AI Slop Code RIsk Monitor

NVIDIA/skills

Agent Skills for NVIDIA products — install into Claude Code, Codex, and other coding agents to run Physical AI, robotics, simulation, CUDA, and RAG workflows end to end.

8.5 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for NVIDIA/skills, a Python project with 3,559 GitHub stars. SynthScan examined 1,127,986 lines of code across 5122 source files, recording 5181 pattern matches distributed across 24 syntactic categories. The legacy adjusted pattern signal is 8.5 (Moderate 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.

8.5
Adjusted Signal
8.5
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
3.6K
Stars
Python
Language
1.1M
Lines of Code
5.1K
Files
5.2K
Pattern Hits
2026-10-12
Scan Date
0.09
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 12.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2584 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.2/100 · LOW

Are imports declared and package/API names verified? 665 finding(s).

Agent Over-Engineering Ratio 26.3/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 3267 finding(s).

PR Review Velocity Impact 35.4/100 · MEDIUM

Which changes need focused human review? 5181 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 1HIGH 469MEDIUM 1167LOW 3544

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 5181 distinct pattern matches across 24 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 Separators943 hits · 2988 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/generate-skill-metadata.yml50 # ---------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/generate-skill-metadata.yml52 # ---------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/generate-skill-metadata.yml93 # ---------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/generate-skill-metadata.yml95 # ---------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify_source_onboarding.py96# --------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify_source_onboarding.py98# --------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify_source_onboarding.py150# --------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify_source_onboarding.py152# --------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify_source_onboarding.py256# --------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify_source_onboarding.py258# --------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify_source_onboarding.py286# --------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify_source_onboarding.py288# --------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/marketplace/generate-skill-metadata.py56# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/marketplace/generate-skill-metadata.py88# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/marketplace/generate-skill-metadata.py112# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/marketplace/generate-skill-metadata.py142# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/marketplace/generate-skill-metadata.py243# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/marketplace/generate-skill-metadata.py319# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/marketplace/generate-skill-metadata.py375# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/marketplace/generate-skill-metadata.py425# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/marketplace/generate-skill-metadata.py686# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/marketplace/generate-skill-metadata.py790# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/marketplace/generate-skill-metadata.py831# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/marketplace/generate-skill-metadata.py900# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/marketplace/generate-skill-metadata.py935# ---------------------------------------------------------------------------COMMENT
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py65# ---------------------------------------------------------------------------COMMENT
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py69# ---------------------------------------------------------------------------COMMENT
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py261# ---------------------------------------------------------------------------STRING
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py263# ---------------------------------------------------------------------------STRING
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py516# ---------------------------------------------------------------------------STRING
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py518# ---------------------------------------------------------------------------STRING
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py725# ---------------------------------------------------------------------------STRING
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py727# ---------------------------------------------------------------------------STRING
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py827# ---------------------------------------------------------------------------STRING
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py829# ---------------------------------------------------------------------------STRING
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py840# ---------------------------------------------------------------------------STRING
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py842# ---------------------------------------------------------------------------STRING
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py914# ---------------------------------------------------------------------------STRING
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py916# ---------------------------------------------------------------------------STRING
MEDIUM⚡…-virtualenv/references/tests/test_virtualenv_runner.py94# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…-virtualenv/references/tests/test_virtualenv_runner.py96# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…-virtualenv/references/tests/test_virtualenv_runner.py167# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…-virtualenv/references/tests/test_virtualenv_runner.py169# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…-virtualenv/references/tests/test_virtualenv_runner.py192# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…-virtualenv/references/tests/test_virtualenv_runner.py194# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…-virtualenv/references/tests/test_virtualenv_runner.py256# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…-virtualenv/references/tests/test_virtualenv_runner.py258# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…-virtualenv/references/tests/test_virtualenv_runner.py326# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…-virtualenv/references/tests/test_virtualenv_runner.py328# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…-virtualenv/references/tests/test_virtualenv_runner.py357# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…-virtualenv/references/tests/test_virtualenv_runner.py359# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…-virtualenv/references/tests/test_virtualenv_runner.py394# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…-virtualenv/references/tests/test_virtualenv_runner.py396# ---------------------------------------------------------------------------COMMENT
MEDIUM…-virtualenv/references/tests/test_virtualenv_runner.py26# ---------------------------------------------------------------------------COMMENT
MEDIUM…-virtualenv/references/tests/test_virtualenv_runner.py28# ---------------------------------------------------------------------------COMMENT
MEDIUM…h2studio-create-prognostic/references/testing-guide.py57# =============================================================================COMMENT
MEDIUM…h2studio-create-prognostic/references/testing-guide.py59# =============================================================================COMMENT
MEDIUM…h2studio-create-prognostic/references/testing-guide.py97# =============================================================================COMMENT
MEDIUM…h2studio-create-prognostic/references/testing-guide.py99# =============================================================================COMMENT
MEDIUM…h2studio-create-prognostic/references/testing-guide.py123# =============================================================================COMMENT
883 more matches not shown…
Hyper-Verbose Identifiers1316 hits · 1344 pts
SeverityFileLineSnippetContext
LOW.github/scripts/build-plugins.py279def render_claude_plugin_json(spec: dict[str, Any]) -> dict[str, Any]:CODE
LOW.github/scripts/build-plugins.py361def render_cursor_plugin_json(spec: dict[str, Any]) -> dict[str, Any]:CODE
LOW.github/scripts/build-plugins.py479def upsert_claude_marketplace(CODE
LOW.github/scripts/build-plugins.py511def upsert_agents_marketplace(CODE
LOW.github/scripts/build-plugins.py544def upsert_cursor_marketplace(CODE
LOW.github/scripts/aggregate_benchmarks.py317def component_only_difference(existing, payload: str) -> bool:CODE
LOW.github/scripts/version-plugins.py228def _spec_to_structural_tuple(spec: dict[str, Any]) -> tuple[Any, ...]:CODE
LOW.github/scripts/version-plugins.py498def _list_catalog_plugin_yamls() -> list[Path]:CODE
LOW.github/scripts/marketplace/generate-skill-metadata.py694def derive_product_from_component(component: dict | None, product_enum: list[str]) -> str | None:CODE
LOW.github/scripts/marketplace/generate-skill-metadata.py843def validate_skills_sh_uniqueness(CODE
LOW.github/scripts/marketplace/generate-skill-metadata.py869def validate_inventory_round_trip(CODE
LOW⚡.github/scripts/tests/test_generate_versions.py82 def test_ignores_manifest_ordering(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py87 def test_changes_when_a_file_digest_changes(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py91 def test_changes_when_a_file_is_added(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py97 def test_changes_when_a_file_is_removed(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py101 def test_changes_when_a_file_is_renamed(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py105 def test_name_and_digest_cannot_collide(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py113 def test_detects_a_dropped_skill(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py118 def test_additions_are_not_removals(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py123 def test_no_change_reports_nothing(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py127 def test_reports_every_dropped_skill_sorted(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py142 def test_deregistered_skill_is_not_blocking(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py145 def test_still_registered_skill_is_blocking(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py148 def test_mixed_removals_block_only_the_registered_one(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py152 def test_empty_registry_blocks_everything(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py157 def test_no_removals_is_never_blocking(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py162 def test_check_does_not_claim_a_deregistration_was_written(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py198 def test_accepts_a_well_formed_document(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py201 def test_rejects_an_unprefixed_digest(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py207 def test_rejects_a_nested_path(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py214 def test_rejects_unknown_fields(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py221 def test_rejects_a_missing_required_field(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py227 def test_rejects_a_malformed_date(self):CODE
