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stevenlee/ling-ling

https://github.com/stevenlee/ling-ling · scanned 2026-06-16 00:22 UTC (2 months, 2 weeks ago)

52 raw signals (0 security + 52 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 43 actionable findings from 1 signal source. 9 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 · 43 findings

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 0 Medium 4 Low 21 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 43 Crowd 0 Layer: Software 8 Frontend 1 Security 1 Cicd 1 Quality 32

Exclude dismissed / FP Exclude test files

All 2999 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
`main`	software	healthy	`System_Engine/main.py:23`
`__init__`	software	healthy	`System_Engine/watchers/clipping_watcher.py:32`
`on_created`	software	dead	`System_Engine/watchers/clipping_watcher.py:50`
`on_moved`	software	healthy	`System_Engine/watchers/clipping_watcher.py:53`
`_handle_event`	software	healthy	`System_Engine/watchers/clipping_watcher.py:61`
`start`	software	healthy	`System_Engine/watchers/clipping_watcher.py:80`
`stop`	software	healthy	`System_Engine/watchers/clipping_watcher.py:91`
`_run_worker`	software	healthy	`System_Engine/watchers/clipping_watcher.py:98`
`_enqueue`	software	healthy	`System_Engine/watchers/clipping_watcher.py:111`
`_dequeue`	software	healthy	`System_Engine/watchers/clipping_watcher.py:121`
`_mark_done`	software	healthy	`System_Engine/watchers/clipping_watcher.py:128`
`_drain_queue`	software	healthy	`System_Engine/watchers/clipping_watcher.py:133`
`_process_queue_items`	software	healthy	`System_Engine/watchers/clipping_watcher.py:147`
`scan_existing`	software	healthy	`System_Engine/watchers/clipping_watcher.py:175`
`process_file`	software	healthy	`System_Engine/watchers/clipping_watcher.py:203`
`_handle_markdown`	software	healthy	`System_Engine/watchers/clipping_watcher.py:223`
`_handle_image`	software	healthy	`System_Engine/watchers/clipping_watcher.py:238`
`_archive_processed_file`	software	healthy	`System_Engine/watchers/clipping_watcher.py:248`
`_archive_markdown_with_sidecar_images`	software	healthy	`System_Engine/watchers/clipping_watcher.py:258`
`process_clipping`	software	dead	`System_Engine/watchers/clipping_watcher.py:265`
`__init__`	software	healthy	`System_Engine/watchers/vault_watcher.py:14`
`on_created`	software	dead	`System_Engine/watchers/vault_watcher.py:21`
`on_deleted`	software	healthy	`System_Engine/watchers/vault_watcher.py:37`
`_process_deletion`	software	healthy	`System_Engine/watchers/vault_watcher.py:70`
`on_moved`	software	healthy	`System_Engine/watchers/vault_watcher.py:98`
`on_modified`	software	healthy	`System_Engine/watchers/vault_watcher.py:119`
`_schedule_process`	software	healthy	`System_Engine/watchers/vault_watcher.py:145`
`_process_modification`	software	healthy	`System_Engine/watchers/vault_watcher.py:154`
`_is_indexed_dir`	software	healthy	`System_Engine/watchers/vault_watcher.py:237`
`_schedule_orphan_sweep`	software	healthy	`System_Engine/watchers/vault_watcher.py:246`
`_process_orphan_sweep`	software	healthy	`System_Engine/watchers/vault_watcher.py:256`
`_update_file_tags`	software	healthy	`System_Engine/watchers/vault_watcher.py:289`
`_should_watch`	software	healthy	`System_Engine/watchers/vault_watcher.py:293`
`_should_refresh_index_only`	software	healthy	`System_Engine/watchers/vault_watcher.py:301`
`_should_index`	software	healthy	`System_Engine/watchers/vault_watcher.py:305`
`_is_relative_to`	software	healthy	`System_Engine/watchers/vault_watcher.py:314`
`__init__`	software	healthy	`System_Engine/watchers/insight_scheduler.py:13`
`__init__`	software	healthy	`System_Engine/watchers/maintenance_scheduler.py:49`
`_default_tasks`	software	healthy	`System_Engine/watchers/maintenance_scheduler.py:72`
`daily_insight`	software	dead	`System_Engine/watchers/maintenance_scheduler.py:75`
`weekly_full_insight`	software	dead	`System_Engine/watchers/maintenance_scheduler.py:102`
`retrieval_bench`	software	dead	`System_Engine/watchers/maintenance_scheduler.py:108`
`bench_builder`	software	dead	`System_Engine/watchers/maintenance_scheduler.py:118`
`trace_prune`	software	dead	`System_Engine/watchers/maintenance_scheduler.py:123`
`cortex_consolidation`	software	dead	`System_Engine/watchers/maintenance_scheduler.py:130`
`cortex_decay`	software	dead	`System_Engine/watchers/maintenance_scheduler.py:138`
`cortex_ledger`	software	dead	`System_Engine/watchers/maintenance_scheduler.py:146`
`rag_orphan_sweep`	software	dead	`System_Engine/watchers/maintenance_scheduler.py:154`
`template_audit`	software	dead	`System_Engine/watchers/maintenance_scheduler.py:166`
`routing_report`	software	dead	`System_Engine/watchers/maintenance_scheduler.py:171`

