3.9

Adjusted Signal

3.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.8K

Stars

Rust

Language

552.0K

Lines of Code

887

Files

1.6K

Pattern Hits

2026-10-31

Scan Date

0.02

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 12.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1298 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.2/100 · LOW

Are imports declared and package/API names verified? 87 finding(s).

Agent Over-Engineering Ratio 5.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 199 finding(s).

PR Review Velocity Impact 18.0/100 · LOW

Which changes need focused human review? 1567 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 20MEDIUM 256LOW 1290

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 1567 distinct pattern matches across 19 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.

Over-Commented Block1098 hits · 1009 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	21	"COPYING",	COMMENT
LOW	Cargo.toml	321	"tls-rustls",	COMMENT
LOW	Cargo.toml	341	# "approx_quantile" powers the APPROX_QUANTILE SQL aggregate in sqlp. It is	COMMENT
LOW	Cargo.toml	441	"http2",	COMMENT
LOW	Cargo.toml	541	# polars-readstat-rs depends on these directly; redirect them onto the same git polars	COMMENT
LOW	Cargo.toml	581	webdriver-downloader = { git = "https://github.com/jqnatividad/webdriver-downloader", rev = "19795f9006f77ea3592bbc0ea26	COMMENT
LOW	Cargo.toml	601	# - Python Polars tag	COMMENT
LOW	Cargo.toml	621	[target.'cfg(target_arch = "x86_64")'.dependencies]	COMMENT
LOW	Cargo.toml	641	#	COMMENT
LOW	Cargo.toml	741	magika = ["dep:magika", "dep:ort"]	COMMENT
LOW	Cargo.toml	781	]	COMMENT
LOW	bacon.toml	21	"cargo", "clippy",	COMMENT
LOW	.serena/project.yml	1	# the name by which the project can be referenced within Serena/when chatting with the LLM.	COMMENT
LOW	.serena/project.yml	41	# This extends the existing inclusions (e.g. from the global configuration).	COMMENT
LOW	.serena/project.yml	61	# Otherwise, this overrides the setting from the global configuration (serena_config.yml).	COMMENT
LOW	.serena/project.yml	81	# Note: the backend is fixed at startup. If a project with a different backend	COMMENT
LOW	.serena/project.yml	101		COMMENT
LOW	.serena/project.yml	121	# - ../shared-lib	COMMENT
LOW	.serena/project.yml	141	# backstop for non-terminating commands; on expiry the process is killed and activation continues.	COMMENT
LOW	.serena/project.yml	161	# python_pyrefly python_ty qml r rego	COMMENT
LOW	.serena/project.yml	181	# Special requirements:	COMMENT
LOW	resources/describegpt_defaults.toml	21	# otherwise inserts	COMMENT
LOW	resources/describegpt_defaults.toml	41	# {{ sample_size }} - The number of rows in the random sample.	COMMENT
LOW	resources/describegpt_defaults.toml	461		COMMENT
LOW	resources/describegpt_md_defaults.toml	1	name = "qsv Default Markdown Template File"	COMMENT
LOW	resources/describegpt_md_defaults.toml	21	# content_type, min, max, cardinality, enumeration, null_count,	COMMENT
LOW	resources/describegpt_md_defaults.toml	101	# the `{DATASET_DESCRIPTION}` and `{SEMANTICMD_TAGS}` placeholders are substituted afterwards	COMMENT
LOW	resources/profiles/geoconnex.yaml	1	# Geoconnex hydrologic linked-data projection profile	COMMENT
LOW	resources/profiles/geoconnex.yaml	21	# Discovery merge: disabled. Geoconnex contributors typically author	COMMENT
LOW	resources/profiles/geoconnex.yaml	121	# =========================================================================	COMMENT
LOW	resources/profiles/geoconnex.yaml	261	# Catalog envelope	COMMENT
LOW	resources/profiles/dcat-ap-v3.yaml	1	# DCAT-AP v3 projection profile (https://semiceu.github.io/DCAT-AP/releases/3.0.0/)	COMMENT
LOW	resources/profiles/croissant.yaml	1	# Croissant 1.1 ML metadata profile (https://github.com/mlcommons/croissant)	COMMENT
LOW	resources/profiles/croissant.yaml	21	# remains the faster option but is not in the Croissant vocabulary;	COMMENT
LOW	resources/profiles/croissant.yaml	101	# Schema validation: disabled	COMMENT
LOW	resources/profiles/croissant.yaml	121	external:	COMMENT
LOW	resources/profiles/croissant.yaml	261	template: '{{ pkg.version \| default("") }}'	COMMENT
LOW	resources/profiles/croissant.yaml	301	emit_when: '{{ (res.description \| default("")) != "" }}'	COMMENT
LOW	resources/profiles/croissant.yaml	341	# FileObject (`@id: data.csv`) and an extract directive (here, a	COMMENT
LOW	resources/profiles/croissant.yaml	361	# "Annotating Data" section defines annotations as cr:Field nodes and	COMMENT
LOW	resources/profiles/croissant.yaml	541	# =========================================================================	COMMENT
LOW	resources/profiles/dcat-us-v3.yaml	1	# DCAT-US v3 projection profile	COMMENT
LOW	resources/profiles/dcat-us-v3.yaml	41	#	COMMENT
LOW	resources/profiles/dcat-us-v3.yaml	201	# =========================================================================	COMMENT
LOW	resources/profiles/dcat-us-v3.yaml	281	{%- endif -%}	COMMENT
LOW	resources/profiles/dcat-us-v3.yaml	601	inherit_from_dataset:	COMMENT
LOW	tests/test_geocode.rs	2821	// (mlipper/geoclient documentation/src/docs/asciidoc/samples): each endpoint wraps its object	COMMENT
LOW	tests/test_geocode.rs	4221	// byte-exact live captures (resources/test/census_geo_{address,coords}_all.json, 2026-10-12):	COMMENT
LOW	tests/test_apply.rs	1321	];	COMMENT
LOW	tests/test_count.rs	641	assert_eq!(	COMMENT
LOW	tests/test_profile.rs	301		COMMENT
LOW	tests/test_profile.rs	1181	assert_eq!(	COMMENT
LOW	tests/test_profile.rs	2021	.find(\|w\| w.get("field").and_then(\|v\| v.as_str()) == Some("contactPoint"))	COMMENT
LOW	tests/test_profile.rs	2081	#[test]	COMMENT
LOW	tests/test_profile.rs	2141	"expected no qsv:validation warnings when --delimiter ; is forwarded to validate, got: \	COMMENT
LOW	tests/test_profile.rs	3801	"normalized timestamp must validate cleanly, got: {:?}",	COMMENT
LOW	tests/test_write_failure.rs	1	//! End-to-end coverage for issue #4516: a failed WRITE must be reported as an I/O error and a	COMMENT
LOW	tests/test_alloc_tuning.rs	1	//! Regression tests for startup allocator-tuning ordering (roborev #2717 / #2718).	COMMENT
LOW	tests/test_alloc_tuning.rs	21		COMMENT
LOW	tests/test_synthesize.rs	421	err.contains("does not exist") \|\| err.contains("not a file"),	COMMENT
1038 more matches not shown…