LOW⚡.github/scripts/tests/test_generate_versions.py235 def test_ends_with_a_single_newline(self):CODE
LOW.github/scripts/tests/test_generate_versions.py59 def test_decodes_dsse_payload(self):CODE
LOW⚡.github/scripts/tests/test_aggregate_benchmarks.py38 def test_captures_evaluator_version(self):CODE
LOW⚡.github/scripts/tests/test_aggregate_benchmarks.py42 def test_captures_dataset_digest(self):CODE
LOW⚡.github/scripts/tests/test_aggregate_benchmarks.py49 def test_captures_validation_status(self):CODE
LOW.github/scripts/tests/test_aggregate_benchmarks.py75 def test_profile_is_not_emitted_at_all(self):CODE
LOW⚡.github/scripts/tests/test_aggregate_benchmarks.py108 def test_flags_a_field_that_lost_values(self):CODE
LOW⚡.github/scripts/tests/test_aggregate_benchmarks.py117 def test_silent_on_unchanged_null_rates(self):CODE
LOW⚡.github/scripts/tests/test_aggregate_benchmarks.py122 def test_silent_when_a_field_gains_values(self):CODE
LOW⚡.github/scripts/tests/test_aggregate_benchmarks.py127 def test_ignores_skills_absent_from_the_old_file(self):CODE
LOW⚡.github/scripts/tests/test_cli_guard.py86 def test_regeneration_succeeds_when_nothing_empties(self):STRING
LOW⚡.github/scripts/tests/test_cli_guard.py89 def test_regeneration_fails_when_a_field_empties(self):STRING
LOW⚡.github/scripts/tests/test_cli_guard.py93 def test_failed_run_leaves_benchmarks_json_untouched(self):STRING
LOW⚡.github/scripts/tests/test_cli_guard.py99 def test_escape_hatch_allows_a_deliberate_format_change(self):STRING
LOW⚡.github/scripts/tests/test_cli_guard.py149 def test_pass_threshold_pct_is_exempt(self):CODE
LOW⚡.github/scripts/tests/test_cli_guard.py152 def test_losing_only_a_migrating_field_does_not_block(self):CODE
LOW⚡.github/scripts/tests/test_cli_guard.py160 def test_exemption_does_not_mask_a_real_regression(self):CODE
LOW⚡.github/scripts/tests/test_cli_guard.py165 def test_migrating_drift_is_still_reported(self):CODE
LOW⚡.github/scripts/tests/test_cli_guard.py241 def test_check_passes_when_a_skill_moves_component(self):CODE
LOW⚡.github/scripts/tests/test_cli_guard.py247 def test_check_passes_when_a_dir_is_deregistered_pending_prune(self):CODE
LOW⚡.github/scripts/tests/test_cli_guard.py253 def test_check_still_fails_on_a_real_measurement_change(self):CODE
LOW⚡.github/scripts/tests/test_cli_guard.py261 def test_check_still_fails_when_a_skill_appears(self):CODE
LOW⚡.github/scripts/tests/test_cli_guard.py273 def test_deregistered_dir_going_null_does_not_block_regeneration(self):CODE
LOW⚡.github/scripts/tests/test_cli_guard.py279 def test_a_registered_skill_losing_a_field_still_blocks(self):CODE
LOW⚡.github/scripts/tests/test_cli_guard.py287 def test_an_exception_without_a_component_is_not_an_orphan(self):CODE
LOW.github/scripts/tests/test_cli_guard.py339 def test_a_renamed_pair_sharing_a_skill_name_still_guards_the_live_dir(self):CODE
LOW.github/scripts/tests/test_cli_guard.py361 def test_an_unreadable_components_d_does_not_exempt_the_catalog(self):CODE
1256 more matches not shown…
Cross-File Repetition265 hits · 1325 pts
SeverityFileLineSnippetContext
HIGH…tudio-create-prognostic/evals/targets/eval_1_target.py0input coordinate system of the prognostic model. returns ------- coordsystem coordinate system dictionary.STRING
HIGH…tudio-create-prognostic/evals/targets/eval_2_target.py0input coordinate system of the prognostic model. returns ------- coordsystem coordinate system dictionary.STRING
HIGH…udio-create-prognostic/references/skeleton-template.py0input coordinate system of the prognostic model. returns ------- coordsystem coordinate system dictionary.STRING
HIGH…tudio-create-prognostic/evals/targets/eval_1_target.py0batch-decorated generator for time integration. parameters ---------- x : torch.tensor initial condition tensor. coords STRING
HIGH…tudio-create-prognostic/evals/targets/eval_2_target.py0batch-decorated generator for time integration. parameters ---------- x : torch.tensor initial condition tensor. coords STRING
HIGH…udio-create-prognostic/references/skeleton-template.py0batch-decorated generator for time integration. parameters ---------- x : torch.tensor initial condition tensor. coords STRING
HIGH…tudio-create-prognostic/evals/targets/eval_1_target.py0create time-integration iterator. parameters ---------- x : torch.tensor initial condition tensor. coords : coordsystem STRING
HIGH…tudio-create-prognostic/evals/targets/eval_2_target.py0create time-integration iterator. parameters ---------- x : torch.tensor initial condition tensor. coords : coordsystem STRING
HIGH…udio-create-prognostic/references/skeleton-template.py0create time-integration iterator. parameters ---------- x : torch.tensor initial condition tensor. coords : coordsystem STRING
HIGH…tudio-create-prognostic/references/method-templates.py0create time-integration iterator. parameters ---------- x : torch.tensor initial condition tensor. coords : coordsystem STRING
HIGH…bionemo-kermt-finetune/scripts/fetch_released_model.py0download a released kermt model bundle from hugging face. runs inside the kermt container (huggingface_hub is part of thSTRING
HIGH…ls/bionemo-kermt-embed/scripts/fetch_released_model.py0download a released kermt model bundle from hugging face. runs inside the kermt container (huggingface_hub is part of thSTRING
HIGH…ermt-continue-pretrain/scripts/fetch_released_model.py0download a released kermt model bundle from hugging face. runs inside the kermt container (huggingface_hub is part of thSTRING
HIGH…bionemo-kermt-finetune/scripts/fetch_released_model.py0resolve-or-download the released bundle into `out`. returns the manifest dict (never raises for the expected failure modSTRING
HIGH…ls/bionemo-kermt-embed/scripts/fetch_released_model.py0resolve-or-download the released bundle into `out`. returns the manifest dict (never raises for the expected failure modSTRING
HIGH…ermt-continue-pretrain/scripts/fetch_released_model.py0resolve-or-download the released bundle into `out`. returns the manifest dict (never raises for the expected failure modSTRING
HIGHskills/bionemo-kermt-finetune/scripts/prepare_data.py0mode-dispatched data preparation pipeline for the kermt agent skills. composes the existing repo data-prep scripts (`scrSTRING
HIGHskills/bionemo-kermt-embed/scripts/prepare_data.py0mode-dispatched data preparation pipeline for the kermt agent skills. composes the existing repo data-prep scripts (`scrSTRING
HIGH…ionemo-kermt-continue-pretrain/scripts/prepare_data.py0mode-dispatched data preparation pipeline for the kermt agent skills. composes the existing repo data-prep scripts (`scrSTRING
HIGH…bionemo-kermt-pretrain-scratch/scripts/prepare_data.py0mode-dispatched data preparation pipeline for the kermt agent skills. composes the existing repo data-prep scripts (`scrSTRING
HIGH…ionemo-kermt-add-cmim-pretrain/scripts/prepare_data.py0mode-dispatched data preparation pipeline for the kermt agent skills. composes the existing repo data-prep scripts (`scrSTRING
HIGHskills/bionemo-kermt-infer/scripts/prepare_data.py0mode-dispatched data preparation pipeline for the kermt agent skills. composes the existing repo data-prep scripts (`scrSTRING
HIGHskills/bionemo-kermt-finetune/scripts/prepare_data.py0run a subprocess, append a step entry to manifest, raise on failure.STRING
HIGHskills/bionemo-kermt-embed/scripts/prepare_data.py0run a subprocess, append a step entry to manifest, raise on failure.STRING
HIGH…ionemo-kermt-continue-pretrain/scripts/prepare_data.py0run a subprocess, append a step entry to manifest, raise on failure.STRING
HIGH…bionemo-kermt-pretrain-scratch/scripts/prepare_data.py0run a subprocess, append a step entry to manifest, raise on failure.STRING
HIGH…ionemo-kermt-add-cmim-pretrain/scripts/prepare_data.py0run a subprocess, append a step entry to manifest, raise on failure.STRING
HIGHskills/bionemo-kermt-infer/scripts/prepare_data.py0run a subprocess, append a step entry to manifest, raise on failure.STRING
HIGHskills/bionemo-kermt-finetune/scripts/prepare_data.py0file exists with non-zero size, or directory exists with at least one entry.STRING
HIGHskills/bionemo-kermt-embed/scripts/prepare_data.py0file exists with non-zero size, or directory exists with at least one entry.STRING
HIGH…ionemo-kermt-continue-pretrain/scripts/prepare_data.py0file exists with non-zero size, or directory exists with at least one entry.STRING
HIGH…bionemo-kermt-pretrain-scratch/scripts/prepare_data.py0file exists with non-zero size, or directory exists with at least one entry.STRING
HIGH…ionemo-kermt-add-cmim-pretrain/scripts/prepare_data.py0file exists with non-zero size, or directory exists with at least one entry.STRING
HIGHskills/bionemo-kermt-infer/scripts/prepare_data.py0file exists with non-zero size, or directory exists with at least one entry.STRING
HIGHskills/bionemo-kermt-finetune/scripts/prepare_data.py0return the 0-based index of the smiles column in csv_path. auto-detection rule when `explicit_value is none`: 1. read thSTRING
HIGHskills/bionemo-kermt-embed/scripts/prepare_data.py0return the 0-based index of the smiles column in csv_path. auto-detection rule when `explicit_value is none`: 1. read thSTRING
HIGH…ionemo-kermt-continue-pretrain/scripts/prepare_data.py0return the 0-based index of the smiles column in csv_path. auto-detection rule when `explicit_value is none`: 1. read thSTRING
HIGH…bionemo-kermt-pretrain-scratch/scripts/prepare_data.py0return the 0-based index of the smiles column in csv_path. auto-detection rule when `explicit_value is none`: 1. read thSTRING
HIGH…ionemo-kermt-add-cmim-pretrain/scripts/prepare_data.py0return the 0-based index of the smiles column in csv_path. auto-detection rule when `explicit_value is none`: 1. read thSTRING
HIGHskills/bionemo-kermt-infer/scripts/prepare_data.py0return the 0-based index of the smiles column in csv_path. auto-detection rule when `explicit_value is none`: 1. read thSTRING
HIGHskills/bionemo-kermt-finetune/scripts/prepare_data.py0rewrite an inference csv to keep only the smiles column (at index 0). downstream `kermt.util.utils.get_data` -> `moleculSTRING
HIGHskills/bionemo-kermt-embed/scripts/prepare_data.py0rewrite an inference csv to keep only the smiles column (at index 0). downstream `kermt.util.utils.get_data` -> `moleculSTRING
HIGH…ionemo-kermt-continue-pretrain/scripts/prepare_data.py0rewrite an inference csv to keep only the smiles column (at index 0). downstream `kermt.util.utils.get_data` -> `moleculSTRING
HIGH…bionemo-kermt-pretrain-scratch/scripts/prepare_data.py0rewrite an inference csv to keep only the smiles column (at index 0). downstream `kermt.util.utils.get_data` -> `moleculSTRING
HIGH…ionemo-kermt-add-cmim-pretrain/scripts/prepare_data.py0rewrite an inference csv to keep only the smiles column (at index 0). downstream `kermt.util.utils.get_data` -> `moleculSTRING
HIGHskills/bionemo-kermt-infer/scripts/prepare_data.py0rewrite an inference csv to keep only the smiles column (at index 0). downstream `kermt.util.utils.get_data` -> `moleculSTRING
HIGHskills/bionemo-kermt-finetune/scripts/prepare_data.py0returns {atom, bond, smiles}->path|none when the user supplied vocab inputs (via --vocab-dir or --atom-vocab/--bond-vocaSTRING
