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tgmorton/multi-model-foundry-subject-rearing

https://github.com/tgmorton/multi-model-foundry-subject-rearing · scanned 2026-06-16 00:33 UTC (2 months, 2 weeks ago)

188 raw signals (1 security + 187 graph)

File as issue Image

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 170 actionable findings from 2 signal sources. 18 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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100.0% cov · 169 findings

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 1 High 2 Medium 30 Low 103 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 1 System graph 169 Crowd 0 Layer: Quality 80 Software 29 Frontend 3 Network 6 Hardware 3 Security 14 Cicd 2 Api 33

Exclude dismissed / FP Exclude test files

All 4528 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
`create_test_config`	software	healthy	`tests/test_data_processing.py:20`
`create_test_tokenized_dataset`	software	healthy	`tests/test_data_processing.py:61`
`test_data_processor_initialization`	software	healthy	`tests/test_data_processing.py:76`
`test_chunk_sequences`	software	healthy	`tests/test_data_processing.py:89`
`test_dataset_stats`	software	healthy	`tests/test_data_processing.py:128`
`test_create_chunked_dataset`	software	healthy	`tests/test_data_processing.py:147`
`create_test_config`	software	healthy	`tests/test_checkpoint_scheduling.py:24`
`test_checkpoint_generation_config`	software	healthy	`tests/test_checkpoint_scheduling.py:71`
`test_generate_first_epoch_checkpoints`	software	healthy	`tests/test_checkpoint_scheduling.py:95`
`test_generate_subsequent_epoch_checkpoints`	software	healthy	`tests/test_checkpoint_scheduling.py:113`
`test_calculate_steps_per_epoch`	software	healthy	`tests/test_checkpoint_scheduling.py:143`
`test_generate_checkpoint_schedule`	software	healthy	`tests/test_checkpoint_scheduling.py:154`
`test_linear_spacing`	software	healthy	`tests/test_checkpoint_scheduling.py:191`
`test_config_integration`	software	healthy	`tests/test_checkpoint_scheduling.py:226`
`__init__`	software	healthy	`review/notes_db.py:22`
`_load`	software	healthy	`review/notes_db.py:28`
`upsert_note`	software	healthy	`review/notes_db.py:43`
`get_note`	software	healthy	`review/notes_db.py:69`
`get_notes_for_sentences`	software	healthy	`review/notes_db.py:74`
`get_all_notes`	software	healthy	`review/notes_db.py:85`
`export_tsv`	software	healthy	`review/notes_db.py:97`
`compact`	software	healthy	`review/notes_db.py:114`
`count`	software	healthy	`review/notes_db.py:121`
`reviewed_ids`	software	healthy	`review/notes_db.py:125`
`row_to_dict`	software	healthy	`review/serialization.py:12`
`_convert_value`	software	healthy	`review/serialization.py:23`
`dataframe_to_records`	software	healthy	`review/serialization.py:36`
`safe_collect`	software	dead	`review/serialization.py:42`
`_build_index`	software	healthy	`review/corpus_api.py:61`
`__init__`	software	healthy	`review/corpus_api.py:162`
`get_metadata`	software	healthy	`review/corpus_api.py:181`
`query_sentences`	software	healthy	`review/corpus_api.py:188`
`get_sentence_texts`	software	healthy	`review/corpus_api.py:270`
`get_sentence_detail`	software	healthy	`review/corpus_api.py:285`
`_get_context`	software	healthy	`review/corpus_api.py:337`
`_build_gloss_rows`	software	healthy	`review/corpus_api.py:360`
`_layer_rows`	software	healthy	`review/corpus_api.py:426`
`startup`	software	healthy	`review/server.py:33`
`get_metadata`	software	healthy	`review/server.py:51`
`list_sentences`	software	healthy	`review/server.py:56`
`get_sentence_detail`	software	healthy	`review/server.py:89`
`save_note`	software	healthy	`review/server.py:106`
`list_notes`	software	healthy	`review/server.py:118`
`list_notes_enriched`	software	healthy	`review/server.py:126`
`export_notes`	software	healthy	`review/server.py:142`
`list_schematics`	software	healthy	`review/server.py:152`
`get_schematic`	software	healthy	`review/server.py:160`
`index`	software	healthy	`review/server.py:173`
`reviewed_page`	software	healthy	`review/server.py:181`
`main`	software	healthy	`review/__main__.py:11`

