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calesthio/OpenMontage

https://github.com/calesthio/OpenMontage.git · scanned 2026-06-22 13:35 UTC (1 month ago) · 10 languages

799 raw signals (173 security + 626 graph) 11/13 scanners ran 40th percentile · Python · large (100-500K LoC)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month ago · v1 · 314 actionable findings from 2 signal sources. 460 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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77.8% cov · 273 findings

Score breakdown â 2026-05-18-v5

Component	Sub-score	Weight	Contribution
`structure_score`	85.0	0.15	12.75
`security_score`	100.0	0.25	25.00
`testing_score`	38.0	0.20	7.60
`documentation_score`	88.0	0.15	13.20
`practices_score`	42.0	0.15	6.30
`code_quality`	56.0	0.10	5.60
Overall		1.00	70.4

security_score may be inflated — optional security scanners were skipped on this fast scan

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 1 High 56 Medium 166 Low 49 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 41 System graph 273 Crowd 0 Layer: Quality 162 Security 128 Software 21 Frontend 3

Exclude dismissed / FP Exclude test files

All 3457 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

Label	Layer	Status	Path
`discover_demos`	software	healthy	`render_demo.py:35`
`find_command`	software	healthy	`render_demo.py:41`
`ensure_demo_environment`	software	healthy	`render_demo.py:49`
`validate_props_file`	software	healthy	`render_demo.py:68`
`render_demo`	software	healthy	`render_demo.py:76`
`main`	software	healthy	`render_demo.py:111`
`ensure_video`	software	healthy	`tests/qa/test_06_video_stitch.py:22`
`generate_fixture`	software	healthy	`tests/qa/test_04_audio_mix.py:25`
`ensure_image`	software	healthy	`tests/qa/test_05_video_compose.py:22`
`ensure_video`	software	healthy	`tests/qa/test_05_video_compose.py:35`
`ensure_audio`	software	healthy	`tests/qa/test_05_video_compose.py:54`
`ensure_subtitle`	software	healthy	`tests/qa/test_05_video_compose.py:67`
`_runtime_ready`	software	healthy	`tests/qa/test_09_hyperframes_compose.py:45`
`_make_fixture_asset`	software	healthy	`tests/qa/test_09_hyperframes_compose.py:50`
`_minimal_scenario`	software	healthy	`tests/qa/test_09_hyperframes_compose.py:67`
`test_hyperframes_scaffold_lint_validate`	software	healthy	`tests/qa/test_09_hyperframes_compose.py:107`
`test_hyperframes_full_render`	software	healthy	`tests/qa/test_09_hyperframes_compose.py:158`
`check`	software	healthy	`tests/qa/test_07_playbook_intelligence.py:31`
`check`	software	healthy	`tests/qa/test_08_end_to_end.py:49`
`ensure_audio`	software	healthy	`tests/qa/test_08_end_to_end.py:58`
`ensure_video`	software	healthy	`tests/qa/test_08_end_to_end.py:68`
`_scene`	software	healthy	`tests/eval/bench_runner.py:54`
`_cut`	software	healthy	`tests/eval/bench_runner.py:88`
`build_scenarios`	software	healthy	`tests/eval/bench_runner.py:96`
`_verdict_matches`	software	healthy	`tests/eval/bench_runner.py:352`
`run_bench`	software	healthy	`tests/eval/bench_runner.py:359`
`print_results`	software	healthy	`tests/eval/bench_runner.py:439`
`main`	software	healthy	`tests/eval/bench_runner.py:468`
`load`	software	healthy	`tests/eval/replay_harness/harness.py:34`
`save`	software	healthy	`tests/eval/replay_harness/harness.py:47`