Decorative Section Separators173 hits · 534 pts

Severity	File	Line	Snippet	Context
MEDIUM	Cargo.toml	605	# ================================	COMMENT
MEDIUM	resources/describegpt_md_defaults.toml	232	# ─────────────────────────────────────────────────────────────────────────────	STRING
MEDIUM	resources/profiles/geoconnex.yaml	30	# =========================================================================	COMMENT
MEDIUM	resources/profiles/geoconnex.yaml	32	# =========================================================================	COMMENT
MEDIUM	resources/profiles/geoconnex.yaml	59	# =========================================================================	COMMENT
MEDIUM	resources/profiles/geoconnex.yaml	61	# =========================================================================	COMMENT
MEDIUM	resources/profiles/geoconnex.yaml	83	# =========================================================================	COMMENT
MEDIUM	resources/profiles/geoconnex.yaml	85	# =========================================================================	COMMENT
MEDIUM	resources/profiles/geoconnex.yaml	121	# =========================================================================	COMMENT
MEDIUM	resources/profiles/geoconnex.yaml	123	# =========================================================================	COMMENT
MEDIUM	resources/profiles/geoconnex.yaml	229	# =========================================================================	COMMENT
MEDIUM	resources/profiles/geoconnex.yaml	231	# =========================================================================	COMMENT
MEDIUM	resources/profiles/geoconnex.yaml	260	# =========================================================================	COMMENT
MEDIUM	resources/profiles/geoconnex.yaml	262	# =========================================================================	COMMENT
MEDIUM	resources/profiles/geoconnex.yaml	282	# =========================================================================	COMMENT
MEDIUM	resources/profiles/geoconnex.yaml	284	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-ap-v3.yaml	21	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-ap-v3.yaml	23	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-ap-v3.yaml	92	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-ap-v3.yaml	94	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-ap-v3.yaml	131	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-ap-v3.yaml	133	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-ap-v3.yaml	182	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-ap-v3.yaml	184	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-ap-v3.yaml	305	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-ap-v3.yaml	307	# =========================================================================	COMMENT
MEDIUM⚡	resources/profiles/dcat-ap-v3.yaml	395	# =========================================================================	COMMENT
MEDIUM⚡	resources/profiles/dcat-ap-v3.yaml	397	# =========================================================================	COMMENT
MEDIUM⚡	resources/profiles/dcat-ap-v3.yaml	405	# =========================================================================	COMMENT
MEDIUM⚡	resources/profiles/dcat-ap-v3.yaml	407	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	46	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	48	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	75	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	77	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	100	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	102	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	131	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	133	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	272	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	274	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	336	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	338	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	541	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	543	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	555	# =========================================================================	COMMENT
MEDIUM	resources/profiles/croissant.yaml	557	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-us-v3.yaml	22	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-us-v3.yaml	24	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-us-v3.yaml	131	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-us-v3.yaml	133	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-us-v3.yaml	199	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-us-v3.yaml	201	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-us-v3.yaml	213	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-us-v3.yaml	215	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-us-v3.yaml	453	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-us-v3.yaml	455	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-us-v3.yaml	590	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-us-v3.yaml	592	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-us-v3.yaml	611	# =========================================================================	COMMENT
MEDIUM	resources/profiles/dcat-us-v3.yaml	613	# =========================================================================	COMMENT
113 more matches not shown…