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

Label	Layer	Status	Path
`mkdocs.yml`	software	healthy	`mkdocs.yml`
`README.md`	software	healthy	`README.md`
`CLAUDE.md`	software	healthy	`CLAUDE.md`
`Dockerfile`	software	healthy	`Dockerfile`
`relaunch_slots.json`	software	healthy	`relaunch_slots.json`
`pyproject.toml`	software	healthy	`pyproject.toml`
`requirements.txt`	software	healthy	`requirements.txt`
`.gitlab-ci.yml`	software	healthy	`.gitlab-ci.yml`
`test_data_processing.py`	software	healthy	`tests/test_data_processing.py`
`test_checkpoint_scheduling.py`	software	healthy	`tests/test_checkpoint_scheduling.py`
`__init__.py`	software	healthy	`review/__init__.py`
`notes_db.py`	software	healthy	`review/notes_db.py`
`serialization.py`	software	healthy	`review/serialization.py`
`corpus_api.py`	software	healthy	`review/corpus_api.py`
`sweep_dashboard.html`	software	healthy	`review/sweep_dashboard.html`
`schematics.py`	software	healthy	`review/schematics.py`
`server.py`	software	healthy	`review/server.py`
`__main__.py`	software	healthy	`review/__main__.py`
`index.html`	software	healthy	`review/static/index.html`
`reviewed.html`	software	healthy	`review/static/reviewed.html`
`TRAINING_ON_WILD_WEST.md`	software	healthy	`docs/TRAINING_ON_WILD_WEST.md`
`STRUCTURE.md`	software	healthy	`docs/STRUCTURE.md`
`DOCUMENTATION_MAP.md`	software	healthy	`docs/DOCUMENTATION_MAP.md`
`NEW_CORPUS_ANALYSIS_PLAN.md`	software	healthy	`docs/NEW_CORPUS_ANALYSIS_PLAN.md`
`pronoun_recovery.md`	software	healthy	`docs/pronoun_recovery.md`
`ttq_corpus_report.md`	software	healthy	`docs/ttq_corpus_report.md`
`LAYERED_ANNOTATION_ARCHITECTURE.md`	software	healthy	`docs/LAYERED_ANNOTATION_ARCHITECTURE.md`
`phase3_experimental_pipeline.md`	software	healthy	`docs/phase3_experimental_pipeline.md`
`spanish_gold_annotation.md`	software	healthy	`docs/spanish_gold_annotation.md`
`README.md`	software	healthy	`docs/README.md`
`NRP_REGISTRY_SETUP.md`	software	healthy	`docs/NRP_REGISTRY_SETUP.md`
`CROSS_ARCHITECTURE_COMPARISON.md`	software	healthy	`docs/CROSS_ARCHITECTURE_COMPARISON.md`
`spanish_gold_integration.md`	software	healthy	`docs/spanish_gold_integration.md`
`annotation_app.md`	software	healthy	`docs/annotation_app.md`
`S3_INTEGRATION.md`	software	healthy	`docs/S3_INTEGRATION.md`
`checkpoint_scheduling.md`	software	healthy	`docs/checkpoint_scheduling.md`
`k8s_jobs.md`	software	healthy	`docs/k8s_jobs.md`
`OSF_PREREGISTRATION.md`	software	healthy	`docs/OSF_PREREGISTRATION.md`
`recovery_tracking.md`	software	healthy	`docs/recovery_tracking.md`
`ABLATION_ENRICHMENT_IMPLEMENTATION.md`	software	healthy	`docs/ABLATION_ENRICHMENT_IMPLEMENTATION.md`
`jobpostings.md`	software	healthy	`docs/jobpostings.md`
`new_checkpoint_scheduling.md`	software	healthy	`docs/new_checkpoint_scheduling.md`
`CORPUS_ANALYSIS_SPEC.md`	software	healthy	`docs/CORPUS_ANALYSIS_SPEC.md`
`ablation_verification_report.md`	software	healthy	`docs/ablation_verification_report.md`
`italian_null_subject.md`	software	healthy	`docs/italian_null_subject.md`
`spanish_corpus.md`	software	healthy	`docs/spanish_corpus.md`
`RUN_REGISTRY.md`	software	healthy	`docs/RUN_REGISTRY.md`
`TRAINING_GUIDE.md`	software	healthy	`docs/TRAINING_GUIDE.md`
`ci_image.md`	software	healthy	`docs/ci_image.md`
`data_processing.md`	software	healthy	`docs/data_processing.md`