`default_comparator`	software	healthy	`tests/eval/replay_harness/harness.py:75`
`__init__`	software	healthy	`tests/eval/replay_harness/harness.py:87`
`register_comparator`	software	healthy	`tests/eval/replay_harness/harness.py:96`
`load_scenarios`	software	healthy	`tests/eval/replay_harness/harness.py:100`
`evaluate`	software	healthy	`tests/eval/replay_harness/harness.py:110`
`run_all`	software	healthy	`tests/eval/replay_harness/harness.py:142`
`_fake_clip`	software	healthy	`tests/tools/test_clip_cache.py:32`
`_default_metadata`	software	healthy	`tests/tools/test_clip_cache.py:42`
`test_default_cache_dir_uses_env_override`	software	healthy	`tests/tools/test_clip_cache.py:58`
`test_default_cache_dir_falls_back_to_home`	software	healthy	`tests/tools/test_clip_cache.py:63`
`test_default_max_total_bytes_respects_env_override`	software	healthy	`tests/tools/test_clip_cache.py:69`
`test_default_max_total_bytes_ignores_garbage_override`	software	healthy	`tests/tools/test_clip_cache.py:74`
`test_cache_entry_round_trip_through_dict`	software	healthy	`tests/tools/test_clip_cache.py:84`
`test_cache_entry_from_dict_tolerates_missing_fields`	software	healthy	`tests/tools/test_clip_cache.py:103`
`test_miss_on_empty_cache`	software	healthy	`tests/tools/test_clip_cache.py:118`
`test_ingest_then_hit_round_trip`	software	healthy	`tests/tools/test_clip_cache.py:127`
`test_cache_hit_is_a_hard_link_not_a_copy_when_possible`	software	healthy	`tests/tools/test_clip_cache.py:145`
`test_ingest_rejects_missing_source`	software	healthy	`tests/tools/test_clip_cache.py:166`
`test_ingest_rejects_too_small_file`	software	healthy	`tests/tools/test_clip_cache.py:172`
`test_ingest_same_clip_twice_bumps_last_access`	software	healthy	`tests/tools/test_clip_cache.py:178`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`config.yaml`	software	healthy	`config.yaml`
`requirements-dev.txt`	software	healthy	`requirements-dev.txt`
`CODEX.md`	software	healthy	`CODEX.md`
`render_demo.py`	software	healthy	`render_demo.py`
`README.md`	software	healthy	`README.md`
`CLAUDE.md`	software	healthy	`CLAUDE.md`
`AGENT_GUIDE.md`	software	healthy	`AGENT_GUIDE.md`
`COPILOT.md`	software	healthy	`COPILOT.md`
`setup.py`	software	healthy	`setup.py`
`render-demo.sh`	software	healthy	`render-demo.sh`
`.env.example`	software	healthy	`.env.example`
`Makefile`	software	healthy	`Makefile`
`LICENSE`	software	healthy	`LICENSE`
`requirements.txt`	software	healthy	`requirements.txt`
`CURSOR.md`	software	healthy	`CURSOR.md`
`AGENTS.md`	software	healthy	`AGENTS.md`
`PROMPT_GALLERY.md`	software	healthy	`PROMPT_GALLERY.md`
`.windsurfrules`	software	healthy	`.windsurfrules`
`PROJECT_CONTEXT.md`	software	healthy	`PROJECT_CONTEXT.md`
`documentary-montage.yaml`	software	healthy	`pipeline_defs/documentary-montage.yaml`
`localization-dub.yaml`	software	healthy	`pipeline_defs/localization-dub.yaml`
`talking-head.yaml`	software	healthy	`pipeline_defs/talking-head.yaml`
`character-animation.yaml`	software	healthy	`pipeline_defs/character-animation.yaml`
`avatar-spokesperson.yaml`	software	healthy	`pipeline_defs/avatar-spokesperson.yaml`
`animated-explainer.yaml`	software	healthy	`pipeline_defs/animated-explainer.yaml`
`framework-smoke.yaml`	software	healthy	`pipeline_defs/framework-smoke.yaml`