HIGHskills/bionemo-kermt-embed/scripts/prepare_data.py0returns {atom, bond, smiles}->path|none when the user supplied vocab inputs (via --vocab-dir or --atom-vocab/--bond-vocaSTRING
HIGH…ionemo-kermt-continue-pretrain/scripts/prepare_data.py0returns {atom, bond, smiles}->path|none when the user supplied vocab inputs (via --vocab-dir or --atom-vocab/--bond-vocaSTRING
HIGH…bionemo-kermt-pretrain-scratch/scripts/prepare_data.py0returns {atom, bond, smiles}->path|none when the user supplied vocab inputs (via --vocab-dir or --atom-vocab/--bond-vocaSTRING
HIGH…ionemo-kermt-add-cmim-pretrain/scripts/prepare_data.py0returns {atom, bond, smiles}->path|none when the user supplied vocab inputs (via --vocab-dir or --atom-vocab/--bond-vocaSTRING
HIGHskills/bionemo-kermt-infer/scripts/prepare_data.py0returns {atom, bond, smiles}->path|none when the user supplied vocab inputs (via --vocab-dir or --atom-vocab/--bond-vocaSTRING
HIGHskills/bionemo-kermt-finetune/scripts/prepare_data.py0when the user supplies vocab files (use ckpt's vocab as-is), copy them into `<dst_dir>/<dataset_name>_<which>_vocab.<extSTRING
HIGHskills/bionemo-kermt-embed/scripts/prepare_data.py0when the user supplies vocab files (use ckpt's vocab as-is), copy them into `<dst_dir>/<dataset_name>_<which>_vocab.<extSTRING
HIGH…ionemo-kermt-continue-pretrain/scripts/prepare_data.py0when the user supplies vocab files (use ckpt's vocab as-is), copy them into `<dst_dir>/<dataset_name>_<which>_vocab.<extSTRING
HIGH…bionemo-kermt-pretrain-scratch/scripts/prepare_data.py0when the user supplies vocab files (use ckpt's vocab as-is), copy them into `<dst_dir>/<dataset_name>_<which>_vocab.<extSTRING
HIGH…ionemo-kermt-add-cmim-pretrain/scripts/prepare_data.py0when the user supplies vocab files (use ckpt's vocab as-is), copy them into `<dst_dir>/<dataset_name>_<which>_vocab.<extSTRING
HIGHskills/bionemo-kermt-infer/scripts/prepare_data.py0when the user supplies vocab files (use ckpt's vocab as-is), copy them into `<dst_dir>/<dataset_name>_<which>_vocab.<extSTRING
HIGHskills/bionemo-kermt-finetune/scripts/prepare_data.py0builds atom + bond (in --vocab-format) and smiles (always pickle) vocabs. returns a dict of {atom, bond, smiles} -> pathSTRING
HIGHskills/bionemo-kermt-embed/scripts/prepare_data.py0builds atom + bond (in --vocab-format) and smiles (always pickle) vocabs. returns a dict of {atom, bond, smiles} -> pathSTRING
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Excessive Try-Catch Wrapping602 hits · 674 pts
SeverityFileLineSnippetContext
LOW.github/workflows/sync-skills.yml277 except Exception:CODE
LOW.github/scripts/verify_source_onboarding.py228 except Exception as exc:CODE
LOW.github/scripts/verify_content_integrity.py76 except Exception as exc: # malformed bundle is itself a real problemCODE
LOW.github/scripts/marketplace/generate-skill-metadata.py413 except Exception:CODE
LOW.github/scripts/marketplace/generate-skill-metadata.py1034 except Exception:CODE
LOW…ub/scripts/marketplace/test_generate_skill_metadata.py83 except Exception:CODE
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py100def _start_marker():CODE
MEDIUM…/tao-run-on-virtualenv/references/virtualenv_runner.py307def _coerce_pid(value) -> int:CODE
LOW…/tao-run-on-virtualenv/references/virtualenv_runner.py111 except Exception:CODE
LOW…/tao-run-on-virtualenv/references/virtualenv_runner.py146 except Exception:CODE
LOW…/tao-run-on-virtualenv/references/virtualenv_runner.py157 except Exception:CODE
LOW…/tao-run-on-virtualenv/references/virtualenv_runner.py303 except Exception:STRING
LOW…/tao-run-on-virtualenv/references/virtualenv_runner.py341 except Exception:STRING
LOW…/tao-run-on-virtualenv/references/virtualenv_runner.py365 except Exception:STRING
LOW…lls/dicom-series-to-volume/scripts/series_to_volume.py53 except Exception:CODE
LOW…lls/dicom-series-to-volume/scripts/series_to_volume.py162 except Exception as e:CODE
LOWskills/nemotron-speech/references/nmt.md91except Exception as e:CODE
LOWskills/nemotron-speech/references/tts-custom.md198except Exception as e:CODE
LOW⚡skills/nemotron-speech/references/tts-pipelines.md253except Exception as e:CODE
LOW⚡skills/nemotron-speech/references/tts-pipelines.md283except Exception as e:CODE
LOWskills/nemotron-speech/references/tts.md162except Exception as e:CODE
LOWskills/nemotron-speech/references/asr.md212except Exception as e:CODE
LOW⚡…tudio-create-prognostic/evals/targets/eval_2_target.py157 except Exception:CODE
LOW⚡…tudio-create-prognostic/evals/targets/eval_2_target.py163 except Exception:CODE
LOW⚡…tudio-create-prognostic/evals/targets/eval_2_target.py169 except Exception:CODE
LOW…otron-voice-agent/scripts/run_expected_conversation.py526 except Exception as exc:CODE
LOW…on-voice-agent/scripts/apply_generic_agent_template.py149 except Exception:CODE
MEDIUMskills/skill-card-generator/scripts/discover_assets.py928 print(f"Error: directory not found: {skill_root}", file=sys.stderr)CODE
MEDIUMskills/skill-card-generator/scripts/discover_assets.py931 print(f"Error: not a directory: {skill_root}", file=sys.stderr)CODE
LOW⚡skills/skill-card-generator/scripts/discover_assets.py366 except Exception:CODE
LOW⚡skills/skill-card-generator/scripts/discover_assets.py375 except Exception:CODE
LOWskills/skill-card-generator/scripts/discover_assets.py288 except Exception:CODE
LOWskills/skill-card-generator/scripts/discover_assets.py300 except Exception:CODE
LOWskills/skill-card-generator/scripts/discover_assets.py323 except Exception:CODE
LOWskills/skill-card-generator/scripts/discover_assets.py355 except Exception:CODE
LOWskills/skill-card-generator/scripts/discover_assets.py399 except Exception:CODE
LOWskills/skill-card-generator/scripts/discover_assets.py415 except Exception:CODE
LOWskills/skill-card-generator/scripts/discover_assets.py429 except Exception:CODE
LOWskills/skill-card-generator/scripts/discover_assets.py440 except Exception:CODE
LOWskills/skill-card-generator/scripts/discover_assets.py665 except Exception:CODE
LOWskills/nv-generate-mr/scripts/run_mr.py103 except Exception:CODE
LOWskills/nv-generate-mr/scripts/run_mr.py117 except Exception:CODE
LOWskills/nv-generate-mr/scripts/run_mr.py328 except Exception as e:CODE
LOWskills/nv-generate-mr/scripts/run_mr.py441 except Exception as e:CODE
LOW…bionemo-kermt-finetune/scripts/fetch_released_model.py140 except Exception as exc: # noqa: BLE001CODE
LOW…bionemo-kermt-finetune/scripts/fetch_released_model.py213 except Exception as exc: # noqa: BLE001CODE
LOWskills/bionemo-kermt-finetune/scripts/prepare_data.py712 except Exception as exc: # noqa: BLE001CODE
LOWskills/bionemo-kermt-finetune/scripts/prepare_data.py803 except Exception as exc: # noqa: BLE001CODE
LOW…s/bionemo-kermt-finetune/scripts/run_finetune_local.py456 except Exception as exc: # noqa: BLE001CODE
LOW…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py402 except Exception as exc: # noqa: BLE001CODE
LOW…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py445 except Exception as exc: # noqa: BLE001CODE
LOW…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py461 except Exception as exc: # noqa: BLE001CODE
LOWskills/bionemo-kermt-finetune/scripts/check_data.py180 except Exception as exc: # noqa: BLE001CODE
LOWskills/bionemo-kermt-finetune/scripts/check_data.py294 except Exception as exc: # noqa: BLE001CODE
LOW…ills/bionemo-kermt-finetune/scripts/kermt_container.sh125except Exception as e:CODE
LOW…ills/bionemo-kermt-finetune/scripts/kermt_container.sh160except Exception as e:CODE
LOW…ills/bionemo-kermt-finetune/scripts/kermt_container.sh171except Exception as e:CODE
LOW…ills/bionemo-kermt-finetune/scripts/kermt_container.sh178except Exception:CODE
LOW…ills/bionemo-kermt-finetune/scripts/kermt_container.sh204 except Exception as e:CODE
LOW⚡skills/bionemo-kermt-finetune/scripts/_utils.py185 except Exception as exc: # noqa: BLE001CODE
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Unused Imports525 hits · 514 pts
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LOW.github/scripts/verify_source_onboarding.py50CODE
LOW.github/scripts/verify_content_integrity.py25CODE
LOW.github/scripts/build-plugins.py55CODE
LOW.github/scripts/version-plugins.py50CODE
LOW.github/scripts/marketplace/generate-skill-metadata.py30CODE
LOW…ub/scripts/marketplace/test_generate_skill_metadata.py30CODE
LOW…ynamo-interconnect-check/scripts/check_interconnect.py20CODE
LOW…/tao-run-on-virtualenv/references/virtualenv_runner.py37CODE
LOWskills/nemotron-speech/scripts/main.py25CODE
LOW…thcare-agent-with-nemotron-voice-agent/evals/grader.py7CODE
LOW…t/references/appointment-making/tool-implementation.py6CODE
LOW…ice-agent/references/appointment-making/database/db.py11CODE
LOW…e-agent/references/appointment-making/database/seed.py11CODE
LOW…ferences/patient-intake/patient-intake-speech-guard.py6CODE
LOW…agent/references/patient-intake/tool-implementation.py6CODE
LOW…gent/references/custom/tool-implementation-template.py6CODE
LOW…-with-nemotron-voice-agent/tests/test_eval_contract.py6CODE
LOW…motron-voice-agent/tests/test_apply_template_safety.py6CODE
LOW…otron-voice-agent/scripts/run_expected_conversation.py7CODE
LOW…h-nemotron-voice-agent/scripts/nva_generic_defaults.py7CODE
LOW…on-voice-agent/scripts/inspect_nva_generic_defaults.py7CODE
LOW…on-voice-agent/scripts/verify_docker_compose_access.py7CODE
LOW…on-voice-agent/scripts/apply_generic_agent_template.py7CODE
LOWskills/skill-card-generator/scripts/discover_assets.py16CODE
LOWskills/nv-generate-mr/scripts/run_mr.py28CODE
LOW…bionemo-kermt-finetune/scripts/fetch_released_model.py61CODE
LOWskills/bionemo-kermt-finetune/scripts/prepare_data.py55CODE
LOWskills/bionemo-kermt-finetune/scripts/prepare_data.py59CODE
LOW…s/bionemo-kermt-finetune/scripts/run_finetune_local.py47CODE
LOW…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py71CODE
LOW…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py81CODE
LOWskills/bionemo-kermt-finetune/scripts/check_data.py70CODE
LOWskills/bionemo-kermt-finetune/scripts/_utils.py10CODE
LOWskills/paidf-orchestration-setup/scripts/remote_k8s.py6CODE
LOW…lls/tao-run-on-kubernetes/scripts/render_action_job.py19CODE
LOW…cosmos-reason/tests/test_runtime_preflight_contract.py4CODE
LOW…netune-cosmos-reason/scripts/extract_cosmos_metrics.py7CODE
LOW…osmos-reason/scripts/prepare_cosmos3_vlm_checkpoint.py12CODE
LOW…reason/scripts/framework_evaluation_image_preflight.py14CODE
LOW…e-cosmos-reason/scripts/cosmos_rl_checkpoint_action.py13CODE
LOW…e-cosmos-reason/scripts/framework_checkpoint_action.py14CODE
LOW…ne-cosmos-reason/scripts/gate_docker_train_evaluate.py12CODE
LOW…s/vss-deploy-profile/scripts/normalize_resolved_yml.py52CODE
LOWskills/nv-reason-ct/scripts/run_nv_reason_ct.py7CODE
LOW…ffold-vss-service/scripts/scaffold_rtvi_vss_service.py12CODE
LOWskills/tao-run-automl/references/best_rec_adapter.py22CODE
LOW…ls/tao-run-automl/tests/test_resolve_automl_session.py4CODE
LOWskills/tao-run-automl/scripts/resolve_automl_session.py13CODE
LOWskills/hsb-flash/scripts/v2.0.0/make_manifest.py22CODE
LOWskills/jetson-inference-mem-tune/scripts/recommend.py29CODE
LOW…ills/data-designer/scripts/get_person_object_schema.py14CODE
LOWskills/dynamo-recipe-runner/scripts/recipe_tool.py7CODE
LOW…s/dynamo-router-starter/scripts/check_router_health.py7CODE
LOWskills/nv-segment-ct-finetune/scripts/run_finetune.py41CODE
LOWskills/nv-generate-ct-rflow/scripts/list_anatomies.py31CODE
LOWskills/nv-generate-ct-rflow/scripts/run_ct_mask.py25CODE
LOWskills/nv-generate-ct-rflow/scripts/run_ct_from_mask.py24CODE
LOWskills/nv-generate-ct-rflow/scripts/_anatomy.py25CODE
LOWskills/nv-generate-ct-rflow/scripts/wrapper_utils.py23CODE