AI Slop Vocabulary64 hits · 190 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_select.rs	463	// This should not panic with our new robust implementation	COMMENT
MEDIUM	tests/test_select.rs	487	// This should not panic with our new robust implementation	COMMENT
MEDIUM	tests/test_synthesize.rs	507	// "Tom"), so the "no real value leaked" assertion below is robust to	COMMENT
MEDIUM	tests/test_stats.rs	1181	// Parse the JSON and assert on fields (rather than raw substrings) so the test is robust to	COMMENT
MEDIUM	tests/test_pivotp.rs	2199	// Should use Median — outliers inflate stddev but MAD stays robust	COMMENT
MEDIUM	.claude/skills/src/converted-file-manager.ts	395	// Use path.relative() for robust cross-platform validation (handles Windows case-insensitivity)	COMMENT
MEDIUM	.claude/skills/src/converted-file-manager.ts	720	// Use more robust parsing to handle edge cases like filenames containing ".converted."	COMMENT
MEDIUM	.claude/skills/src/converted-file-manager.ts	1255	// Delete files with robust error handling	COMMENT
MEDIUM	contrib/completions/src/usage_parser.rs	5	// completion generation. It uses the qsv_docopt parser for robust option type	COMMENT
MEDIUM	examples/viz/smart_dict_treemap.html	582	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	examples/viz/smart_onboarding_funnel.html	514	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	examples/viz/smart_us_choropleth.html	576	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	examples/viz/smart_us_choropleth.html	2342	// is what makes a theme flip mid-selection look seamless	COMMENT
MEDIUM	examples/viz/smart_us_choropleth.html	2358	<script type="application/json" id="qsv-tour-config">{"key":"343f5f31","steps":[{"id":"intro","title":"Welcome to your D	CODE
MEDIUM	examples/viz/smart_world_choropleth.html	606	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	examples/viz/smart_world_choropleth.html	2349	// is what makes a theme flip mid-selection look seamless	COMMENT
MEDIUM	examples/viz/smart_sales.html	582	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	examples/viz/smart_wpa_211_requests.html	544	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	examples/viz/smart_smarter.html	582	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	examples/viz/smart_dict_sunburst.html	646	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	examples/viz/smart_sales_kpi.html	638	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	examples/viz/smart_world_events.html	477	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	examples/viz/smart_world_events.html	2243	// is what makes a theme flip mid-selection look seamless	COMMENT
MEDIUM	examples/viz/smart_timeseries.html	582	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	examples/viz/smart_geo_outliers.html	535	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	examples/viz/smart_geo_outliers.html	2301	// is what makes a theme flip mid-selection look seamless	COMMENT
MEDIUM	examples/viz/smart_cms_medicare.html	598	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	examples/viz/smart_cms_medicare.html	1890	<script type="application/json" id="qsv-tour-config">{"key":"a2a26f17","steps":[{"id":"intro","title":"Welcome to your D	CODE
MEDIUM	examples/viz/gen_gallery.py	603	# scrolls the page. The robust fix is a capture-phase wheel interceptor: inline we stopPropagation	COMMENT
MEDIUM	examples/viz/smart_regions_growth.html	533	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	benchmarks/index_superpowers.html	372	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	benchmarks/stats_growth.html	372	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	benchmarks/trend.html	372	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	benchmarks/validate_growth.html	372	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	benchmarks/time_spent.html	372	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	benchmarks/sqlp_tuning.html	372	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	benchmarks/freq_growth.html	372	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	benchmarks/moarstats_growth.html	372	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	benchmarks/gainers.html	372	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	benchmarks/heatmap.html	372	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	benchmarks/index_advantage.html	372	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	benchmarks/count_callout.html	372	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	benchmarks/change_by_family.html	372	// live) and MapLibre (setScrollZoom toggles the GL handler), the robust fix is a capture-phase	COMMENT
MEDIUM	scripts/viz-golden-check.sh	3	# viz-golden-check.sh -- byte-level regression harness for `qsv viz smart`.	COMMENT
MEDIUM	scripts/viz-golden-check.sh	123	# `build_cyclic_panel` needs, so this one ships with the harness.	COMMENT
MEDIUM	scripts/benchmarks.sh	610	# recompute could flip deltas) and robust to one noisy copy of the run.	COMMENT
MEDIUM	scripts/pgo-train.sh	3	# pgo-train.sh - lean, single-pass PGO training harness for qsv.	COMMENT
MEDIUM	scripts/pgo-train.sh	21	# (see the `t` helper), so the same harness works against full and reduced builds.	COMMENT
MEDIUM	scripts/pgo-train.sh	209	# 2. 8.05 GiB is still ~52% of a hosted runner's RAM. A training harness should not sit that	COMMENT
MEDIUM	src/help_markdown_gen.rs	7	// Uses qsv-docopt Parser for robust structured parsing of options, arguments and defaults,	COMMENT
MEDIUM	src/mcp_skills_gen.rs	7	// Uses qsv-docopt Parser for robust USAGE text parsing.	COMMENT
MEDIUM	src/mcp_skills_gen.rs	358	/// Parse USAGE text using qsv-docopt Parser for robust parsing	COMMENT
MEDIUM	src/cmd/geocode.rs	5684	/// `US.NY.119` -> `119`), which is robust regardless of its leading digit.	COMMENT
MEDIUM	src/cmd/clean.rs	335	// extension) as a sibling of the cache — robust to cwd, symlinks and	COMMENT
MEDIUM	src/cmd/validate.rs	2091	// This is robust to whitespace and avoids false matches on	COMMENT
MEDIUM	src/cmd/pivotp.rs	371	/// moderate skew and deliberately does not gate robust-statistic choices).	COMMENT
MEDIUM	src/cmd/pivotp.rs	917	// moarstats: robust vs non-robust spread divergence — outliers inflate stddev	COMMENT
MEDIUM	src/cmd/pivotp.rs	954	// moarstats: robust quartile-based variability	COMMENT
MEDIUM	src/cmd/moarstats.rs	1251	/// Tukey's trimean - a robust estimator of central tendency that	COMMENT
MEDIUM	src/cmd/moarstats.rs	1263	/// Midpoint of the middle 50% of data, a robust central tendency measure.	COMMENT
4 more matches not shown…