`animation.yaml`	software	healthy	`pipeline_defs/animation.yaml`
`podcast-repurpose.yaml`	software	healthy	`pipeline_defs/podcast-repurpose.yaml`
`screen-demo.yaml`	software	healthy	`pipeline_defs/screen-demo.yaml`
`cinematic.yaml`	software	healthy	`pipeline_defs/cinematic.yaml`
`clip-factory.yaml`	software	healthy	`pipeline_defs/clip-factory.yaml`
`hybrid.yaml`	software	healthy	`pipeline_defs/hybrid.yaml`
`__init__.py`	software	healthy	`tests/__init__.py`
`test_06_video_stitch.py`	software	healthy	`tests/qa/test_06_video_stitch.py`
`test_04_audio_mix.py`	software	healthy	`tests/qa/test_04_audio_mix.py`
`QA_PLAN.md`	software	healthy	`tests/qa/QA_PLAN.md`
`test_05_video_compose.py`	software	healthy	`tests/qa/test_05_video_compose.py`
`test_09_hyperframes_compose.py`	software	healthy	`tests/qa/test_09_hyperframes_compose.py`
`test_07_playbook_intelligence.py`	software	healthy	`tests/qa/test_07_playbook_intelligence.py`
`test_08_end_to_end.py`	software	healthy	`tests/qa/test_08_end_to_end.py`
`__init__.py`	software	healthy	`tests/pipelines/__init__.py`
`__init__.py`	software	healthy	`tests/eval/__init__.py`
`bench_runner.py`	software	healthy	`tests/eval/bench_runner.py`
`talking_head_basic.json`	software	healthy	`tests/eval/golden_scenarios/talking_head_basic.json`
`__init__.py`	software	healthy	`tests/eval/replay_harness/__init__.py`
`harness.py`	software	healthy	`tests/eval/replay_harness/harness.py`
`__init__.py`	software	healthy	`tests/tools/__init__.py`
`test_clip_cache.py`	software	healthy	`tests/tools/test_clip_cache.py`
`test_hyperframes_compose.py`	software	healthy	`tests/tools/test_hyperframes_compose.py`
`test_documentary_governance.py`	software	healthy	`tests/tools/test_documentary_governance.py`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`BenchScenario`	software	healthy	`tests/eval/bench_runner.py:26`
`BenchResult`	software	healthy	`tests/eval/bench_runner.py:43`
`EvalMode`	software	healthy	`tests/eval/replay_harness/harness.py:17`
`GoldenScenario`	software	healthy	`tests/eval/replay_harness/harness.py:23`
`EvalResult`	software	healthy	`tests/eval/replay_harness/harness.py:63`
`ReplayHarness`	software	healthy	`tests/eval/replay_harness/harness.py:84`
`_DummySource`	software	healthy	`tests/tools/test_documentary_governance.py:11`
`TestPhase1ToolContracts`	software	healthy	`tests/contracts/test_phase1_contracts.py:39`
`TestPhase1ToolStatus`	software	healthy	`tests/contracts/test_phase1_contracts.py:87`
`TestPhase1ToolNames`	software	healthy	`tests/contracts/test_phase1_contracts.py:109`
`TestPhase1ToolDiscovery`	software	healthy	`tests/contracts/test_phase1_contracts.py:122`
`TestSubtitleGenUnit`	software	healthy	`tests/contracts/test_phase1_contracts.py:142`
`TestPhase1ErrorHandling`	software	healthy	`tests/contracts/test_phase1_contracts.py:264`
`TestTalkingHeadManifest`	software	healthy	`tests/contracts/test_phase1_contracts.py:300`
`TestPhase1Skills`	software	healthy	`tests/contracts/test_phase1_contracts.py:338`
`TestPhase2ToolContracts`	software	healthy	`tests/contracts/test_phase2_contracts.py:38`
`TestPhase2ToolNames`	software	healthy	`tests/contracts/test_phase2_contracts.py:74`
`TestPhase2ToolDiscovery`	software	healthy	`tests/contracts/test_phase2_contracts.py:98`