LOWskills/nv-generate-ct-rflow/scripts/run_ct_image.py24CODE
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Empty Error Handlers102 hits · 510 pts
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HIGH.github/scripts/version-plugins.py381except subprocess.CalledProcessError:CODE
HIGH.github/scripts/marketplace/generate-skill-metadata.py642except (KeyError, IndexError, TypeError, AttributeError):CODE
HIGH…/tao-run-on-virtualenv/references/virtualenv_runner.py294except OSError:CODE
HIGH…/tao-run-on-virtualenv/references/virtualenv_runner.py704except RuntimeError:CODE
HIGH…ice-agent/references/appointment-making/database/db.py47except ValueError:CODE
HIGH…on-voice-agent/scripts/verify_docker_compose_access.py110except (FileNotFoundError, subprocess.TimeoutExpired):CODE
HIGHskills/skill-card-generator/scripts/discover_assets.py323except Exception:CODE
HIGHskills/skill-card-generator/scripts/discover_assets.py366except Exception:CODE
HIGHskills/skill-card-generator/scripts/discover_assets.py399except Exception:CODE
HIGHskills/skill-card-generator/scripts/discover_assets.py415except Exception:CODE
HIGHskills/skill-card-generator/scripts/discover_assets.py429except Exception:CODE
HIGHskills/skill-card-generator/scripts/discover_assets.py440except Exception:CODE
HIGHskills/skill-card-generator/scripts/discover_assets.py665except Exception:CODE
HIGHskills/bionemo-kermt-finetune/scripts/_utils.py233except FileNotFoundError:CODE
HIGHskills/paidf-orchestration-setup/scripts/remote_k8s.py169except json.JSONDecodeError:CODE
HIGH…lls/tao-run-on-kubernetes/scripts/render_action_job.py289except FileNotFoundError:CODE
HIGH…-validate-recipe-transfer/scripts/preprocess_parity.py59except json.JSONDecodeError:CODE
HIGHskills/nv-segment-ct-finetune/scripts/run_finetune.py695except ValueError:CODE
HIGHskills/nv-segment-ct-finetune/scripts/run_finetune.py1225except ValueError:CODE
HIGHskills/nv-generate-ct-rflow/scripts/wrapper_utils.py65except Exception:CODE
HIGH…dedupe-candidates/scripts/instance_candidate_finder.py1142except Exception:CODE
HIGH…d-validation-runner/scripts/usd_validation_executor.py215except ImportError:CODE
HIGH…d-validation-runner/scripts/usd_validation_executor.py236except ImportError:CODE
HIGH…ay-migrate-from-flow/scripts/migrate_from_nemo_flow.py317except FileNotFoundError:CODE
HIGHskills/bionemo-kermt-embed/scripts/_utils.py233except FileNotFoundError:CODE
HIGH…ls/tao-run-deft-aoi-cosmos3/scripts/init_deft_state.py402except OSError:CODE
HIGHskills/tao-run-deft-aoi-cosmos3/scripts/commit_stage.py61except OSError:CODE
HIGHskills/tao-run-deft-aoi-cosmos3/scripts/commit_stage.py77except OSError:CODE
HIGH…run-deft-aoi-cosmos3/scripts/filter_mined_by_cosine.py187except OSError:CODE
HIGH…/tao-run-deft-aoi-cosmos3/scripts/align_token_usage.py232except OSError:CODE
HIGH…ills/tao-run-deft-aoi-cosmos3/scripts/render_report.py731except OSError:CODE
HIGH…o-run-deft-aoi-cosmos3/scripts/record_metric_result.py58except OSError:CODE
HIGH…ills/bionemo-kermt-continue-pretrain/scripts/_utils.py233except FileNotFoundError:CODE
HIGHskills/bionemo-kermt-pretrain-scratch/scripts/_utils.py233except FileNotFoundError:CODE
HIGH…cal-optimization-api/assets/python/mps_solver/model.py120except (AttributeError, Exception):CODE
HIGHskills/hsb-ip-def/scripts/lib/parser.py177except ValueError:CODE
HIGH…lls/dicom-series-preflight/scripts/preflight_series.py215except (TypeError, ValueError):CODE
HIGH…/tao-run-deft-cr-its-mining/scripts/workflow_common.py80except OSError:CODE
HIGH…/tao-run-deft-cr-its-mining/scripts/workflow_common.py96except OSError:CODE
HIGHskills/vss-manage-alerts/scripts/alert-notify/server.py124except Exception:CODE
HIGH…ls/tao-mine-aoi-images/scripts/filter_mined_history.py63except OSError:CODE
HIGH…ls/tao-mine-aoi-images/scripts/filter_mined_history.py87except OSError:CODE
HIGH…/tao-run-deft-object-detection/scripts/commit_stage.py178except ValueError:CODE
HIGH…/tao-run-deft-object-detection/scripts/commit_stage.py272except OSError:CODE
HIGH…pstream-generate-pipeline/scripts/generate_pipeline.py390except OSError:CODE
HIGH…pstream-generate-pipeline/scripts/generate_pipeline.py388except OSError:CODE
HIGHskills/nv-reason-cxr/scripts/run_nv_reason_cxr.py457except Exception:CODE
HIGH…ferences/content-agents/scripts/openusd_upload_prep.py121except OSError:CODE
HIGH…erences/content-agents/scripts/content_agent_client.py945except Exception:CODE
HIGH…o-simready/references/simready-validate/scripts/run.py113except Exception:CODE
HIGH…-to-simready/references/preflight/scripts/preflight.py984except OSError:CODE
HIGH…-to-simready/references/preflight/scripts/preflight.py2496except OSError:CODE
HIGHskills/jetson-validate-image/scripts/uart_session.py59except ImportError:CODE
HIGHskills/jetson-validate-image/scripts/uart_session.py366except TimeoutError:CODE
HIGHskills/jetson-validate-image/scripts/uart_session.py374except OSError:CODE
HIGH…pstream-sop/references/test_api_endpoints_reference.py357except json.JSONDecodeError:CODE
HIGHskills/deepstream-sop/references/messager_reference.py104except Exception:CODE
HIGH…ls/deepstream-sop/references/triton_model_reference.py395except OSError:CODE
HIGH…ls/deepstream-sop/references/triton_model_reference.py419except OSError:CODE
HIGH…ills/bionemo-kermt-add-cmim-pretrain/scripts/_utils.py233except FileNotFoundError:CODE
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Over-Commented Block499 hits · 484 pts
SeverityFileLineSnippetContext
LOWplugins.d/_defaults.yml21# interface.websiteURL is omitted by default — duplicates `homepage` forCOMMENT
LOWplugins.d/_defaults.yml41COMMENT
LOWplugins.d/nvidia-skills.yml41#COMMENT
LOWplugins.d/nvidia-skills.yml61# marketplace_enabled:COMMENT
LOW.github/external-contributors.yml1# SPDX-License-Identifier: Apache-2.0COMMENT
LOW.github/workflows/dco.yml1# SPDX-License-Identifier: Apache-2.0COMMENT
LOW.github/workflows/verify-authors.yml1# SPDX-License-Identifier: Apache-2.0COMMENT
LOW.github/workflows/verify-authors.yml61 # *@nvidia.com — corporate accountsCOMMENT
LOW.github/workflows/generate-skill-metadata.yml1# SPDX-License-Identifier: Apache-2.0COMMENT
LOW.github/workflows/verify-content-integrity.yml1# SPDX-License-Identifier: Apache-2.0COMMENT
LOW.github/workflows/sync-skills.yml1# SPDX-License-Identifier: Apache-2.0COMMENT
LOW.github/workflows/sync-skills.yml141 if [ ! -s /tmp/rsynced-components.txt ]; thenCOMMENT
LOW.github/workflows/sync-skills.yml161 # - New skill (no prior version on main) → drop outright.COMMENT
LOW.github/workflows/sync-skills.yml321 fiCOMMENT
LOW.github/workflows/sync-skills.yml341 # eval/h100.json + eval/nvidia_hosted.jsonCOMMENT
LOW.github/workflows/sync-skills.yml421COMMENT
LOW.github/workflows/sync-skills.yml681 fiCOMMENT
LOW.github/workflows/verify-source-onboarding.yml1# SPDX-License-Identifier: Apache-2.0COMMENT
LOW.github/workflows/validate-plugins.yml1# SPDX-License-Identifier: Apache-2.0COMMENT
LOW.github/workflows/validate-plugins.yml81 # Self-serve fix: runCOMMENT
LOW.github/workflows/validate-plugins.yml101 # # Codex marketplace and uses a different schema.COMMENT
LOW.github/workflows/validate-plugins.yml121 # drift check above. Revisit if Cursor ships a validator CLI.COMMENT
LOW.github/scripts/prune-orphans.sh1#!/usr/bin/env bashCOMMENT
LOW.github/scripts/aggregate_benchmarks.py21COMMENT
LOW.github/scripts/aggregate_benchmarks.py81# every v3 skill regardless of what it was evaluated against — a fabricatedCOMMENT
LOW.github/scripts/aggregate_benchmarks.py101# and the parser reads it again.COMMENT
LOW.github/scripts/regenerate-readme.sh1#!/usr/bin/env bashCOMMENT
LOW.github/scripts/regenerate-readme.sh21# Row aggregation:COMMENT
LOW.github/scripts/manual-components.yml1# SPDX-License-Identifier: Apache-2.0COMMENT
LOW.github/scripts/marketplace/generate-skill-metadata.py1001 if entry is not None:COMMENT
LOW.github/scripts/marketplace/metadata-exclusions.yaml1# SPDX-License-Identifier: Apache-2.0COMMENT
LOW.github/scripts/marketplace/metadata-exclusions.yaml21# Schema:COMMENT
LOW…ub/scripts/marketplace/test_generate_skill_metadata.py201 )COMMENT
LOWskills/dicom-series-to-volume/skill_manifest.yaml1# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.COMMENT
LOW…lls/dicom-series-to-volume/scripts/series_to_volume.py1#!/usr/bin/env python3COMMENT
LOWskills/nemotron-speech/scripts/main.py1#!/usr/bin/env python3COMMENT
LOWskills/earth2studio-create-prognostic/evals/config.yml1# Harbor execution policy for earth2studio-create-prognostic live evals.COMMENT
LOW…tudio-create-prognostic/evals/targets/eval_1_target.py1# SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES.COMMENT
LOW…tudio-create-prognostic/evals/targets/eval_2_target.py1# SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES.COMMENT
LOW…te-prognostic/evals/targets/test/eval_2_test_target.py1# SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES.COMMENT
LOW…te-prognostic/evals/targets/test/eval_1_test_target.py1# SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES.COMMENT
LOW…h2studio-create-prognostic/references/testing-guide.py1# SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES.COMMENT
LOW…udio-create-prognostic/references/skeleton-template.py1# SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES.COMMENT
LOW…udio-create-prognostic/references/skeleton-template.py281 # """Move model to device.COMMENT
LOW…udio-create-prognostic/references/skeleton-template.py341 # Move to deviceCOMMENT
LOW…tudio-create-prognostic/references/method-templates.py1# SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES.COMMENT
LOW…tudio-create-prognostic/references/method-templates.py201 #COMMENT
LOWskills/nv-generate-mr/skill_manifest.yaml1# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.COMMENT
LOWskills/nv-generate-mr/tests/test_run_mr.py1# SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.COMMENT
LOWskills/nv-generate-mr/scripts/run_mr.py1#!/usr/bin/env python3COMMENT
LOW…ills/bionemo-kermt-finetune/scripts/kermt_container.sh1#!/usr/bin/env bashCOMMENT
LOW…ills/bionemo-kermt-finetune/scripts/kermt_container.sh21# KERMT_IMAGE docker image tag (default: kermt:latest)COMMENT
LOWskills/tao-setup/scripts/install-codex-agents.sh1#!/usr/bin/env bashCOMMENT
LOWskills/nemotron-customize/references/context/index.toml1# Context-pack index. Authored extracts of upstream library docs that the ActCOMMENT
LOW…y-generator/assets/nemotron_system_prompt_template.txt1###COMMENT
LOW…y-generator/assets/nemotron_system_prompt_template.txt21### "/no_categories" via the chat-template kwarg. The reasoning flag ships as aCOMMENT
LOW…y-generator/assets/nemotron_system_prompt_template.txt161model itself.COMMENT
LOW…rt-lightning/evals/files/gpu-device-lightning/model.py1# Copyright (c) 2026, NVIDIA CORPORATION. All rights reserved.COMMENT
LOW…rt-lightning/evals/files/gpu-device-lightning/train.py1# Copyright (c) 2026, NVIDIA CORPORATION. All rights reserved.COMMENT
LOW…convert-lightning/evals/files/hello-lightning/model.py1# Copyright (c) 2026, NVIDIA CORPORATION. All rights reserved.COMMENT
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Structural Annotation Overuse261 hits · 423 pts
SeverityFileLineSnippetContext
LOWskills/nemotron-speech/references/asr.md172# Step 1: ExportCOMMENT
LOWskills/nemotron-speech/references/asr.md182# Step 2: Run from exportCOMMENT
LOWskills/earth2studio-create-prognostic/SKILL.md196### Step 10 - Validation (if requested)COMMENT
LOWskills/earth2studio-create-prognostic/SKILL.md204### Step 11 - PR (if requested)COMMENT
LOW…tudio-create-prognostic/references/validation-guide.md6## Step 10 - Reference Comparison and ValidationCOMMENT