Structural Annotation Overuse53 hits · 101 pts

Severity	File	Line	Snippet	Context
LOW	resources/describegpt_defaults.toml	15	### NOTE: The following VARIABLES are available in MiniJinja templates (use {{ variable }} syntax):	COMMENT
LOW	resources/describegpt_md_defaults.toml	6	### NOTE: The following VARIABLES are available in MiniJinja templates (use {{ variable }} syntax):	COMMENT
LOW	tests/test_sqlp.rs	4497	// Step 1: Generate stats cache with --infer-dates so DateTime type is detected	COMMENT
LOW	tests/test_sqlp.rs	4511	// Step 2: Generate Polars schema from stats cache	COMMENT
LOW	tests/test_sqlp.rs	4528	// Step 3: Use sqlp with the cached schema to verify it parses datetimes correctly	COMMENT
LOW	tests/test_to.rs	1478	// Step 1: Run `qsv schema --polars data.csv` to generate pschema	COMMENT
LOW	tests/test_to.rs	1490	// Step 2: Run `qsv to parquet out/ data.csv` — should pick up the pschema	COMMENT
LOW	.claude/skills/review-respond/SKILL.md	11	## Step 1: Identify the PR	COMMENT
LOW	.claude/skills/review-respond/SKILL.md	19	## Step 2: Fetch all pending review comments	COMMENT
LOW	.claude/skills/review-respond/SKILL.md	31	## Step 3: Route comments by reviewer type	COMMENT
LOW	.claude/skills/review-respond/SKILL.md	36	## Step 4: Apply fixes for human reviewer comments	COMMENT
LOW⚡	.claude/skills/review-respond/SKILL.md	52	## Step 5: Verification gate	COMMENT
LOW⚡	.claude/skills/review-respond/SKILL.md	62	## Step 6: Run tests	COMMENT
LOW⚡	.claude/skills/review-respond/SKILL.md	70	## Step 7: Commit	COMMENT
LOW⚡	.claude/skills/review-respond/SKILL.md	77	## Step 8: Reply to resolved comments	COMMENT
LOW⚡	.claude/skills/review-respond/SKILL.md	85	## Step 9: Report summary	COMMENT
LOW	.claude/skills/tests/duckdb.test.ts	575	// Step 1: Convert CSV to Parquet using qsv_to_parquet (the MCP tool)	COMMENT
LOW	.claude/skills/tests/duckdb.test.ts	586	// Step 2: Query the Parquet file with DuckDB	COMMENT
LOW	.claude/skills/tests/pipeline-manifest.test.ts	349	// Step 1: input.csv → intermediate.csv	COMMENT
LOW⚡	.claude/skills/tests/pipeline-manifest.test.ts	383	// Step 1: read data.csv as input	COMMENT
LOW⚡	.claude/skills/tests/pipeline-manifest.test.ts	391	// Step 2: overwrite data.csv as output (e.g., in-place sort)	COMMENT
LOW	.claude/skills/tests/pipeline-manifest.test.ts	793	// Step 1: reads data.csv (input), step 2: writes data.csv (output) — in-place overwrite	COMMENT
LOW⚡	.claude/skills/docs/desktop/README-MCPB.md	25	### Step 1: Download	COMMENT
LOW⚡	.claude/skills/docs/desktop/README-MCPB.md	31	### Step 2: Install in Claude Desktop	COMMENT
LOW⚡	.claude/skills/docs/desktop/README-MCPB.md	35	### Step 3: There is no step 3! The extension is ready to use. Just restart Claude Desktop and start asking Claude about	COMMENT