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

Label	Layer	Status	Path
`NotesStore`	software	healthy	`review/notes_db.py:21`
`CorpusQueryAPI`	software	healthy	`review/corpus_api.py:155`
`NotePayload`	software	healthy	`review/server.py:41`
`UnigramTable`	software	healthy	`evaluation/unigram.py:38`
`CacheKey`	software	healthy	`evaluation/cache.py:75`
`_CheckpointPrefetcher`	software	healthy	`evaluation/cache.py:111`
`CachedRunner`	software	healthy	`evaluation/cache.py:168`
`NgramTable`	software	healthy	`evaluation/ngram_evaluator.py:47`
`StimulusCacheEntry`	software	healthy	`evaluation/stimuli_cache.py:153`
`StimulusCache`	software	healthy	`evaluation/stimuli_cache.py:182`
`PerplexityEvaluator`	software	healthy	`evaluation/evaluators/perplexity_evaluator.py:18`
`BLIMPEvaluator`	software	healthy	`evaluation/evaluators/blimp_evaluator.py:17`
`NullSubjectEvaluator`	software	healthy	`evaluation/evaluators/null_subject_evaluator.py:17`
`TestModel`	software	healthy	`evaluation/tests/test_evaluation.py:198`
`_Stub`	software	healthy	`evaluation/tests/test_schema_v2.py:27`
`ItemLevelAggregator`	software	healthy	`evaluation/aggregation/item_level_aggregator.py:16`
`SummaryGenerator`	software	healthy	`evaluation/aggregation/summary_generator.py:16`
`BatchedSurprisalResult`	software	healthy	`evaluation/core/batched_surprisal.py:39`
`PairedInput`	software	healthy	`evaluation/core/batched_surprisal.py:176`
`PairedResult`	software	healthy	`evaluation/core/batched_surprisal.py:187`
`ResultAggregator`	software	healthy	`evaluation/core/result_aggregator.py:17`
`SurprisalCalculator`	software	healthy	`evaluation/core/surprisal_calculator.py:18`
`NullSubjectSurprisalCalculator`	software	healthy	`evaluation/core/surprisal_calculator.py:302`
`ModelLoader`	software	healthy	`evaluation/core/model_loader.py:17`
`ThreadedBLIMPEvaluator`	software	healthy	`evaluation/runners/threaded_blimp_evaluator.py:23`
`ParallelEvaluationRunner`	software	healthy	`evaluation/runners/parallel_evaluation_runner.py:28`
`EvaluationConfig`	software	healthy	`evaluation/runners/evaluation_runner.py:28`
`EvaluationRunner`	software	healthy	`evaluation/runners/evaluation_runner.py:67`
`CheckpointItemResult`	software	healthy	`evaluation/runners/per_model_runner.py:74`
`CheckpointPairResult`	software	healthy	`evaluation/runners/per_model_runner.py:102`
`CellSpec`	software	healthy	`evaluation/runners/per_model_runner.py:132`
`PerModelRunner`	software	healthy	`evaluation/runners/per_model_runner.py:161`
`TextExtractor`	software	healthy	`scripts/build_spanish_corpus.py:506`
`HFEvalTokenizer`	software	healthy	`scripts/eval_v2_cell.py:74`
`Candidate`	software	healthy	`scripts/build_spanish_gold_sample.py:68`
`CheckpointGenerationConfig`	software	healthy	`scripts/generate_checkpoint_schedule.py:25`
`ExperimentOrchestrator`	software	healthy	`scripts/_deprecated/run_experiment.py:20`
`AblationRegistry`	software	healthy	`preprocessing/registry.py:16`
`AblationConfig`	software	healthy	`preprocessing/config.py:18`
`ProvenanceMetadata`	software	healthy	`preprocessing/config.py:149`
`FileStatistics`	software	healthy	`preprocessing/config.py:250`
`ProvenanceManifest`	software	healthy	`preprocessing/config.py:279`
`AblationPipeline`	software	healthy	`preprocessing/base.py:35`
`_FileAnnotationStats`	software	healthy	`preprocessing/annotate.py:140`
`DocBinCollector`	software	healthy	`preprocessing/annotate.py:152`
`_AnnotationManifest`	software	healthy	`preprocessing/annotate.py:299`
`TestSpacyExplDetection`	software	healthy	`preprocessing/tests/test_remove_expletive_sentences.py:67`
`TestWeatherItHeuristic`	software	healthy	`preprocessing/tests/test_remove_expletive_sentences.py:92`
`TestRaisingItHeuristic`	software	healthy	`preprocessing/tests/test_remove_expletive_sentences.py:124`
`TestCopularRaisingHeuristic`	software	healthy	`preprocessing/tests/test_remove_expletive_sentences.py:164`