LOW⚡…huggingface-model/references/phase-3-implementation.md350 # Step 1: Get the TAO model's expected keysCOMMENT
LOW⚡…huggingface-model/references/phase-3-implementation.md353 # Step 2: Build mapping (use regex for systematic patterns)COMMENT
LOW⚡…huggingface-model/references/phase-3-implementation.md363 # Step 3: Verify coverageCOMMENT
LOWskills/nemo-mbridge-multi-node-slurm/SKILL.md149### Step 1: Allocate the nodeCOMMENT
LOWskills/nemo-mbridge-multi-node-slurm/SKILL.md157### Step 2: Launch container shellCOMMENT
LOWskills/nemo-mbridge-multi-node-slurm/SKILL.md169### Step 3: Set up environment inside containerCOMMENT
LOW…ao-run-automl/references/automl-advanced-monitoring.md201## Step 4: Monitor ProgressCOMMENT
LOW…ao-run-automl/references/automl-advanced-monitoring.md347## Step 5: Interpret ResultsCOMMENT
LOW…o-run-automl/references/automl-runner-configuration.md36## Step 3: Configure and RunCOMMENT
LOW…/tao-run-automl/references/automl-intent-algorithms.md17## Step 1: Parse User IntentCOMMENT
LOW…/tao-run-automl/references/automl-intent-algorithms.md279## Step 2: Select AlgorithmCOMMENT
LOWskills/holoscan-install-conda/SKILL.md34## Step 0: Consult the Official Install InstructionsCOMMENT
LOWskills/holoscan-install-conda/SKILL.md47## Step 1: Prerequisites CheckCOMMENT
LOWskills/holoscan-install-conda/SKILL.md65## Step 2: Create Environment and InstallCOMMENT
LOWskills/holoscan-install-conda/SKILL.md100## Step 3: Run Python TestsCOMMENT
LOWskills/holoscan-install-conda/SKILL.md143## Step 4: Remind the UserCOMMENT
LOWskills/tilegym-adding-cutile-kernel/SKILL.md41## Step 1: Register dispatch interfaceCOMMENT
LOWskills/tilegym-adding-cutile-kernel/SKILL.md76## Step 2: Implement cuTile backendCOMMENT
LOWskills/tilegym-adding-cutile-kernel/SKILL.md110## Step 3: Register in `__init__.py` (CRITICAL)COMMENT
LOWskills/tilegym-adding-cutile-kernel/SKILL.md130## Step 4: Add testsCOMMENT
LOWskills/tilegym-adding-cutile-kernel/SKILL.md189## Step 5: Add benchmark to tests/benchmarkCOMMENT
LOWskills/tilegym-adding-cutile-kernel/SKILL.md265## Step 6: VerifyCOMMENT
LOW…ure-assessment/references/factory-level-structuring.md49### Step 1: Separate AnimationCOMMENT
LOW…ure-assessment/references/factory-level-structuring.md79### Step 2: Identify Asset BoundariesCOMMENT
LOW…ure-assessment/references/factory-level-structuring.md187### Step 4: Enable InstancingCOMMENT
LOW…ure-assessment/references/factory-level-structuring.md221### Step 5: Organize Materials into LibrariesCOMMENT
LOW…ure-assessment/references/factory-level-structuring.md251### Step 6: Layer Domain-Specific DataCOMMENT
LOW…ure-assessment/references/factory-level-structuring.md285### Step 7: Object HandlingCOMMENT
LOW…ning/references/setup-usd-performance-tuning/README.md151## Step 1 - Determine standalone runtimeCOMMENT
LOW…ning/references/setup-usd-performance-tuning/README.md202## Step 2 - Interpret statusCOMMENT
LOW…ning/references/setup-usd-performance-tuning/README.md235## Step 3 - Verify standalone pathCOMMENT
LOW…ning/references/setup-usd-performance-tuning/README.md242## Step 4 - Verify the opt-in Kit profiling rootCOMMENT
LOW…ning/references/setup-usd-performance-tuning/README.md255## Step 5 - Continue workflowCOMMENT
LOW…ning/references/setup-usd-performance-tuning/README.md267## Step 6 - Print the runtime context header before continuingCOMMENT
LOWskills/paidf-augmentation/SKILL.md210### Step 1: Verify, Build, and Launch the Docker ContainerCOMMENT
LOWskills/paidf-augmentation/SKILL.md289### Step 2: Validate, Then Run (Inside the Container)COMMENT
LOW…/paidf-augmentation/references/config-decision-tree.md5## Step 1: Determine the Pipeline from Input TypeCOMMENT
LOW…/paidf-augmentation/references/config-decision-tree.md31## Step 2: Choose a ConfigCOMMENT
LOWskills/amc-setup-calibration-stack/SKILL.md27### Step 0: Verify Docker Runs Without sudoCOMMENT
LOWskills/amc-setup-calibration-stack/SKILL.md117### Step 1: Login to NGCCOMMENT
LOWskills/amc-setup-calibration-stack/SKILL.md126### Step 2: Download VGGT Model (If Not Already Present)COMMENT
LOWskills/amc-setup-calibration-stack/SKILL.md163### Step 3: Configure Compose Environment VariablesCOMMENT
LOWskills/amc-setup-calibration-stack/SKILL.md234### Step 4: Set Directory PermissionsCOMMENT
LOWskills/amc-setup-calibration-stack/SKILL.md261### Step 5: Launch ServicesCOMMENT
LOWskills/amc-setup-calibration-stack/SKILL.md293### Step 6: Verify Services Are RunningCOMMENT
LOWskills/vss-query-analytics/SKILL.md93# Step 1: initialize — get session ID from response HEADERCOMMENT
LOWskills/vss-query-analytics/SKILL.md100# Step 2: call the tool using the session ID in the headerCOMMENT
LOW…ponents/osmo-cli/tests/orchestrator-runtime-failure.md106### Step 1: Main agent spawns workflow expert — Resource Check → SubmitCOMMENT
LOW…ponents/osmo-cli/tests/orchestrator-runtime-failure.md123### Step 2: Main agent monitors inline — user sees live status updatesCOMMENT
LOW…ponents/osmo-cli/tests/orchestrator-runtime-failure.md137### Step 3: Main agent resumes workflow expert — Failure DiagnosisCOMMENT
LOW…ponents/osmo-cli/tests/orchestrator-runtime-failure.md157### Step 4: Main agent resumes inline monitoringCOMMENT
LOW…ponents/osmo-cli/tests/orchestrator-runtime-failure.md166### Step 5: Main agent reports resultsCOMMENT
LOW…ient-scaling/components/osmo-cli/agents/logs-reader.md23## Step 1: Determine task list (only when told `"auto"`)COMMENT
LOW…ient-scaling/components/osmo-cli/agents/logs-reader.md37## Step 2: Fetch logsCOMMENT
LOW…ient-scaling/components/osmo-cli/agents/logs-reader.md58## Step 3: Fetch workflow spec (optional, when logs are ambiguous)COMMENT
201 more matches not shown…
Cross-Language Confusion95 hits · 395 pts
SeverityFileLineSnippetContext
HIGH…ynamo-interconnect-check/scripts/check_interconnect.py285 "command -v nixlbench nixl_test 2>/dev/null; ls /usr/local/nixl 2>/dev/null",CODE
HIGH⚡…bionemo-kermt-finetune/scripts/fetch_released_model.py40 "ckpt": str | null, // container path of the checkpoint fileSTRING
HIGH⚡…bionemo-kermt-finetune/scripts/fetch_released_model.py41 "vocab_dir": str | null, // == out (where the vocab files live)STRING
HIGH⚡…bionemo-kermt-finetune/scripts/fetch_released_model.py45 "ckpt_bytes": int | null,STRING
HIGH⚡…bionemo-kermt-finetune/scripts/fetch_released_model.py47 "license": str | null,STRING
HIGH⚡…bionemo-kermt-finetune/scripts/fetch_released_model.py48 "license_url": str | null,STRING
HIGH⚡…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py50 "hidden_size": int | null,STRING
HIGH⚡…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py51 "depth": int | null,STRING
HIGH⚡…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py52 "num_attn_head": int | null,STRING
HIGH⚡…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py53 "latent_dim": int | null,STRING
HIGH⚡…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py54 "activation": str | null,STRING
HIGH⚡…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py55 "backbone": str | null,STRING
HIGH⚡…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py56 "embedding_output_type": str | null,STRING
HIGH⚡…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py59 "saved_args": { ... } | null, // raw args dict if present, else nullSTRING
HIGHskills/bionemo-kermt-finetune/scripts/check_data.py48 "smiles_column_name": str | null, // actual header used (may differ in case)STRING
HIGH…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py992 f"if unsquashfs -cat {quoted_path} {quoted_entry} 2>/dev/null; then "CODE
HIGH…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py2202 '[[ -z "$controller_pid" ]] || kill "$controller_pid" 2>/dev/null || true',CODE
HIGH…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py2577 f'{digest}="$({repo_digest_command} 2>/dev/null || true)"',CODE
HIGH…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py2579 f' {digest}="$({image_id_command} 2>/dev/null || true)"',CODE
HIGH…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py3201 host = "command -v docker >/dev/null && docker version >/dev/null"CODE
HIGH…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py3587 and comment.lower() not in {"(null)", "none", "n/a"}CODE
HIGH…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py4960 f'"$(sha256sum -- {shlex.quote(preparation_sqsh)} 2>/dev/null)"; then'CODE
HIGH…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py5024 "ulimit -l unlimited 2>/dev/null || true",CODE
HIGH⚡…ffold-vss-service/scripts/scaffold_rtvi_vss_service.py48RUN apt-get update && apt-get install -y --no-install-recommends \\STRING
HIGH⚡…ls/bionemo-kermt-embed/scripts/fetch_released_model.py40 "ckpt": str | null, // container path of the checkpoint fileSTRING
HIGH⚡…ls/bionemo-kermt-embed/scripts/fetch_released_model.py41 "vocab_dir": str | null, // == out (where the vocab files live)STRING
HIGH⚡…ls/bionemo-kermt-embed/scripts/fetch_released_model.py45 "ckpt_bytes": int | null,STRING
HIGH⚡…ls/bionemo-kermt-embed/scripts/fetch_released_model.py47 "license": str | null,STRING
HIGH⚡…ls/bionemo-kermt-embed/scripts/fetch_released_model.py48 "license_url": str | null,STRING
HIGH⚡skills/bionemo-kermt-embed/scripts/check_checkpoint.py50 "hidden_size": int | null,STRING
HIGH⚡skills/bionemo-kermt-embed/scripts/check_checkpoint.py51 "depth": int | null,STRING
HIGH⚡skills/bionemo-kermt-embed/scripts/check_checkpoint.py52 "num_attn_head": int | null,STRING
HIGH⚡skills/bionemo-kermt-embed/scripts/check_checkpoint.py53 "latent_dim": int | null,STRING
HIGH⚡skills/bionemo-kermt-embed/scripts/check_checkpoint.py54 "activation": str | null,STRING
HIGH⚡skills/bionemo-kermt-embed/scripts/check_checkpoint.py55 "backbone": str | null,STRING
HIGH⚡skills/bionemo-kermt-embed/scripts/check_checkpoint.py56 "embedding_output_type": str | null,STRING
HIGH⚡skills/bionemo-kermt-embed/scripts/check_checkpoint.py59 "saved_args": { ... } | null, // raw args dict if present, else nullSTRING
HIGHskills/bionemo-kermt-embed/scripts/check_data.py48 "smiles_column_name": str | null, // actual header used (may differ in case)STRING
HIGH⚡…ermt-continue-pretrain/scripts/fetch_released_model.py40 "ckpt": str | null, // container path of the checkpoint fileSTRING
HIGH⚡…ermt-continue-pretrain/scripts/fetch_released_model.py41 "vocab_dir": str | null, // == out (where the vocab files live)STRING
HIGH⚡…ermt-continue-pretrain/scripts/fetch_released_model.py45 "ckpt_bytes": int | null,STRING
HIGH⚡…ermt-continue-pretrain/scripts/fetch_released_model.py47 "license": str | null,STRING
HIGH⚡…ermt-continue-pretrain/scripts/fetch_released_model.py48 "license_url": str | null,STRING
HIGH⚡…mo-kermt-continue-pretrain/scripts/check_checkpoint.py50 "hidden_size": int | null,STRING
HIGH⚡…mo-kermt-continue-pretrain/scripts/check_checkpoint.py51 "depth": int | null,STRING
HIGH⚡…mo-kermt-continue-pretrain/scripts/check_checkpoint.py52 "num_attn_head": int | null,STRING
HIGH⚡…mo-kermt-continue-pretrain/scripts/check_checkpoint.py53 "latent_dim": int | null,STRING
HIGH⚡…mo-kermt-continue-pretrain/scripts/check_checkpoint.py54 "activation": str | null,STRING
HIGH⚡…mo-kermt-continue-pretrain/scripts/check_checkpoint.py55 "backbone": str | null,STRING
HIGH⚡…mo-kermt-continue-pretrain/scripts/check_checkpoint.py56 "embedding_output_type": str | null,STRING
HIGH⚡…mo-kermt-continue-pretrain/scripts/check_checkpoint.py59 "saved_args": { ... } | null, // raw args dict if present, else nullSTRING
HIGH…/bionemo-kermt-continue-pretrain/scripts/check_data.py48 "smiles_column_name": str | null, // actual header used (may differ in case)STRING