LOW	.claude/skills/docs/guides/CLAUDE_CODE.md	62	### Step 1: Build the MCP Server	COMMENT
LOW	.claude/skills/docs/guides/CLAUDE_CODE.md	73	### Step 2: Configure Claude Code	COMMENT
LOW	.claude/skills/docs/guides/CLAUDE_CODE.md	123	### Step 3: Restart Claude Code	COMMENT
LOW	.claude/skills/docs/guides/START_HERE.md	24	## Step 1: Install the MCP Server	COMMENT
LOW	.claude/skills/docs/guides/GEMINI_CLI.md	25	### Step 1: Build the MCP Server	COMMENT
LOW	.claude/skills/docs/guides/GEMINI_CLI.md	37	### Step 2: Configure Gemini CLI	COMMENT
LOW⚡	.claude/skills/scripts/install-mcp.js	344	// Step 1: Check for qsv binary	COMMENT
LOW⚡	.claude/skills/scripts/install-mcp.js	350	// Step 2: Build TypeScript	COMMENT
LOW⚡	.claude/skills/scripts/install-mcp.js	356	// Step 3: Configure environment variables	COMMENT
LOW⚡	.claude/skills/scripts/install-mcp.js	360	// Step 4: Update Claude Desktop config	COMMENT
LOW⚡	.claude/skills/scripts/install-mcp.js	366	// Step 5: Print verification steps	COMMENT
LOW⚡	.claude/skills/scripts/package-mcpb.js	293	// Step 1: Clean up	COMMENT
LOW⚡	.claude/skills/scripts/package-mcpb.js	296	// Step 2: Build TypeScript	COMMENT
LOW⚡	.claude/skills/scripts/package-mcpb.js	299	// Step 3: Validate files	COMMENT
LOW⚡	.claude/skills/scripts/package-mcpb.js	302	// Step 4: Create archive	COMMENT
LOW⚡	.claude/skills/scripts/package-mcpb.js	305	// Step 5: Display summary	COMMENT
LOW	.claude/skills/skills/bls-query/SKILL.md	15	### Step 1: Identify the topic	COMMENT
LOW⚡	.claude/skills/skills/bls-query/SKILL.md	29	### Step 2: Choose the right tool	COMMENT
LOW⚡	.claude/skills/skills/bls-query/SKILL.md	39	### Step 3: Interpret and present results	COMMENT
LOW⚡	.claude/skills/skills/bls-query/SKILL.md	47	### Step 4: Handle unknowns	COMMENT
LOW⚡	.claude/skills/src/tool-handlers.ts	1510	// Step 1: Ensure stats cache is up-to-date (needed by both DuckDB and qsv to parquet paths)	COMMENT
LOW⚡	.claude/skills/src/tool-handlers.ts	1513	// Step 3: Convert to Parquet (DuckDB with ZSTD when available, qsv to parquet with ZSTD otherwise)	COMMENT
LOW	.claude/skills/src/parquet-bridge.ts	689	// Step 2: Generate Polars schema	COMMENT
LOW	.claude/skills/src/parquet-bridge.ts	718	// Step 3: Convert to Parquet (DuckDB with ZSTD when available, qsv to parquet with ZSTD otherwise)	COMMENT
LOW⚡	docs/contributor/STATS_TECHNICAL_GUIDE.md	738	// Step 1: Parse command-line arguments	COMMENT
LOW⚡	docs/contributor/STATS_TECHNICAL_GUIDE.md	741	// Step 2: Handle typesonly mode (disable other stats)	COMMENT
LOW⚡	docs/contributor/STATS_TECHNICAL_GUIDE.md	748	// Step 3: Setup boolean inference	COMMENT
LOW⚡	docs/contributor/STATS_TECHNICAL_GUIDE.md	754	// Step 4: Check environment variable overrides	COMMENT