`TestPresets`	software	healthy	`tests/contracts/test_phase2_contracts.py:109`
`TestPhase2ErrorHandling`	software	healthy	`tests/contracts/test_phase2_contracts.py:149`
`TestCodeSnippetUnit`	software	healthy	`tests/contracts/test_phase2_contracts.py:186`
`TestDiagramGenUnit`	software	healthy	`tests/contracts/test_phase2_contracts.py:230`
`TestConfig`	software	healthy	`tests/contracts/test_phase0_contracts.py:255`
`TestSchemas`	software	healthy	`tests/contracts/test_phase0_contracts.py:269`
`TestCheckpoint`	software	healthy	`tests/contracts/test_phase0_contracts.py:290`
`TestPipelineManifests`	software	healthy	`tests/contracts/test_phase0_contracts.py:359`
`DummyTool`	software	healthy	`tests/contracts/test_phase0_contracts.py:388`
`TestBaseTool`	software	healthy	`tests/contracts/test_phase0_contracts.py:399`
`MissingDepTool`	software	healthy	`tests/contracts/test_phase0_contracts.py:413`
`TestToolRegistry`	software	healthy	`tests/contracts/test_phase0_contracts.py:425`
`TestCostTracker`	software	healthy	`tests/contracts/test_phase0_contracts.py:477`
`TestPipelineInstructionArchitecture`	software	healthy	`tests/contracts/test_phase0_contracts.py:539`
`TestAgentContextFiles`	software	healthy	`tests/contracts/test_phase0_contracts.py:565`
`TestMediaProfiles`	software	healthy	`tests/contracts/test_phase0_contracts.py:585`
`TestPhase2Comparison`	software	healthy	`tests/contracts/test_phase2_comparison.py:125`
`TestElevenLabsTTS`	software	healthy	`tests/contracts/test_phase3_contracts.py:37`
`TestPiperTTS`	software	healthy	`tests/contracts/test_phase3_contracts.py:58`
`TestMusicGen`	software	healthy	`tests/contracts/test_phase3_contracts.py:77`
`TestNewToolsRegistry`	software	healthy	`tests/contracts/test_phase3_contracts.py:95`
`TestCapabilityMetadata`	software	healthy	`tests/contracts/test_phase3_contracts.py:114`
`TestAnimatedExplainerManifest`	software	healthy	`tests/contracts/test_phase3_contracts.py:151`
`TestStylePlaybooks`	software	healthy	`tests/contracts/test_phase3_contracts.py:199`
`TestSkillsExist`	software	healthy	`tests/contracts/test_phase3_contracts.py:251`
`TestRemotionScaffold`	software	healthy	`tests/contracts/test_phase3_contracts.py:308`
`TestVideoComposeOperations`	software	healthy	`tests/contracts/test_phase3_contracts.py:332`
`TestTalkingHeadManifest`	software	healthy	`tests/contracts/test_phase1_golden.py:32`
`TestGoldenScenarioArtifacts`	software	healthy	`tests/contracts/test_phase1_golden.py:49`
`ClipRecord`	software	healthy	`lib/corpus.py:45`
`Corpus`	software	healthy	`lib/corpus.py:73`
`ExtensionNotPermitted`	software	healthy	`lib/pipeline_loader.py:165`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`pipeline_defs`	software	healthy	`pipeline_defs`
`tests`	software	healthy	`tests`
`qa`	software	healthy	`tests/qa`
`pipelines`	software	healthy	`tests/pipelines`
`eval`	software	healthy	`tests/eval`
`golden_scenarios`	software	healthy	`tests/eval/golden_scenarios`
`replay_harness`	software	healthy	`tests/eval/replay_harness`
`tools`	software	healthy	`tests/tools`
`contracts`	software	healthy	`tests/contracts`
`styles`	software	healthy	`tests/styles`
`docs`	software	healthy	`docs`
`remotion-composer`	software	healthy	`remotion-composer`
`public`	software	healthy	`remotion-composer/public`