HIGH…ao-data-io/references/tests/test_selective_download.py28 # 4 rows, with a duplicate video and a null, to exercise dedup + null dropCOMMENT
HIGH⚡…emo-kermt-pretrain-scratch/scripts/check_checkpoint.py50 "hidden_size": int | null,STRING
HIGH⚡…emo-kermt-pretrain-scratch/scripts/check_checkpoint.py51 "depth": int | null,STRING
HIGH⚡…emo-kermt-pretrain-scratch/scripts/check_checkpoint.py52 "num_attn_head": int | null,STRING
HIGH⚡…emo-kermt-pretrain-scratch/scripts/check_checkpoint.py53 "latent_dim": int | null,STRING
HIGH⚡…emo-kermt-pretrain-scratch/scripts/check_checkpoint.py54 "activation": str | null,STRING
HIGH⚡…emo-kermt-pretrain-scratch/scripts/check_checkpoint.py55 "backbone": str | null,STRING
HIGH⚡…emo-kermt-pretrain-scratch/scripts/check_checkpoint.py56 "embedding_output_type": str | null,STRING
35 more matches not shown…
Deep Nesting269 hits · 243 pts
SeverityFileLineSnippetContext
LOW.github/scripts/verify_source_onboarding.py313CODE
LOW.github/scripts/build-plugins.py156CODE
LOW.github/scripts/aggregate_benchmarks.py146CODE
LOW.github/scripts/version-plugins.py267CODE
LOW.github/scripts/version-plugins.py642CODE
LOW.github/scripts/marketplace/generate-skill-metadata.py193CODE
LOW.github/scripts/marketplace/generate-skill-metadata.py247CODE
LOW.github/scripts/marketplace/generate-skill-metadata.py703CODE
LOW.github/scripts/marketplace/generate-skill-metadata.py843CODE
LOW.github/scripts/marketplace/generate-skill-metadata.py453CODE
LOW…/tao-run-on-virtualenv/references/virtualenv_runner.py315CODE
LOW…e-agent/references/appointment-making/database/seed.py31CODE
LOW…h-nemotron-voice-agent/scripts/nva_generic_defaults.py481CODE
LOW…on-voice-agent/scripts/apply_generic_agent_template.py972CODE
LOWskills/skill-card-generator/scripts/discover_assets.py304CODE
LOWskills/skill-card-generator/scripts/discover_assets.py328CODE
LOWskills/skill-card-generator/scripts/discover_assets.py449CODE
LOWskills/skill-card-generator/scripts/render_card.py143CODE
LOWskills/skill-card-generator/scripts/render_card.py158CODE
LOWskills/nv-generate-mr/scripts/run_mr.py205CODE
LOWskills/bionemo-kermt-finetune/scripts/prepare_data.py687CODE
LOW…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py130CODE
LOW…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py212CODE
LOW…lls/bionemo-kermt-finetune/scripts/check_checkpoint.py311CODE
LOWskills/bionemo-kermt-finetune/scripts/check_data.py148CODE
LOW…lls/bionemo-codonfm-finetune/scripts/prepare_ribonn.py89CODE
LOW…netune-cosmos-reason/scripts/extract_cosmos_metrics.py152CODE
LOW…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py2267CODE
LOW…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py2839CODE
LOW…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py3522CODE
LOW…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py4339CODE
LOW…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py5391CODE
LOW…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py6118CODE
LOW…/tao-finetune-cosmos-reason/scripts/cosmos_workflow.py5422CODE
LOW…ason/scripts/evaluate_video_conversation_single_gpu.py58CODE
LOW…-finetune-cosmos-reason/scripts/evaluation_workflow.py145CODE
LOW…-finetune-cosmos-reason/scripts/evaluation_workflow.py532CODE
LOW…ls/tao-finetune-cosmos-reason/scripts/cosmos_common.py99CODE
LOW…ls/tao-finetune-cosmos-reason/scripts/cosmos_common.py306CODE
LOW…s/vss-deploy-profile/scripts/normalize_resolved_yml.py60CODE
LOWskills/nv-reason-ct/scripts/run_nv_reason_ct.py224CODE
LOW…deepstream-profile-pipeline/scripts/capacity_report.py168CODE
LOW…deepstream-profile-pipeline/scripts/capacity_report.py199CODE
LOW…deepstream-profile-pipeline/scripts/capacity_report.py260CODE
LOWskills/jetson-inference-mem-tune/scripts/recommend.py190CODE
LOW…-validate-recipe-transfer/scripts/preprocess_parity.py295CODE
LOWskills/nv-segment-ct-finetune/scripts/run_finetune.py1397CODE
LOWskills/nv-segment-ct-finetune/scripts/run_finetune.py1546CODE
LOWskills/nv-generate-ct-rflow/scripts/run_ct_mask.py146CODE
LOWskills/nv-generate-ct-rflow/scripts/run_rflow_ct.py134CODE
LOW…tation-candidates/scripts/mesh_fragmentation_finder.py245CODE
LOW…dedupe-candidates/scripts/instance_candidate_finder.py423CODE
LOW…dedupe-candidates/scripts/instance_candidate_finder.py532CODE
LOW…dedupe-candidates/scripts/instance_candidate_finder.py967CODE
LOW…dedupe-candidates/scripts/instance_candidate_finder.py247CODE
LOW…ences/usd-optimize-run-operations/scripts/run_batch.py301CODE
LOW…erences/optimization-report/scripts/validate_report.py195CODE
LOW…erences/optimization-report/scripts/validate_report.py307CODE
LOW…imization-report/scripts/descent_convergence_common.py70CODE
LOW…e-tuning/references/report-templates/render_preview.py205CODE
209 more matches not shown…
Modern AI Meta-Vocabulary81 hits · 226 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/sync-skills.yml342 # (RAG Blueprint pattern), benchmark/evals.jsonCOMMENT
MEDIUM.github/workflows/verify-source-onboarding.yml17# how paidf-orchestration (#507) carried the same defect in all four skills.COMMENT
MEDIUM⚡skills/nemotron-speech/references/tts-pipelines.md262# Step 2 — probe zero-shot capability with a minimal dummy requestCOMMENT
MEDIUM⚡skills/nemotron-speech/references/tts-pipelines.md264# UNIMPLEMENTED / "not supported" → model does not support zero-shot → BLOCKEDCOMMENT
MEDIUM⚡skills/nemotron-speech/references/tts-pipelines.md281 # Unexpectedly succeeded — zero-shot is supportedCOMMENT
MEDIUM⚡skills/nemotron-speech/references/tts-pipelines.md293 # but rejected our dummy input — zero-shot IS available on this modelCOMMENT
MEDIUM…t-huggingface-model/references/workflow-consistency.md90 → launch(args, unknown_args, subtasks) # orchestrates executionCODE
MEDIUMskills/paidf-orchestration-setup/BENCHMARK.md1# Skill Benchmark: paidf-orchestration-setupCOMMENT
MEDIUMskills/paidf-orchestration-setup/BENCHMARK.md73- **MEDIUM** SCHEMA/body_recommended_section: Missing recommended section: '## Instructions' (`skills/paidf-orchestratioCODE
MEDIUMskills/paidf-orchestration-setup/BENCHMARK.md74- **MEDIUM** SCHEMA/body_recommended_section: Missing recommended section: '## Examples' (`skills/paidf-orchestration-seCODE
MEDIUMskills/doca-setup/CAPABILITIES.md89| First-app workflow | `/opt/mellanox/doca/samples/` is empty, missing, or `ls` returns `No such file or directory` on aCODE
MEDIUMskills/doca-setup/TASKS.md31**Step 0 — scale gate (run this BEFORE the five-leaf walk).** First decide *persona and scale*, because the five leaves CODE
MEDIUMskills/doca-setup/TASKS.md349- **`deploy` / `rollback` at fleet scale.** Provisioning multiple BlueFields, coordinated firmware/BFB updates across a CODE
MEDIUMskills/doca-bare-metal-deployment/SKILL.md79 [`doca-public-knowledge-map ## Deploying DOCA services at scale`](../doca-public-knowledge-map/references/map.md#deploCODE
MEDIUMskills/nemotron-customize/references/act/PROJECT.md1# Project scaffold briefCOMMENT
MEDIUM…emotron-policy-generator/references/policy_patterns.md10## Enterprise RAG over internal docsCOMMENT
MEDIUM…emotron-policy-generator/references/policy_patterns.md593. Note the archetype choice in the `# Assumptions` block ("Starting point: enterprise RAG archetype; customized for [usCODE
MEDIUM…ohub-module-lifecycle/references/module-development.md22## External scaffoldCOMMENT
MEDIUMskills/rtvi-cv-scaffold-vss-service/BENCHMARK.md1# Skill Benchmark: rtvi-cv-scaffold-vss-serviceCOMMENT
MEDIUMskills/rtvi-cv-scaffold-vss-service/SKILL.md331## Implementation guardrailsCOMMENT
MEDIUM⚡…ffold-vss-service/scripts/scaffold_rtvi_vss_service.py42 """# Custom RTVI CV microservice — DeepStream pipeline running YOLO26STRING
MEDIUM…ffold-vss-service/scripts/scaffold_rtvi_vss_service.py129# This scaffold defaults to RTSP: type=4 and [streammux] live-source=1.STRING
MEDIUM…tao-run-automl/references/automl-preflight-concepts.md126 # With LLM/agentic algorithms, append ,llm to the resolved extra:COMMENT
MEDIUM…ills/tao-run-inference-service/references/request.yaml211 # OpenAI-compatible /v1/chat/completions API of the inference microserviceCOMMENT
MEDIUM…ills/tao-run-inference-service/references/request.yaml235 # Reject anything that isn't the registered local microservice URL.COMMENT
MEDIUM…ills/tao-run-inference-service/references/request.yaml246 with urllib.request.urlopen(req, timeout=300) as resp: # local microservice onlyCODE
MEDIUM…o-validate-recipe-transfer/references/recipe_spec.yaml149 baseline: "" # pretrained/zero-shot baseline number to beatCODE
MEDIUMskills/doca-flow/CAPABILITIES.md27snapshot — skipping this is the #1 hallucination) and **validate beforeCODE
MEDIUM…mniverse-usd-performance-tuning/references/workflow.md794### Phase 7 - Iterate (default 3 scoped passes, post-report, agent-orchestration only)COMMENT
MEDIUMskills/amc-setup-calibration-stack/SKILL.md303# Wait for microservice readiness. Cold image pulls or first startup can needCOMMENT
MEDIUMskills/nemotron-asr-finetune/scripts/main.py260 # ROUTES are declared so the orchestration workflow is last (highest index).COMMENT
MEDIUM…and-resilient-scaling/components/osmo-cli/reference.md10- [Use Case: Orchestrate a Workflow End-to-End](#use-case-orchestrate-a-workflow-end-to-end)CODE
MEDIUM…un-deft-aoi-cosmos3/references/example_sft_config.toml19# Shown at iteration N, i.e. AFTER zero-shot Proxy evaluate + Proxy RCA +COMMENT
MEDIUM⚡…n-deft-aoi-cosmos3/references/example_lora_config.toml11# Shown at iteration N, i.e. AFTER zero-shot Proxy evaluate + Proxy RCA +COMMENT
MEDIUM⚡…n-deft-aoi-cosmos3/references/example_lora_config.toml15# not a pre-zero-shot Train annotation) and `output_dir` is unbound. No TrainCOMMENT
MEDIUM⚡…n-deft-aoi-cosmos3/references/example_lora_config.toml16# job runs before zero-shot Proxy.COMMENT
MEDIUM…ferences/cae-cfd-visualization/streaming-cae-viewer.md136### Render-loop stability (guardrails any streaming viewer needs)COMMENT
MEDIUMskills/amc-run-rtsp-calibration/SKILL.md107# Running AMC microservice container environment.COMMENT
MEDIUM…ooks/warehouse/auto_labeling/auto_labeling_config.yaml53 # No COCO-80 class for scissor lifts, ladders, or scaffolding — see README warnings.COMMENT
MEDIUMskills/vss-summarize-video/SKILL.md205## Step 2 — Primary: video summarization microservice with HITLCOMMENT
MEDIUM…s/vss-summarize-video/references/end-to-end-example.md21 # ── Primary path: video summarization microservice with HITL ──COMMENT
MEDIUMskills/paidf-orchestration-write-dag/BENCHMARK.md1# Skill Benchmark: paidf-orchestration-write-dagCOMMENT
MEDIUMskills/paidf-orchestration-write-dag/BENCHMARK.md73- **MEDIUM** SCHEMA/body_recommended_section: Missing recommended section: '## Instructions' (`skills/paidf-orchestratioCODE
MEDIUMskills/bionemo-genmol-nim/references/api.md49 safe_str = sf.encode("C1CC(=O)NC1") # pyrrolidinone scaffoldCODE
MEDIUMskills/bionemo-kermt-pretrain-scratch/SKILL.md11# 500-line / 5000-token cap for skill files. Most of the orchestration isCOMMENT
MEDIUM…deft-object-detection/references/pipeline-and-state.md242│ ├── inference/labels/*.txt # zero-shot predictions (KITTI, 15 fields + score)CODE
MEDIUM…t-object-detection/scripts/tests/test_state_machine.sh19# read_before_action, because that pair is the only instruction the orchestratingCOMMENT
MEDIUM…deft-object-detection/assets/train_grounding_dino.yaml24 pretrained_model_path: null # set to the zero-shot checkpoint at initCODE
MEDIUMskills/rag-eval/SKILL.md34# On-disk RAG evaluation (`corpus/` + `train.json`)COMMENT