Fake / Example Data72 hits · 62 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_fixedwidth.rs	89	svec!["Jane Doe", "1017"],	CODE
LOW	tests/test_geocode.rs	2205	.args(["--api-key", "dummy-key-for-arg-validation"])	CODE
LOW	tests/test_geocode.rs	2311	.args(["--api-key", "dummy-key-for-arg-validation"])	CODE
LOW	tests/test_geocode.rs	2333	.args(["--api-key", "dummy-key-for-arg-validation"])	CODE
LOW	tests/test_geocode.rs	2357	.args(["--api-key", "dummy-key-for-arg-validation"])	CODE
LOW	tests/test_geocode.rs	2375	.args(["--api-key", "dummy-key-for-arg-validation"])	CODE
LOW	tests/test_geocode.rs	2393	.args(["--api-key", "dummy-key-for-arg-validation"])	CODE
LOW	tests/test_geocode.rs	2410	.args(["--api-key", "dummy-key-for-arg-validation"])	CODE
LOW	tests/test_geocode.rs	2430	.args(["--api-key", "dummy-key-for-transient-test"])	CODE
LOW	tests/test_geocode.rs	4047	.args(["--api-key", "dummy-key"])	CODE
LOW	tests/test_geocode.rs	4076	.args(["--api-key", "dummy-key"])	CODE
LOW	tests/test_profile.rs	1909	"contact_point": {"fn": "Jane Doe", "hasEmail": "jane@example.gov"},	CODE
LOW	tests/test_profile.rs	2239	"contact_point": {"fn": "Jane Doe", "hasEmail": "jane@example.gov"},	CODE
LOW	tests/test_profile.rs	3395	"contact_point": {"fn": "Jane Doe", "hasEmail": "jane@example.gov"}	CODE
LOW⚡	tests/test_validate.rs	3494	"user@example.com",	CODE
LOW⚡	tests/test_validate.rs	3501	"user@example.com",	CODE
LOW⚡	tests/test_validate.rs	3508	"user@example.com",	CODE
LOW⚡	tests/test_validate.rs	3597	"user@example.com",	CODE
LOW⚡	tests/test_validate.rs	3604	"user@example.com",	CODE
LOW⚡	tests/test_validate.rs	3611	"user@example.com",	CODE
LOW	tests/test_validate.rs	1327	svec!["1", "John Doe", "john@example.com", "IT"],	CODE
LOW	tests/test_validate.rs	1329	svec!["3", "John Doe", "john@example.com", "IT"], // Duplicate name+email	CODE
LOW	tests/test_validate.rs	1369	svec!["1", "John Doe", "john@example.com", "IT"],	CODE
LOW	tests/test_validate.rs	1378	svec!["3", "John Doe", "john@example.com", "IT"],	CODE
LOW	tests/test_validate.rs	1393	svec!["1", "John Doe", "john@example.com", "IT"],	CODE
LOW	tests/test_validate.rs	1395	svec!["3", "John Doe", "john@example.com", "IT"], // Duplicate name+email	CODE
LOW	tests/test_validate.rs	1435	svec!["1", "John Doe", "john@example.com", "IT"],	CODE
LOW	tests/test_validate.rs	1444	svec!["3", "John Doe", "john@example.com", "IT"],	CODE
LOW	tests/test_validate.rs	1459	svec!["1", "John Doe", "john@example.com", "IT"],	CODE
LOW	tests/test_validate.rs	1461	svec!["3", "John Doe", "john@example.com", "IT"], // Duplicate name+email	CODE
LOW	tests/test_validate.rs	1501	svec!["1", "John Doe", "john@example.com", "IT"],	CODE
LOW	tests/test_validate.rs	1510	svec!["3", "John Doe", "john@example.com", "IT"],	CODE
LOW	tests/test_validate.rs	1525	svec!["1", "John Doe", "john@example.com", "IT"],	CODE
LOW	tests/test_validate.rs	1527	svec!["3", "John Doe", "", "IT"], // Empty email	CODE
LOW	tests/test_validate.rs	1576	svec!["1", "John Doe", "john@example.com", "IT"],	CODE
LOW	tests/test_validate.rs	1578	svec!["3", "John Doe", "", "IT"],	CODE
LOW	tests/test_validate.rs	1598	svec!["1", "John Doe", "john.doe@example.com", "IT"],	CODE
LOW	tests/test_validate.rs	1600	svec!["3", "John Doe", "john.doe@example.com", "IT"], // Duplicate	CODE
LOW	tests/test_validate.rs	1640	svec!["1", "John Doe", "john.doe@example.com", "IT"],	CODE
LOW	tests/test_validate.rs	1649	svec!["3", "John Doe", "john.doe@example.com", "IT"],	CODE
LOW	tests/test_validate.rs	1855	svec!["1", "John Doe", "john@example.com", "IT", "Developer"],	CODE
LOW	tests/test_validate.rs	1857	svec!["3", "John Doe", "john@example.com", "IT", "Developer"], // Duplicate name+email+role	CODE
LOW	tests/test_validate.rs	1904	svec!["1", "John Doe", "john@example.com", "IT", "Developer"],	CODE
LOW	tests/test_validate.rs	1915	svec!["3", "John Doe", "john@example.com", "IT", "Developer"],	CODE
LOW	tests/test_validate.rs	1932	"John Doe",	CODE
LOW	tests/test_validate.rs	2347	svec!["1", "John Doe", "not-an-email", "not-a-url", "not-currency"],	CODE
LOW	tests/test_validate.rs	2427	svec!["1", "John Doe", "not-an-email", "25"], // Format error only	CODE
LOW	tests/test_validate.rs	2494	svec!["1", "John Doe", "not-an-email", "25"], // Now valid (format ignored)	CODE
LOW	tests/test_validate.rs	3087	svec!["1", "John Doe", "user@example.com"], // Valid email	CODE
LOW	tests/test_validate.rs	3087	svec!["1", "John Doe", "user@example.com"], // Valid email	CODE
LOW	tests/test_validate.rs	3131	svec!["1", "John Doe", "user@example.com"],	CODE
LOW	tests/test_validate.rs	3131	svec!["1", "John Doe", "user@example.com"],	CODE
LOW	tests/test_validate.rs	3158	svec!["1", "John Doe", "user@example.com"],	CODE
LOW	tests/test_validate.rs	3158	svec!["1", "John Doe", "user@example.com"],	CODE
LOW	tests/test_validate.rs	3209	svec!["1", "John Doe", "user@example.com"],	CODE
LOW	tests/test_validate.rs	3209	svec!["1", "John Doe", "user@example.com"],	CODE
LOW	tests/test_validate.rs	3262	svec!["1", "John Doe", "user@example.com"],	CODE
LOW	tests/test_validate.rs	3262	svec!["1", "John Doe", "user@example.com"],	CODE
LOW	tests/test_validate.rs	3480	"user@example.com",	CODE
LOW	tests/test_validate.rs	3570	"user@example.com",	CODE
12 more matches not shown…