`demo-props`	software	healthy	`remotion-composer/public/demo-props`
`src`	software	healthy	`remotion-composer/src`
`components`	software	healthy	`remotion-composer/src/components`
`charts`	software	healthy	`remotion-composer/src/components/charts`
`cinematic`	software	healthy	`remotion-composer/src/cinematic`
`lib`	software	healthy	`lib`
`providers`	software	healthy	`lib/providers`
`.claude`	software	healthy	`.claude`
`skills`	software	healthy	`.claude/skills`
`threejs-loaders`	software	healthy	`.claude/skills/threejs-loaders`
`d3-viz`	software	healthy	`.claude/skills/d3-viz`
`references`	software	healthy	`.claude/skills/d3-viz/references`
`assets`	software	healthy	`.claude/skills/d3-viz/assets`
`ai-video-gen`	software	healthy	`.claude/skills/ai-video-gen`
`web-design-guidelines`	software	healthy	`.claude/skills/web-design-guidelines`
`flux-best-practices`	software	healthy	`.claude/skills/flux-best-practices`
`rules`	software	healthy	`.claude/skills/flux-best-practices/rules`
`text-to-speech`	software	healthy	`.claude/skills/text-to-speech`
`elevenlabs`	software	healthy	`.claude/skills/elevenlabs`
`manim-composer`	software	healthy	`.claude/skills/manim-composer`
`references`	software	healthy	`.claude/skills/manim-composer/references`
`templates`	software	healthy	`.claude/skills/manim-composer/templates`
`heygen`	software	healthy	`.claude/skills/heygen`
`references`	software	healthy	`.claude/skills/heygen/references`
`video-understand`	software	healthy	`.claude/skills/video-understand`
`scripts`	software	healthy	`.claude/skills/video-understand/scripts`
`references`	software	healthy	`.claude/skills/video-understand/references`
`video-edit`	software	healthy	`.claude/skills/video-edit`
`references`	software	healthy	`.claude/skills/video-edit/references`
`create-video`	software	healthy	`.claude/skills/create-video`
`references`	software	healthy	`.claude/skills/create-video/references`
`faceswap`	software	healthy	`.claude/skills/faceswap`
`playwright-recording`	software	healthy	`.claude/skills/playwright-recording`
`lottie-bodymovin`	software	healthy	`.claude/skills/lottie-bodymovin`
`remotion`	software	healthy	`.claude/skills/remotion`
`threejs-materials`	software	healthy	`.claude/skills/threejs-materials`
`visual-style`	software	healthy	`.claude/skills/visual-style`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`App`	frontend	healthy	`.claude/skills/d3-viz/assets/interactive-template.jsx`
`App`	frontend	healthy	`.claude/skills/d3-viz/assets/chart-template.jsx`

Label	Layer	Status	Path
`repobility-clone-ovpiu2vv`	software	healthy	`/tmp/repobility-clone-ovpiu2vv`

Label	Layer	Status	Path
`redis`	data	healthy	`.claude/skills/vercel-react-best-practices/AGENTS.md`

Label	Layer	Status	Path
`nginx`	network	healthy	`.claude/skills/elevenlabs/SKILL.md`

Label	Layer	Status	Path
`131.0.0.0`	network	healthy	`tools/audio/pixabay_music.py`

Label	Layer	Status	Path
`gpu (detected)`	hardware	healthy	`README.md`

Label	Layer	Status	Path
`auth::.claude/skills/beautiful-mermaid/SKILL.md`	security	healthy	`.claude/skills/beautiful-mermaid/SKILL.md`

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calesthio/OpenMontage

Complete repo analysis

function 50+

file 50+

class 50+

directory 50+

component 2

repo 1

database 1

load_balancer 1

service 1

gpu 1

auth 1