MEDIUMskills/doca-programming-guide/CAPABILITIES.md91- **Quote the version observed, never "latest" and never agent memory.** API names, sample filenames, and capability avaCODE
MEDIUMskills/doca-programming-guide/TASKS.md506- **`deploy` / `rollback` at fleet scale.** Provisioning multiple BlueFields, coordinated firmware / BFB updates across CODE
MEDIUMskills/rag-perf/SKILL.md35# RAG-Perf — config-driven perf benchmark CLICOMMENT
MEDIUMskills/doca-version/CAPABILITIES.md233| `pkg-config --modversion doca-common` returns *X*; `ls /opt/mellanox/doca/samples/` errors with `No such file or direcCODE
MEDIUMskills/doca-version/SKILL.md1241. Cite the **four-source detection chain** from [`CAPABILITIES.md ## Capabilities and modes`](CAPABILITIES.md#capabilitCODE
MEDIUM…ls/paidf-auto-labeling/references/stages/guardrails.md1# Stage configuration guardrailsCOMMENT
MEDIUM…to-labeling/references/stages/referring-expressions.md14- [Guardrails](#guardrails)CODE
MEDIUM…to-labeling/references/stages/grounding-2d-patterns.md25## Images and orchestrationCOMMENT
MEDIUM⚡skills/tilegym-cutile-python/BENCHMARK.md105 vs "# ============================================================" in orchestration/composer_agent.md (lines 100-105)CODE
MEDIUM⚡skills/tilegym-cutile-python/BENCHMARK.md107 "# ============================================================" in orchestration/composer_agent.md (lines 64-71)CODE
MEDIUM⚡skills/tilegym-cutile-python/BENCHMARK.md108 vs "# ============================================================" in orchestration/composer_agent.md (lines 74-81) (CODE
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Self-Referential Comments59 hits · 178 pts
SeverityFileLineSnippetContext
MEDIUM.github/external-contributors.yml13# This file is always read from the tip of the target (base) branch byCOMMENT
MEDIUMskills/doca-comm-channel-admin/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-rmax/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-flow-tune/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-socket-relay/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-spcx-cc/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-firefly/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/hsb-flash/scripts/v2.0.0/local_manifest.py17# Create a manifest.yaml that trains the local downloader toCOMMENT
MEDIUM…ills/tao-run-inference-service/references/request.yaml2# This file contains only data: endpoint definitions, request schema, and response shapes.COMMENT
MEDIUM…ills/tao-run-inference-service/references/service.yaml2# This file contains only data: image mappings, schema definitions, valid values,COMMENT
MEDIUMskills/doca-argus/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-sha-offload-engine/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-pcc-counters/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-dpa-hl-tracer/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-gpi/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-flow/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-rdmi/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-erasure-coding/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-urom-svc/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-flow-grpc-server/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-dpdk-bridge/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-rdma/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-bench/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-comch/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-flow-perf/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-telemetry-exporter/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-dpa/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-telemetry/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUM…les/g11_stage_pipeline/src/stage_pipeline/reduction.py10# This module is always launched at BLOCK_DIM, so declare it as the moduleCOMMENT
MEDIUM…les/g11_stage_pipeline/src/stage_pipeline/transport.py10# This module is always launched at BLOCK_DIM, so declare it as the moduleCOMMENT
MEDIUM…iles/g11_stage_pipeline/src/stage_pipeline/geometry.py10# This module is always launched at BLOCK_DIM, so declare it as the moduleCOMMENT
MEDIUM…iles/g11_stage_pipeline/src/stage_pipeline/spectral.py14# This module is always launched at BLOCK_DIM, so declare it as the moduleCOMMENT
MEDIUM…es/g11_stage_pipeline/src/stage_pipeline/statistics.py10# This module is always launched at BLOCK_DIM, so declare it as the moduleCOMMENT
MEDIUMskills/doca-verbs/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-pcc/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-flow-dpa-perf/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-bench-extension/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-gpunetio/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-argp/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-caps/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-pcc-ztr-rttcc-algo/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-sha/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-telemetry-utils/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-gpunetio-ib-write-bw/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUM…f/evals/files/cudf-pivot-melt/code/reshape_analysis.py69 # Create a multi-index aggregationCOMMENT
MEDIUMskills/doca-flow-dpa-provider/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUM⚡…te-datasource/evals/targets/test/eval_4_test_target.py85 # Create a fake NetCDF file in tmp_pathCOMMENT
MEDIUMskills/doca-dms/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-dma/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-eth/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-devemu/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-gpunetio-ib-write-lat/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-mgmt/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-aes-gcm/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-common/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-urom/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-sta/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/doca-compress/SKILLCARD.yaml3# This file is generated by `runner/build_skillcards.py`; do not hand-edit.COMMENT
MEDIUMskills/tao-run-deft-aoi/references/baseline_spec.yaml4# This file is the source of truth for model architecture, lighting layout,COMMENT
Example Usage Blocks35 hits · 52 pts
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LOW…ploy-detection-tracking-2d/scripts/run_app_and_wait.sh12# Usage:COMMENT
LOW…ection-tracking-2d/scripts/prelaunch_nvinfer_engine.sh21# Usage:COMMENT
LOW…oy-detection-tracking-2d/scripts/apply_in_container.sh15# Usage:COMMENT
LOW…-detection-tracking-2d/scripts/cache_nvinfer_engine.sh18# Usage:COMMENT
LOW…loy-detection-tracking-2d/scripts/update_batch_size.sh11# Usage:COMMENT
LOW…etection-tracking-2d/scripts/start_app_in_container.sh16# Usage:COMMENT
LOW…detection-tracking-2d/scripts/synthesize_docker_run.sh18# Usage:COMMENT
LOW…deploy-detection-tracking-2d/scripts/setup_sparse4d.sh11# Usage:COMMENT
LOW…oy-detection-tracking-2d/scripts/setup_tracker_reid.sh35# Usage:COMMENT
LOW…ss-deploy-detection-tracking-2d/scripts/setup_gdino.sh11# Usage:COMMENT
LOW…oy-detection-tracking-2d/scripts/update_output_sink.sh13# Usage:COMMENT
LOW…oy-detection-tracking-2d/scripts/clean_engine_cache.sh25# Usage:COMMENT
LOW…y-detection-tracking-2d/scripts/check_container_gpu.sh23# Usage:COMMENT
LOW…vss-deploy-detection-tracking-2d/scripts/render_box.sh20# Usage:COMMENT
LOW…-detection-tracking-2d/scripts/write_deployment_log.sh25# Usage:COMMENT
LOW…eploy-detection-tracking-2d/scripts/collect_metrics.sh15# Usage:COMMENT
LOWskills/jetson-package/scripts/artifact_hints.sh10# Usage:COMMENT
LOW…deo-data-augmentation/scripts/preflight_credentials.sh16# Usage:COMMENT
LOWskills/jetson-diagnostic/scripts/snapshot.sh10# Usage:COMMENT
LOWskills/jetson-diagnostic/scripts/mem_summary.sh14# Usage:COMMENT
LOWskills/jetson-headless-mode/scripts/apply.sh10# Usage:COMMENT
LOWskills/jetson-headless-mode/scripts/plan.sh13# Usage:COMMENT
LOW…t-object-detection/scripts/tests/test_state_machine.sh31# Usage:COMMENT
LOW…fect-image-generation/scripts/preflight_credentials.sh32# Usage:COMMENT
LOW…ect-image-generation/scripts/preflight_pod_template.sh14# Usage:COMMENT
LOWskills/jetson-memory-audit/scripts/drop_caches.sh18# Usage:COMMENT
LOWskills/deepstream-import-vision-model/install.sh22# Usage:COMMENT
LOW…ls/deepstream-import-vision-model/scripts/preflight.sh15# Usage:COMMENT
LOW…am-import-vision-model/scripts/model/ngc-list-files.sh21# Usage:COMMENT
LOW…eam-import-vision-model/scripts/model/hf-list-files.sh22# Usage:COMMENT
LOW…mport-vision-model/scripts/model/hf-download-config.sh21# Usage:COMMENT
LOW…ream-import-vision-model/scripts/model/ngc-download.sh22# Usage:COMMENT
LOW…eepstream-import-vision-model/scripts/model/cleanup.sh27# Usage:COMMENT
LOW…stream-import-vision-model/scripts/report/md-to-pdf.sh21# Usage:COMMENT
LOW…eam-import-vision-model/scripts/deepstream/ds-sweep.sh37# Usage:COMMENT
Fake / Example Data41 hits · 42 pts
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LOWskills/tao-finetune-huggingface-model/SKILL.md116emit_unit_tests: false # tests/ with fake-data heterogeneous-batch testsCODE
LOW…gingface-model/references/workflow-intake-preflight.md75emit_unit_tests: false # tests/ with fake-data heterogeneous-batch testsCODE
LOW…s/tao-finetune-huggingface-model/references/testing.md201 tmp = tmp_path_factory.mktemp("fake_data")CODE
LOW⚡…te-datasource/evals/targets/test/eval_4_test_target.py83 fake_data = np.full((181, 360), 273.15, dtype=np.float32)CODE
LOW⚡…te-datasource/evals/targets/test/eval_4_test_target.py86 fake_ds = xr.Dataset({"temperature": (["lat", "lon"], fake_data)})CODE
LOW…te-datasource/evals/targets/test/eval_4_test_target.py106 np.testing.assert_allclose(data.sel(variable="t2m").values[0], fake_data)CODE
LOW…te-datasource/evals/targets/test/eval_4_test_target.py107 np.testing.assert_allclose(data.sel(variable="msl").values[0], fake_data)CODE
LOW⚡skills/nv-segment-ctmr/tests/test_run_ctmr.py67 expected.write_bytes(b"placeholder")CODE
LOWskills/tao-train-pointpillars/schemas/train.schema.json99 "placeholder"CODE
LOWskills/tao-train-pointpillars/schemas/train.schema.json524 "placeholder"CODE
LOWskills/tao-train-pointpillars/schemas/train.schema.json659 "placeholder"CODE
LOWskills/tao-train-pointpillars/schemas/train.schema.json708 "placeholder"CODE
LOW…train-pointpillars/schemas/dataset_convert.schema.json99 "placeholder"CODE
LOW…train-pointpillars/schemas/dataset_convert.schema.json524 "placeholder"CODE
LOW…train-pointpillars/schemas/dataset_convert.schema.json659 "placeholder"CODE
LOW…train-pointpillars/schemas/dataset_convert.schema.json708 "placeholder"CODE
LOW…-train-pointpillars/schemas/gen_trt_engine.schema.json99 "placeholder"CODE
LOW…-train-pointpillars/schemas/gen_trt_engine.schema.json535 "placeholder"CODE
LOW…-train-pointpillars/schemas/gen_trt_engine.schema.json670 "placeholder"CODE
LOW…-train-pointpillars/schemas/gen_trt_engine.schema.json719 "placeholder"CODE
LOW…ls/tao-train-pointpillars/schemas/evaluate.schema.json99 "placeholder"CODE
LOW…ls/tao-train-pointpillars/schemas/evaluate.schema.json531 "placeholder"CODE
LOW…ls/tao-train-pointpillars/schemas/evaluate.schema.json666 "placeholder"CODE
LOW…ls/tao-train-pointpillars/schemas/evaluate.schema.json715 "placeholder"CODE
LOWskills/tao-train-pointpillars/schemas/prune.schema.json99 "placeholder"CODE
LOWskills/tao-train-pointpillars/schemas/prune.schema.json528 "placeholder"CODE