Cross-Language Confusion12 hits · 55 pts

Severity	File	Line	Snippet	Context
HIGH	examples/viz/gen_gallery.py	216	"<script>(function(){var target=null,until=0,iv=null,moved=false;"	CODE
HIGH	examples/viz/gen_gallery.py	217	"function stop(){if(iv){clearInterval(iv);iv=null;}}"	CODE
HIGH	examples/viz/gen_gallery.py	259	"b._t=setTimeout(function(){b.classList.remove(\"ok\");b.title=\"Copy\";b._t=null;},1200);}"	CODE
HIGH	examples/viz/gen_gallery.py	329	"var M=\"100% 0px\",reg=new Map(),io=null;"	CODE
HIGH	examples/viz/gen_gallery.py	486	"var f=document.getElementsByClassName(\"dash\"),src=null;"	CODE
HIGH	examples/viz/gen_gallery.py	557	'if(!b\|\|typeof b.z!=="number"\|\|!(plotW>0)\|\|!(plotH>0))return null;'	CODE
HIGH	examples/viz/gen_gallery.py	561	'var ratio=Math.min((dxplotW)/aw,(dyplotH)/ah);if(!isFinite(ratio)\|\|ratio<=0)return null;'	CODE
HIGH	examples/viz/gen_gallery.py	575	'function qsvFitNow(gd,tries){if(tries===undefined)tries=20;qsvCaptureBaked(gd);'	CODE
HIGH	examples/viz/gen_gallery.py	595	'function qsvApplyScrollZoom(gd,tries){if(tries===undefined)tries=20;var fl=gd._fullLayout\|\|{};'	CODE
HIGH	examples/viz/gen_gallery.py	648	" cargo build --bin qsv -F all_features && python3 examples/viz/gen_gallery.py\n"	CODE
HIGH	scripts/gen_benchmark_viz.py	19	git add benchmarks && git commit # Pages redeploys on push to master	STRING
HIGH	scripts/gen_benchmark_viz.py	33	git -C qsv.wiki add Benchmarks.md && git -C qsv.wiki commit && git -C qsv.wiki push	STRING