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

Label	Layer	Status	Path
`ClippingWatcher`	software	healthy	`System_Engine/watchers/clipping_watcher.py:21`
`VaultWatcher`	software	healthy	`System_Engine/watchers/vault_watcher.py:10`
`InsightScheduler`	software	healthy	`System_Engine/watchers/insight_scheduler.py:10`
`MaintenanceResult`	software	healthy	`System_Engine/watchers/maintenance_scheduler.py:29`
`MaintenanceTask`	software	healthy	`System_Engine/watchers/maintenance_scheduler.py:35`
`MaintenanceScheduler`	software	healthy	`System_Engine/watchers/maintenance_scheduler.py:48`
`PromptWatcher`	software	healthy	`System_Engine/watchers/prompt_watcher.py:55`
`TestCoherenceScore`	software	healthy	`System_Engine/tests/test_quality_runner.py:23`
`TestMedianCorpusScore`	software	healthy	`System_Engine/tests/test_quality_runner.py:58`
`TestScoreTextQualityContract`	software	healthy	`System_Engine/tests/test_quality_runner.py:71`
`TestAsStrTuple`	software	healthy	`System_Engine/tests/test_capability_manager.py:39`
`TestNormalizeCostClass`	software	healthy	`System_Engine/tests/test_capability_manager.py:58`
`TestParseCapabilityFile`	software	healthy	`System_Engine/tests/test_capability_manager.py:75`
`TestCapabilityManager`	software	healthy	`System_Engine/tests/test_capability_manager.py:162`
`TestCapabilitySpec`	software	healthy	`System_Engine/tests/test_capability_manager.py:283`
`TestFenceRegions`	software	healthy	`System_Engine/tests/test_text_splitter_fences.py:18`
`TestFenceProtectionAcrossSplits`	software	healthy	`System_Engine/tests/test_text_splitter_fences.py:46`
`TestDeterminism`	software	healthy	`System_Engine/tests/test_text_splitter_fences.py:73`
`FakeRAG`	software	healthy	`System_Engine/tests/test_insight_signals.py:13`
`FakeLLM`	software	healthy	`System_Engine/tests/test_insight_signals.py:33`
`FakeResponse`	software	healthy	`System_Engine/tests/test_insight_signals.py:203`
`_StubLLM`	software	healthy	`System_Engine/tests/test_insight_signals.py:241`
`_StubLLM`	software	healthy	`System_Engine/tests/test_base_agent_self_correct.py:23`
`StubSummaryLLM`	software	healthy	`System_Engine/tests/test_p6_preceding_summary.py:37`
`TestSummarizeForContextContract`	software	healthy	`System_Engine/tests/test_p6_preceding_summary.py:84`
`TestNoLlm`	software	healthy	`System_Engine/tests/test_p6_preceding_summary.py:133`
`TestHappyPath`	software	healthy	`System_Engine/tests/test_p6_preceding_summary.py:145`
`TestFailureModes`	software	healthy	`System_Engine/tests/test_p6_preceding_summary.py:198`
`TestCache`	software	healthy	`System_Engine/tests/test_p6_preceding_summary.py:217`
`TestContentHashCacheGeneric`	software	healthy	`System_Engine/tests/test_p6_preceding_summary.py:278`
`FakeLLM`	software	healthy	`System_Engine/tests/test_facet_backfill.py:40`
`FakeRAG`	software	healthy	`System_Engine/tests/test_facet_backfill.py:52`
`TestAppendixParse`	software	healthy	`System_Engine/tests/test_facet_backfill.py:103`
`TestQueue`	software	healthy	`System_Engine/tests/test_facet_backfill.py:116`
`TestYielding`	software	healthy	`System_Engine/tests/test_facet_backfill.py:145`
`TestStep`	software	healthy	`System_Engine/tests/test_facet_backfill.py:177`
`TestFailureHandling`	software	healthy	`System_Engine/tests/test_facet_backfill.py:211`
`TestCompletion`	software	healthy	`System_Engine/tests/test_facet_backfill.py:252`
`FakeRag`	software	healthy	`System_Engine/tests/test_bench_loop.py:19`
`FakeLLM`	software	healthy	`System_Engine/tests/test_bench_loop.py:36`
`TestBenchBuilder`	software	healthy	`System_Engine/tests/test_bench_loop.py:44`
`TestBenchABAndHistory`	software	healthy	`System_Engine/tests/test_bench_loop.py:96`
`TestUseFacetsSwitch`	software	healthy	`System_Engine/tests/test_bench_loop.py:166`
`FakeLLM`	software	healthy	`System_Engine/tests/test_dynamic_pipeline.py:12`
`FakeRAG`	software	healthy	`System_Engine/tests/test_dynamic_pipeline.py:84`
`TestProfileRouting`	software	healthy	`System_Engine/tests/test_dynamic_pipeline.py:141`
`TestRoutingTraceAndTemplateStamp`	software	healthy	`System_Engine/tests/test_dynamic_pipeline.py:252`
`TestFacetIndexWiring`	software	healthy	`System_Engine/tests/test_dynamic_pipeline.py:321`
`TestDocTypeMigrationInPipeline`	software	healthy	`System_Engine/tests/test_dynamic_pipeline.py:373`
`TestUnknownCategoryPendingFlow`	software	healthy	`System_Engine/tests/test_dynamic_pipeline.py:392`