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

Label	Layer	Status	Path
`k8s::Job::k8s/job-train-baseline-smoke.yaml`	hardware	healthy	`k8s/job-train-baseline-smoke.yaml`
`k8s::Job::k8s/job-sweep-gpt2-small-en.yaml`	hardware	healthy	`k8s/job-sweep-gpt2-small-en.yaml`
`k8s::Job::k8s/job-sweep-mamba-370m-en-10m.yaml`	hardware	healthy	`k8s/job-sweep-mamba-370m-en-10m.yaml`
`k8s::Job::k8s/job-prepare-dataset-es-bert.yaml`	hardware	healthy	`k8s/job-prepare-dataset-es-bert.yaml`
`k8s::Job::k8s/job-prepare-dataset-es-shared.yaml`	hardware	healthy	`k8s/job-prepare-dataset-es-shared.yaml`
`k8s::Job::k8s/job-prepare-dataset-es-shared-10m.yaml`	hardware	healthy	`k8s/job-prepare-dataset-es-shared-10m.yaml`
`k8s::Job::k8s/job-prepare-production-caches-en.yaml`	hardware	healthy	`k8s/job-prepare-production-caches-en.yaml`
`k8s::Job::k8s/job-train-90m.yaml`	hardware	healthy	`k8s/job-train-90m.yaml`
`k8s::Job::k8s/job-smoke-test-unit.yaml`	hardware	healthy	`k8s/job-smoke-test-unit.yaml`
`k8s::Job::k8s/job-focal-test.yaml`	hardware	healthy	`k8s/job-focal-test.yaml`
`k8s::Job::k8s/job-smoke-bert-large.yaml`	hardware	healthy	`k8s/job-smoke-bert-large.yaml`
`k8s::Job::k8s/job-annotate-smoke-test-it.yaml`	hardware	healthy	`k8s/job-annotate-smoke-test-it.yaml`
`k8s::Job::k8s/job-europarl-sweep.yaml`	hardware	healthy	`k8s/job-europarl-sweep.yaml`
`k8s::Job::k8s/job-sweep-gpt2-medium-en-10m.yaml`	hardware	healthy	`k8s/job-sweep-gpt2-medium-en-10m.yaml`
`k8s::Job::k8s/job-explore-legacy-raw.yaml`	hardware	healthy	`k8s/job-explore-legacy-raw.yaml`
`k8s::Job::k8s/job-sweep-mamba-370m-es.yaml`	hardware	healthy	`k8s/job-sweep-mamba-370m-es.yaml`
`k8s::Job::k8s/job-annotate-es.yaml`	hardware	healthy	`k8s/job-annotate-es.yaml`
`k8s::Job::k8s/job-tree-detect-it-train90m.yaml`	hardware	healthy	`k8s/job-tree-detect-it-train90m.yaml`
`k8s::Job::k8s/job-sweep-weight-alpha.yaml`	hardware	healthy	`k8s/job-sweep-weight-alpha.yaml`
`k8s::Pod::k8s/pod-data-access-dual.yaml`	hardware	healthy	`k8s/pod-data-access-dual.yaml`
`k8s::Job::k8s/job-annotate-train-90m.yaml`	hardware	healthy	`k8s/job-annotate-train-90m.yaml`
`k8s::Job::k8s/job-train-baseline-90m-full.yaml`	hardware	healthy	`k8s/job-train-baseline-90m-full.yaml`
`k8s::Job::k8s/job-prepare-dataset-en-shared-10m.yaml`	hardware	healthy	`k8s/job-prepare-dataset-en-shared-10m.yaml`
`k8s::Job::k8s/job-sweep-mamba-370m-en.yaml`	hardware	healthy	`k8s/job-sweep-mamba-370m-en.yaml`
