframe.py367 # Check if face position is stable (talking head usually is)COMMENT
LOWtools/video/video_compose.py2604 # Check if output has subtitle streamCOMMENT
LOWtools/video/video_compose.py2624 # Check if subtitle_path was used (burned in)COMMENT
LOW…kills/manimce-best-practices/templates/camera_scene.py76 # Set camera to follow the dotCOMMENT
LOW…nimgl-best-practices/examples/collision_phase_space.py258 # Check if still inside circleCOMMENT
LOW…kills/manimce-best-practices/templates/camera_scene.py76 # Set camera to follow the dotCOMMENT
LOW…nimgl-best-practices/examples/collision_phase_space.py258 # Check if still inside circleCOMMENT
LOWstyles/playbook_loader.py277 # Check if lightness difference alone saves them.COMMENT
Modern Structural Boilerplate6 hits · 6 pts
SeverityFileLineSnippetContext
LOWtools/video/stock_sources/__init__.py28__all__ = [CODE
LOWtools/_kling/__init__.py6__all__ = ["KlingAPIError", "KlingClient", "is_retryable_kling_error"]CODE
LOW…ills/bfl-api/references/code-examples/python-client.py29logger = logging.getLogger(__name__)CODE
LOW…ills/bfl-api/references/code-examples/python-client.py29logger = logging.getLogger(__name__)CODE
LOWlib/verify_scene_pacing.py134__all__ = ["step_duration", "trace", "assert_alignment", "Landmark"]CODE
LOWlib/source_media_review.py20logger = logging.getLogger(__name__)CODE
Dead Code1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMtests/tools/test_transcriber_device_selection.py57CODE