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

Label	Layer	Status	Path
`start.sh`	software	healthy	`start.sh`
`.env.example`	software	healthy	`.env.example`
`SCHEMA.md`	software	healthy	`SCHEMA.md`
`requirements.txt`	software	healthy	`requirements.txt`
`RELEASE_NOTE_v0.3.0.md`	software	healthy	`release_note/RELEASE_NOTE_v0.3.0.md`
`RELEASE_NOTE_v0.2.md`	software	healthy	`release_note/RELEASE_NOTE_v0.2.md`
`RELEASE_NOTE_v0.2.1.md`	software	healthy	`release_note/RELEASE_NOTE_v0.2.1.md`
`RELEASE_NOTE_v0.1.md`	software	healthy	`release_note/RELEASE_NOTE_v0.1.md`
`README.md`	software	healthy	`lings-desktop/README.md`
`index.md`	software	healthy	`lings-desktop/index.md`
`log.md`	software	healthy	`lings-desktop/log.md`
`CHANGELOG.md`	software	healthy	`lings-desktop/CHANGELOG.md`
`tutorial-guide.md`	software	healthy	`lings-desktop/Templates/tutorial-guide.md`
`tech-rpt.ja.md`	software	healthy	`lings-desktop/Templates/tech-rpt.ja.md`
`insight-rpt.zh.md`	software	healthy	`lings-desktop/Templates/insight-rpt.zh.md`
`insight-rpt.md`	software	healthy	`lings-desktop/Templates/insight-rpt.md`
`wiki-note.ja.md`	software	healthy	`lings-desktop/Templates/wiki-note.ja.md`
`wiki-note.md`	software	healthy	`lings-desktop/Templates/wiki-note.md`
`research-rpt.md`	software	healthy	`lings-desktop/Templates/research-rpt.md`
`patent-rpt.md`	software	healthy	`lings-desktop/Templates/patent-rpt.md`
`insight-rpt.ja.md`	software	healthy	`lings-desktop/Templates/insight-rpt.ja.md`
`sw-inv-disclosure-rpt.md`	software	healthy	`lings-desktop/Templates/sw-inv-disclosure-rpt.md`
`wiki-note.zh.md`	software	healthy	`lings-desktop/Templates/wiki-note.zh.md`
`translation-rpt.zh.md`	software	healthy	`lings-desktop/Templates/translation-rpt.zh.md`
`tech-rpt.md`	software	healthy	`lings-desktop/Templates/tech-rpt.md`
`cookery-recipe-card.md`	software	healthy	`lings-desktop/Templates/cookery-recipe-card.md`
`translation-rpt.md`	software	healthy	`lings-desktop/Templates/translation-rpt.md`
`book-analysis-report.md`	software	healthy	`lings-desktop/Templates/book-analysis-report.md`
`universal-document-template.md`	software	healthy	`lings-desktop/Templates/universal-document-template.md`
`novel-analysis-report.md`	software	healthy	`lings-desktop/Templates/novel-analysis-report.md`
`tech-rpt.zh.md`	software	healthy	`lings-desktop/Templates/tech-rpt.zh.md`
`load_sources_critique_demo.yml`	software	healthy	`lings-desktop/Templates/Pipelines/load_sources_critique_dem…`
`synthesize_critique_demo.yml`	software	healthy	`lings-desktop/Templates/Pipelines/synthesize_critique_demo.…`
`explain.md`	software	healthy	`lings-desktop/Templates/Operations/explain.md`
`classify.md`	software	healthy	`lings-desktop/Templates/Operations/classify.md`
`digest_sources.md`	software	healthy	`lings-desktop/Templates/Operations/digest_sources.md`
`plan.md`	software	healthy	`lings-desktop/Templates/Operations/plan.md`
`compare.md`	software	healthy	`lings-desktop/Templates/Operations/compare.md`
`answer_from_sources.md`	software	healthy	`lings-desktop/Templates/Operations/answer_from_sources.md`
`refute.md`	software	healthy	`lings-desktop/Templates/Operations/refute.md`
`load_sources.md`	software	healthy	`lings-desktop/Templates/Operations/load_sources.md`
`outline.md`	software	healthy	`lings-desktop/Templates/Operations/outline.md`
`synthesize.md`	software	healthy	`lings-desktop/Templates/Operations/synthesize.md`
`critique.md`	software	healthy	`lings-desktop/Templates/Operations/critique.md`
`agent_merge.md`	software	healthy	`lings-desktop/Templates/Prompts/agent_merge.md`
`system_base.md`	software	healthy	`lings-desktop/Templates/Prompts/system_base.md`
`agent_linter.md`	software	healthy	`lings-desktop/Templates/Prompts/agent_linter.md`
`mermaid_rules.md`	software	healthy	`lings-desktop/Templates/Prompts/mermaid_rules.md`
`agent_counter.md`	software	healthy	`lings-desktop/Templates/Prompts/agent_counter.md`
`agent_tag_patrol.md`	software	healthy	`lings-desktop/Templates/Prompts/agent_tag_patrol.md`