`k8s::Job::k8s/job-validate-ablations.yaml`	hardware	healthy	`k8s/job-validate-ablations.yaml`
`k8s::Job::k8s/job-prepare-dataset.yaml`	hardware	healthy	`k8s/job-prepare-dataset.yaml`
`k8s::Job::k8s/job-train-tokenizer.yaml`	hardware	healthy	`k8s/job-train-tokenizer.yaml`
`k8s::Job::k8s/job-fix-tokenizer.yaml`	hardware	healthy	`k8s/job-fix-tokenizer.yaml`
`k8s::Job::k8s/job-ablate-compose-baseline-en.yaml`	hardware	healthy	`k8s/job-ablate-compose-baseline-en.yaml`
`k8s::Job::k8s/job-precache-spacy-es.yaml`	hardware	healthy	`k8s/job-precache-spacy-es.yaml`
`k8s::Pod::k8s/pod-sweep-data-access.yaml`	hardware	healthy	`k8s/pod-sweep-data-access.yaml`
`k8s::Job::k8s/job-explore-archive.yaml`	hardware	healthy	`k8s/job-explore-archive.yaml`
`k8s::Job::k8s/job-prepare-dataset-es-bert-10m.yaml`	hardware	healthy	`k8s/job-prepare-dataset-es-bert-10m.yaml`
`k8s::Job::k8s/job-smoke-gpt2-large.yaml`	hardware	healthy	`k8s/job-smoke-gpt2-large.yaml`
`k8s::Job::k8s/job-copy-tokenizer.yaml`	hardware	healthy	`k8s/job-copy-tokenizer.yaml`
`k8s::Job::k8s/job-prepare-dataset-en-bert.yaml`	hardware	healthy	`k8s/job-prepare-dataset-en-bert.yaml`
`k8s::Job::k8s/job-smoke-gpt2-medium-opts.yaml`	hardware	healthy	`k8s/job-smoke-gpt2-medium-opts.yaml`
`k8s::Job::k8s/job-null-subject-report-90m.yaml`	hardware	healthy	`k8s/job-null-subject-report-90m.yaml`
`k8s::Job::k8s/job-ttq-data-gen.yaml`	hardware	healthy	`k8s/job-ttq-data-gen.yaml`
`k8s::Job::k8s/job-smoke-test-integration.yaml`	hardware	healthy	`k8s/job-smoke-test-integration.yaml`
`k8s::Job::k8s/job-sweep-mamba-370m-es-10m.yaml`	hardware	healthy	`k8s/job-sweep-mamba-370m-es-10m.yaml`
`k8s::Job::k8s/job-sweep-gpt2-large-es-10m.yaml`	hardware	healthy	`k8s/job-sweep-gpt2-large-es-10m.yaml`
`k8s::Job::k8s/job-train-baseline-smoke-resume.yaml`	hardware	healthy	`k8s/job-train-baseline-smoke-resume.yaml`
`k8s::Job::k8s/job-sweep-lstm-en.yaml`	hardware	healthy	`k8s/job-sweep-lstm-en.yaml`
`k8s::Job::k8s/job-smoke-test-full.yaml`	hardware	healthy	`k8s/job-smoke-test-full.yaml`
`k8s::Job::k8s/job-sweep-gpt2-medium-en.yaml`	hardware	healthy	`k8s/job-sweep-gpt2-medium-en.yaml`
`k8s::Job::k8s/job-s3-smoke.yaml`	hardware	healthy	`k8s/job-s3-smoke.yaml`
`k8s::Job::k8s/job-analysis-train-90m.yaml`	hardware	healthy	`k8s/job-analysis-train-90m.yaml`
`k8s::Job::k8s/job-sweep-lstm-es-10m.yaml`	hardware	healthy	`k8s/job-sweep-lstm-es-10m.yaml`
`k8s::Job::k8s/job-analysis-test-10m.yaml`	hardware	healthy	`k8s/job-analysis-test-10m.yaml`