LOWskills/tao-train-pointpillars/schemas/prune.schema.json663 "placeholder"CODE
LOWskills/tao-train-pointpillars/schemas/prune.schema.json712 "placeholder"CODE
LOW…lls/tao-train-pointpillars/schemas/retrain.schema.json99 "placeholder"CODE
LOW…lls/tao-train-pointpillars/schemas/retrain.schema.json524 "placeholder"CODE
LOW…lls/tao-train-pointpillars/schemas/retrain.schema.json659 "placeholder"CODE
LOW…lls/tao-train-pointpillars/schemas/retrain.schema.json708 "placeholder"CODE
LOW…ills/tao-train-pointpillars/schemas/export.schema.json99 "placeholder"CODE
LOW…ills/tao-train-pointpillars/schemas/export.schema.json535 "placeholder"CODE
LOW…ills/tao-train-pointpillars/schemas/export.schema.json670 "placeholder"CODE
LOW…ills/tao-train-pointpillars/schemas/export.schema.json719 "placeholder"CODE
LOW…s/tao-train-pointpillars/schemas/inference.schema.json99 "placeholder"CODE
LOW…s/tao-train-pointpillars/schemas/inference.schema.json533 "placeholder"CODE
LOW…s/tao-train-pointpillars/schemas/inference.schema.json668 "placeholder"CODE
LOW…s/tao-train-pointpillars/schemas/inference.schema.json717 "placeholder"CODE
LOWskills/tao-run-deft-aoi/scripts/commit_stage.py347 placeholder_tokens = {"placeholder", "recorded", "todo", "n/a", "none", "ok"}CODE
AI Slop Vocabulary16 hits · 40 pts
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MEDIUMplugins.d/nvidia-skills.yml43# of skills into the plugin (which loads every SKILL.md into the harnessCOMMENT
MEDIUM…-virtualenv/references/tests/test_virtualenv_runner.py210 # harness, so assert identity, not raw group signalability), and theCOMMENT
LOW…oy-detection-tracking-2d/scripts/setup_tracker_reid.sh27# already in cache), just create the symlink soCOMMENT
MEDIUM…oy-detection-tracking-2d/scripts/update_output_sink.sh28# 2 = MKV (matroska; DEFAULT — robust on abnormalCOMMENT
MEDIUM…oy-detection-tracking-2d/scripts/update_output_sink.sh158# ── Container muxer: default = 2 (MKV, robust on abnormal exit) ───COMMENT
MEDIUM…eploy-detection-tracking-2d/scripts/collect_metrics.sh68# `*_<8 digits>_<6 digits>.txt` so it's robust to use-case prefixCOMMENT
LOW…-kermt-continue-pretrain/scripts/run_pretrain_local.py468 # if we expose any; for now we just use defaults).COMMENT
LOW…o-kermt-pretrain-scratch/scripts/run_pretrain_local.py468 # if we expose any; for now we just use defaults).COMMENT
MEDIUM…es/g11_stage_pipeline/src/stage_pipeline/statistics.py4"""Statistics stage: robust summaries over a window."""STRING
MEDIUM…rting-cutile-to-julia/examples/01_add/cutile_python.py59# ── Host harness ─────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡…g-cutile-to-julia/examples/03_softmax/cutile_python.py157# Host harnessCOMMENT
MEDIUM…ng-cutile-to-julia/examples/02_matmul/cutile_python.py45# ── Host harness ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…am-sop/references/missing_number_detector_reference.py277 """Get comprehensive statistics about the detection process"""STRING
LOW…-kermt-add-cmim-pretrain/scripts/run_pretrain_local.py468 # if we expose any; for now we just use defaults).COMMENT
MEDIUMskills/warp-eval/scripts/validate_report_schema.py293 # cannot stop an agent hand-rolling a harness that skips synchronization orCOMMENT
MEDIUM…-analyze-changenet-rca/hooks/rca-phase-completeness.sh16 # --- Use Python for robust section-by-section validation ---COMMENT
Verbosity Indicators15 hits · 30 pts
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LOW⚡…utile-to-triton/examples/03_layernorm/triton_kernel.py65 # Step 1: Compute mean using tl.sumCOMMENT
LOW⚡…utile-to-triton/examples/03_layernorm/triton_kernel.py70 # Step 2: Compute variance using tl.sumCOMMENT
LOW…utile-to-triton/examples/03_layernorm/triton_kernel.py85 # Step 3: NormalizeCOMMENT
LOW⚡…utile-to-triton/examples/05_attention/triton_kernel.py150 # Step 1: Find new max for this blockCOMMENT
LOW⚡…utile-to-triton/examples/05_attention/triton_kernel.py154 # Step 2: Compute scaling factorsCOMMENT
LOW⚡…utile-to-triton/examples/05_attention/triton_kernel.py158 # Step 3: Compute exp(scores - m_new) for current blockCOMMENT
LOW⚡…utile-to-triton/examples/05_attention/triton_kernel.py162 # Step 4: Update running sumCOMMENT
LOW⚡…utile-to-triton/examples/05_attention/triton_kernel.py166 # Step 5: Load V block and accumulate weighted valuesCOMMENT
LOW⚡…eam-sop/references/export_ddm_to_tensorrt_reference.py604 # Step 1: ONNX exportCOMMENT
LOW⚡…eam-sop/references/export_ddm_to_tensorrt_reference.py626 # Step 2: TensorRT engine buildCOMMENT
LOW⚡skills/deepstream-import-vision-model/install.sh158# Step 1: Claude Code and Codex skillsCOMMENT
LOW⚡skills/deepstream-import-vision-model/install.sh167# Step 2: Cursor — skills only (Cursor does not support agents)COMMENT
LOW…mport-vision-model/scripts/deepstream/extract-frame.sh20# Step 6: Extract first frame from output video as PNG for visual inspection.COMMENT
LOW…mport-vision-model/scripts/deepstream/ds-kitti-dump.sh19# Step 6: KITTI dump using deepstream-app (built-in KITTI support)COMMENT
LOW…rt-vision-model/scripts/deepstream/ds-single-stream.sh19# Step 6: Single-stream DeepStream pipeline -- saves output video with OSD boxes.COMMENT
Modern Structural Boilerplate20 hits · 20 pts
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LOW…ferences/patient-intake/patient-intake-speech-guard.py152 def update_from_messages(self, messages: list[dict]) -> None:CODE
LOW…on-voice-agent/scripts/apply_generic_agent_template.py807def _set_generic_default_prompt(path: Path, prompt_key: str) -> None:STRING
LOW…iles/g11_stage_pipeline/src/stage_pipeline/__init__.py13__all__ = ["geometry", "reduction", "spectral", "statistics", "transport"]CODE
LOW…es/g08_tile_projection/src/tile_projection/__init__.py9__all__ = ["rebuild_device_code", "run_session"]CODE
LOW…ls/files/g02_stencil_bank/src/stencil_bank/__init__.py9__all__ = ["StencilBank", "stencil_loss"]CODE
LOW…vals/files/g12_dense_stage/src/dense_stage/__init__.py8__all__ = ["kernels"]CODE
LOW…1_particle_preprocessing/src/particle_prep/__init__.py9__all__ = ["ParticlePipeline", "Plugin"]CODE
LOW…/files/g04_image_pyramid/src/image_pyramid/__init__.py9__all__ = ["ImagePyramid", "adaptive_filter"]CODE
LOW…s/files/g10_shared_solver/src/field_solver/__init__.py12__all__ = ["calibrate", "inspect_field", "kernels"]CODE
LOW…vals/files/g01_pde_stepper/src/pde_stepper/__init__.py8__all__ = ["PDEStepper"]CODE
LOW…/files/g06_gpu_analytics/src/gpu_analytics/__init__.py9__all__ = ["AnalyticsBank", "AnalyticsResult", "diagnose"]CODE
LOW…/files/c04_batch_signals/src/batch_signals/__init__.py9__all__ = ["condition_batch", "rebuild_kernels"]CODE
LOW…es/g09_mixed_precision/src/mixed_precision/__init__.py8__all__ = ["calibrate", "serve"]CODE
LOW…eft-object-detection/scripts/prepare_spec_for_train.py109def set_validation(spec: dict[str, Any], image_dir: str, json_file: str) -> None:CODE
LOW…lls/deepstream-sop/references/protos_init_reference.py20__all__ = ["ext_pb2", "nv_pb2"]CODE
LOWskills/warp-eval/scripts/measure.py59__all__ = [CODE
LOW⚡skills/nvflare-autofl/scripts/run_job_campaign.py3928def update_config_for_kept_sources(config: Dict[str, Any], created: Sequence[str]) -> None:CODE
LOWskills/nvflare-autofl/scripts/job_importer.py44logger = logging.getLogger(__name__)CODE
LOWskills/tao-run-deft-pas/scripts/pas_deft/__init__.py11__all__ = ["PasDeftConfig", "config_field_metadata"]CODE
LOW…lls/tao-run-deft-pas/scripts/pas_deft/pas_artifacts.py12__all__ = [CODE
AI Structural Patterns19 hits · 18 pts
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LOWskills/nv-generate-mr/scripts/run_mr.py462CODE
LOW…-finetune-cosmos-reason/scripts/evaluation_workflow.py1326CODE
LOWskills/nv-segment-ct-finetune/scripts/run_finetune.py1546CODE
LOWskills/nv-generate-ct-rflow/scripts/run_ct_image.py366CODE
LOWskills/nv-generate-ct-rflow/scripts/run_rflow_ct.py682CODE
LOW…dedupe-candidates/scripts/instance_candidate_finder.py700CODE
LOW…tudio-create-diagnostic/evals/targets/eval_3_target.py261CODE
LOWskills/nv-generate-mr-brain/scripts/run_mr_brain.py557CODE
LOW…rt-to-usd/references/usd-convert-gsplat/scripts/run.py209CODE
LOW…-model-evidence-export/scripts/export_evidence_pack.py419CODE
LOWskills/nv-segment-ctmr/scripts/run_ctmr.py505CODE
LOWskills/warp-debug-gradients/evals/files/walker/sim.py126CODE
LOWskills/nvflare-autofl/scripts/run_job_campaign.py2905CODE
LOWskills/nvflare-autofl/scripts/campaign_guard.py341CODE
LOWskills/nvflare-autofl/scripts/campaign_guard.py477CODE
LOWskills/tao-run-deft-pas/scripts/commit_stage.py221CODE
LOWskills/tao-run-deft-pas/scripts/pas_deft/utils.py10CODE
LOW…ills/tao-run-deft-pas/scripts/pas_deft/analyze_gaps.py12CODE
LOWskills/tao-run-deft-pas/scripts/pas_deft/data_mining.py623CODE
Synthetic Comment Markers3 hits · 18 pts
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HIGH…ilegym-cutile-python/torch-learner/tracing_workflow.md14- **[4_language_layers.md](references/4_language_layers.md)** - Reading Python, C++, CUDA, and auto-generated codeCODE
HIGH…e-python/torch-learner/references/4_language_layers.md3This document explains how to read and navigate PyTorch code at each language layer: Python, C++ (ATen), CUDA, and auto-CODE
HIGH…e-python/torch-learner/references/4_language_layers.md285## Layer 4: Auto-Generated CodeCOMMENT
Magic Placeholder Names3 hits · 15 pts
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HIGHskills/rtvi-vlm-customize-model/SKILL.md134OPENAI_API_KEY=<your-api-key> # client fallback/default credentialCODE
HIGHskills/rtvi-vlm-customize-model/SKILL.md135RTVI_VLM_API_KEY=<your-api-key> # mapped to preferred VIA_VLM_API_KEYCODE
HIGHskills/rtvi-vlm-customize-model/SKILL.md247VIA_VLM_API_KEY=<your-api-key> # if required; set via silent promptCODE
Redundant / Tautological Comments9 hits · 13 pts
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LOW…ploy-detection-tracking-2d/scripts/run_app_and_wait.sh187 # Check if app diedCOMMENT
LOW…y-detection-tracking-2d/scripts/calibration_manager.py38 # Check if calibration covers batch size 6STRING
LOW…-scaling/components/inference-azure/scripts/install.sh109# Check if endpoint already exists with matching modelCOMMENT
LOW…re/terraform/prerequisites/register-azure-providers.sh115 # Check if Azure CLI is installedCOMMENT
LOW…am-sop/references/missing_number_detector_reference.py152 # Check if this looks like a new cycle startingCOMMENT
LOW…am-sop/references/missing_number_detector_reference.py157 # Check if we've seen enough of the cycle to consider this a restartCOMMENT
LOW…am-sop/references/missing_number_detector_reference.py198 # Check if cycle is complete (all numbers 1 to N seen) but don't end it yetCOMMENT
LOW⚡…lls/tao-analyze-changenet-rca/hooks/rca-depth-check.sh60 # Check if this root cause has a corresponding simulationCOMMENT
LOWskills/tao-run-deft-pas/specs/tao_spec.yaml42 # profiler_repeat: 1 # Set 0 to repeat indefinitelyCOMMENT
Hallucination Indicators1 hit · 10 pts
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CRITICAL…stereo/references/tao-deploy-fast-foundation-stereo.md268`nvidia_tao_deploy.cv.depth_net.evaluation.stereo_evaluator.compute()` withCODE
Docstring Block Structure1 hit · 5 pts
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HIGHskills/tao-run-deft-pas/scripts/pas_deft/utils.py340Select the best epoch checkpoint from a TAO CLIP training run. TAO's CLIP schema does not accept a top-k checkpointSTRING
Overly Generic Function Names1 hit · 1 pts
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LOW…p-compile-time-optimizer/evals/files/triton_service.py59def handle_request(batch: torch.Tensor) -> torch.Tensor:CODE