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

Label	Layer	Status	Path
`release_note`	software	healthy	`release_note`
`lings-desktop`	software	healthy	`lings-desktop`
`Templates`	software	healthy	`lings-desktop/Templates`
`Pipelines`	software	healthy	`lings-desktop/Templates/Pipelines`
`Operations`	software	healthy	`lings-desktop/Templates/Operations`
`Prompts`	software	healthy	`lings-desktop/Templates/Prompts`
`Scripture`	software	healthy	`lings-desktop/Scripture`
`Personas`	software	healthy	`lings-desktop/Scripture/Personas`
`Profiles`	software	healthy	`lings-desktop/Scripture/Profiles`
`Guidelines`	software	healthy	`lings-desktop/Scripture/Guidelines`
`toranomaki`	software	healthy	`lings-desktop/toranomaki`
`Skills`	software	healthy	`lings-desktop/Skills`
`System_Engine`	software	healthy	`System_Engine`
`watchers`	software	healthy	`System_Engine/watchers`
`tests`	software	healthy	`System_Engine/tests`
`corpus`	software	healthy	`System_Engine/tests/corpus`
`snapshots`	software	healthy	`System_Engine/tests/snapshots`
`DesignDoc`	software	healthy	`System_Engine/DesignDoc`
`scratch`	software	healthy	`System_Engine/scratch`
`agents`	software	healthy	`System_Engine/agents`
`maintenance`	software	healthy	`System_Engine/maintenance`
`migrations`	software	healthy	`System_Engine/maintenance/migrations`
`services`	software	healthy	`System_Engine/services`
`core`	software	healthy	`System_Engine/core`
`debug`	software	healthy	`System_Engine/debug`

Label	Layer	Status	Path
`embeddings`	data	healthy	`System_Engine/services/embedding_cache.py`
`runs`	data	healthy	`System_Engine/services/trace_store.py`
`llm_calls`	data	healthy	`System_Engine/services/trace_store.py`
`artifacts`	data	healthy	`System_Engine/services/trace_store.py`
`retrieval_events`	data	healthy	`System_Engine/services/trace_store.py`

Label	Layer	Status	Path
`001_normalize_chroma_tags.py`	data	healthy	`System_Engine/maintenance/migrations/001_normalize_chroma_t…`
`__init__.py`	data	healthy	`System_Engine/maintenance/migrations/__init__.py`
`002_expand_metadata_keys.py`	data	healthy	`System_Engine/maintenance/migrations/002_expand_metadata_ke…`

Label	Layer	Status	Path
`repobility-clone-ex5303r_`	software	healthy	`/tmp/repobility-clone-ex5303r_`

Label	Layer	Status	Path
`sqlite`	data	healthy	`.env.example`

Label	Layer	Status	Path
`192.168.1.103`	network	healthy	`.env.example`

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stevenlee/ling-ling

Complete repo analysis

function 50+

class 50+

file 50+

directory 25

table 5

migration 3

repo 1

database 1

service 1