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

Label	Layer	Status	Path
`tests`	software	healthy	`tests`
`review`	software	healthy	`review`
`static`	software	healthy	`review/static`
`docs`	software	healthy	`docs`
`corpus_analysis`	software	healthy	`docs/corpus_analysis`
`archive`	software	healthy	`docs/archive`
`validation`	software	healthy	`docs/archive/validation`
`plans`	software	healthy	`docs/archive/plans`
`deprecated`	software	healthy	`docs/archive/plans/deprecated`
`audits`	software	healthy	`docs/audits`
`research-notes`	software	healthy	`docs/research-notes`
`preprocessing`	software	healthy	`docs/preprocessing`
`deprecated`	software	healthy	`docs/preprocessing/deprecated`
`incidents`	software	healthy	`docs/incidents`
`eval_stimuli`	software	healthy	`docs/eval_stimuli`
`model_foundry`	software	healthy	`docs/model_foundry`
`testing`	software	healthy	`docs/model_foundry/testing`
`architecture`	software	healthy	`docs/model_foundry/architecture`
`guides`	software	healthy	`docs/model_foundry/guides`
`nrp-docs`	software	healthy	`docs/nrp-docs`
`ai`	software	healthy	`docs/nrp-docs/ai`
`development`	software	healthy	`docs/nrp-docs/development`
`fpgas`	software	healthy	`docs/nrp-docs/fpgas`
`coder`	software	healthy	`docs/nrp-docs/coder`
`jupyter`	software	healthy	`docs/nrp-docs/jupyter`
`networks`	software	healthy	`docs/nrp-docs/networks`
`start`	software	healthy	`docs/nrp-docs/start`
`running`	software	healthy	`docs/nrp-docs/running`
`tutorial`	software	healthy	`docs/nrp-docs/tutorial`
`storage`	software	healthy	`docs/nrp-docs/storage`
`evaluation`	software	healthy	`evaluation`
`evaluators`	software	healthy	`evaluation/evaluators`
`tests`	software	healthy	`evaluation/tests`
`aggregation`	software	healthy	`evaluation/aggregation`
`core`	software	healthy	`evaluation/core`
`runners`	software	healthy	`evaluation/runners`
`stimuli`	software	healthy	`evaluation/stimuli`
`recovery`	software	healthy	`recovery`
`scripts`	software	healthy	`scripts`
`ssrde`	software	healthy	`scripts/ssrde`
`wild_west`	software	healthy	`scripts/wild_west`
`_deprecated`	software	healthy	`scripts/_deprecated`
`wild_west`	software	healthy	`scripts/_deprecated/wild_west`
`titanx`	software	healthy	`scripts/_deprecated/titanx`
`a5000`	software	healthy	`scripts/_deprecated/a5000`
`p6000`	software	healthy	`scripts/_deprecated/p6000`
`3070ti`	software	healthy	`scripts/_deprecated/3070ti`
`preprocessing`	software	healthy	`preprocessing`
`tests`	software	healthy	`preprocessing/tests`
`fixtures`	software	healthy	`preprocessing/tests/fixtures`

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

Label	Layer	Status	Path
`GET /api/metadata`	api	healthy	`review/server.py`
`GET /api/sentences`	api	healthy	`review/server.py`
`GET /api/sentences/{sentence_id}`	api	healthy	`review/server.py`
`PUT /api/notes/{sentence_id}`	api	healthy	`review/server.py`
`GET /api/notes`	api	healthy	`review/server.py`
`GET /api/notes/enriched`	api	healthy	`review/server.py`
`GET /api/notes/export`	api	healthy	`review/server.py`
`GET /api/schematics`	api	healthy	`review/server.py`
`GET /api/schematics/{feature}`	api	healthy	`review/server.py`
`GET /`	api	healthy	`review/server.py`
`GET /reviewed`	api	healthy	`review/server.py`
`GET /health`	api	healthy	`annotation/server.py`
`POST /api/auth/login`	api	healthy	`annotation/server.py`
`GET /api/auth/me`	api	healthy	`annotation/server.py`
`GET /api/stimuli`	api	healthy	`annotation/server.py`
`GET /api/stimuli/starred`	api	healthy	`annotation/server.py`
`GET /api/stimuli/{stimulus_id}`	api	healthy	`annotation/server.py`
`POST /api/stimuli/load`	api	healthy	`annotation/server.py`
`GET /api/pronouns`	api	healthy	`annotation/server.py`
`PUT /api/annotations/{stimulus_id}`	api	healthy	`annotation/server.py`
`GET /api/annotations/progress`	api	healthy	`annotation/server.py`
`GET /api/annotations/next-unannotated`	api	healthy	`annotation/server.py`
`GET /api/agreement/status`	api	healthy	`annotation/server.py`
`GET /api/agreement/compute`	api	healthy	`annotation/server.py`
`GET /api/agreement/export`	api	healthy	`annotation/server.py`
`GET /api/adjudication/queue`	api	healthy	`annotation/server.py`
`GET /api/adjudication/progress`	api	healthy	`annotation/server.py`
`GET /api/adjudication/{stimulus_id}`	api	healthy	`annotation/server.py`
`PUT /api/adjudication/{stimulus_id}`	api	healthy	`annotation/server.py`
`GET /api/export/gold`	api	healthy	`annotation/server.py`
`GET /api/export/raw`	api	healthy	`annotation/server.py`
`GET /api/admin/users`	api	healthy	`annotation/server.py`
`GET /admin`	api	healthy	`annotation/server.py`
`GET /adjudication`	api	healthy	`annotation/server.py`

Label	Layer	Status	Path
`port:8642`	network	healthy	`review/server.py`
`port:24`	network	healthy	`scripts/ssrde/train.sh`
`port:48`	network	healthy	`scripts/ssrde/train.sh`
`port:12355`	network	healthy	`scripts/_deprecated/wild_west/README.md`
`port:12`	network	healthy	`scripts/_deprecated/p6000/run_phase_slurm.sh`
`port:10`	network	healthy	`scripts/_deprecated/p6000/test.sh`
`port:01`	network	healthy	`k8s/job-s3-smoke.yaml`
`port:20`	network	healthy	`k8s/job-s3-smoke.yaml`
`port:8643`	network	healthy	`annotation/docker-compose.yaml`
`port:80`	network	healthy	`annotation/docker-compose.yaml`
`port:443`	network	healthy	`annotation/docker-compose.yaml`
`port:16`	network	healthy	`configs/sweeps/baselines/lstm_es_10m.yaml`
`port:87`	network	healthy	`configs/sweeps/baselines/lstm_es_10m.yaml`

Label	Layer	Status	Path
`image::Dockerfile`	hardware	healthy	`Dockerfile`
`image::annotation/Dockerfile`	hardware	healthy	`annotation/Dockerfile`
`annotation`	hardware	healthy	`annotation/docker-compose.yaml`
`nginx`	hardware	healthy	`annotation/docker-compose.yaml`
`certbot`	hardware	healthy	`annotation/docker-compose.yaml`
`k8s::PersistentVolumeClaim::k8s/pvc-archive.yaml`	hardware	healthy	`k8s/pvc-archive.yaml`
`k8s::PersistentVolumeClaim::k8s/pvc-sweep.yaml`	hardware	healthy	`k8s/pvc-sweep.yaml`
`k8s::PersistentVolumeClaim::k8s/pvc.yaml`	hardware	healthy	`k8s/pvc.yaml`
`k8s::PersistentVolumeClaim::k8s/pvc-annotate-90m.yaml`	hardware	healthy	`k8s/pvc-annotate-90m.yaml`
`k8s::PersistentVolumeClaim::k8s/pvc-europarl-sweep.yaml`	hardware	healthy	`k8s/pvc-europarl-sweep.yaml`

Label	Layer	Status	Path
`users`	data	healthy	`annotation/db.py`
`stimuli`	data	healthy	`annotation/db.py`
`annotations`	data	healthy	`annotation/db.py`
`placed_pronouns`	data	healthy	`annotation/db.py`
`adjudications`	data	healthy	`annotation/db.py`
`adjudication_pronouns`	data	healthy	`annotation/db.py`
`annotation_history`	data	healthy	`annotation/db.py`

Label	Layer	Status	Path
`postgres`	data	healthy	`docs/nrp-docs/scrape_docs.py`
`postgresql`	data	healthy	`docs/nrp-docs/scrape_docs.py`
`sqlite`	data	healthy	`annotation/db.py`

Label	Layer	Status	Path
`loadbalancer`	network	healthy	`CLAUDE.md`
`nginx`	network	healthy	`annotation/docker-compose.yaml`

Label	Layer	Status	Path
`openai_or_anthropic_key::evaluation/stimuli/transform_stimu…`	security	healthy	`evaluation/stimuli/transform_stimuli.py`
`generic_api_key::evaluation/stimuli/transform_stimuli.py`	security	healthy	`evaluation/stimuli/transform_stimuli.py`

Label	Layer	Status	Path
`gha::deploy-docs`	cicd	healthy	`.github/workflows/deploy-docs.yml`
`gitlab-ci`	cicd	healthy	`.gitlab-ci.yml`

Label	Layer	Status	Path
`repobility-clone-scco_o2q`	software	healthy	`/tmp/repobility-clone-scco_o2q`

Label	Layer	Status	Path
`127.0.0.1`	network	healthy	`review/server.py`

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

Label	Layer	Status	Path
`vps::aws`	hardware	healthy	`CLAUDE.md`

Label	Layer	Status	Path
`auth::docs/nrp-docs/scrape_docs.py`	security	healthy	`docs/nrp-docs/scrape_docs.py`

Label	Layer	Status	Path
`deploy`	cicd	healthy	`.github/workflows/deploy-docs.yml`

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tgmorton/multi-model-foundry-subject-rearing

Complete repo analysis

function 50+

file 50+

class 50+

pod 50+

directory 50+

endpoint 34

port 13

container 10

table 7

database 3

load_balancer 2

secret 2

pipeline 2

repo 1

service 1

gpu 1

vps 1

auth 1

job 1