Verbosity Indicators25 hits · 48 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_sqlp.rs	4497	// Step 1: Generate stats cache with --infer-dates so DateTime type is detected	COMMENT
LOW	tests/test_sqlp.rs	4511	// Step 2: Generate Polars schema from stats cache	COMMENT
LOW	tests/test_sqlp.rs	4528	// Step 3: Use sqlp with the cached schema to verify it parses datetimes correctly	COMMENT
LOW	tests/test_to.rs	1478	// Step 1: Run `qsv schema --polars data.csv` to generate pschema	COMMENT
LOW	tests/test_to.rs	1490	// Step 2: Run `qsv to parquet out/ data.csv` — should pick up the pschema	COMMENT
LOW	.claude/skills/tests/duckdb.test.ts	575	// Step 1: Convert CSV to Parquet using qsv_to_parquet (the MCP tool)	COMMENT
LOW	.claude/skills/tests/duckdb.test.ts	586	// Step 2: Query the Parquet file with DuckDB	COMMENT
LOW	.claude/skills/tests/pipeline-manifest.test.ts	349	// Step 1: input.csv → intermediate.csv	COMMENT
LOW⚡	.claude/skills/tests/pipeline-manifest.test.ts	383	// Step 1: read data.csv as input	COMMENT
LOW⚡	.claude/skills/tests/pipeline-manifest.test.ts	391	// Step 2: overwrite data.csv as output (e.g., in-place sort)	COMMENT
LOW	.claude/skills/tests/pipeline-manifest.test.ts	793	// Step 1: reads data.csv (input), step 2: writes data.csv (output) — in-place overwrite	COMMENT
LOW⚡	.claude/skills/scripts/install-mcp.js	344	// Step 1: Check for qsv binary	COMMENT
LOW⚡	.claude/skills/scripts/install-mcp.js	350	// Step 2: Build TypeScript	COMMENT
LOW⚡	.claude/skills/scripts/install-mcp.js	356	// Step 3: Configure environment variables	COMMENT
LOW⚡	.claude/skills/scripts/install-mcp.js	360	// Step 4: Update Claude Desktop config	COMMENT
LOW⚡	.claude/skills/scripts/install-mcp.js	366	// Step 5: Print verification steps	COMMENT
LOW⚡	.claude/skills/scripts/package-mcpb.js	293	// Step 1: Clean up	COMMENT
LOW⚡	.claude/skills/scripts/package-mcpb.js	296	// Step 2: Build TypeScript	COMMENT
LOW⚡	.claude/skills/scripts/package-mcpb.js	299	// Step 3: Validate files	COMMENT
LOW⚡	.claude/skills/scripts/package-mcpb.js	302	// Step 4: Create archive	COMMENT
LOW⚡	.claude/skills/scripts/package-mcpb.js	305	// Step 5: Display summary	COMMENT
LOW⚡	.claude/skills/src/tool-handlers.ts	1510	// Step 1: Ensure stats cache is up-to-date (needed by both DuckDB and qsv to parquet paths)	COMMENT
LOW⚡	.claude/skills/src/tool-handlers.ts	1513	// Step 3: Convert to Parquet (DuckDB with ZSTD when available, qsv to parquet with ZSTD otherwise)	COMMENT
LOW	.claude/skills/src/parquet-bridge.ts	689	// Step 2: Generate Polars schema	COMMENT
LOW	.claude/skills/src/parquet-bridge.ts	718	// Step 3: Convert to Parquet (DuckDB with ZSTD when available, qsv to parquet with ZSTD otherwise)	COMMENT

Modern AI Meta-Vocabulary10 hits · 28 pts

Severity	File	Line	Snippet	Context
MEDIUM	resources/describegpt_md_defaults.toml	13	# {{ reasoning }} - LLM reasoning trace (may be empty)	COMMENT
MEDIUM	docs/Describegpt.md	243	## SQL Query Generation and Execution ("SQL RAG" mode)	COMMENT
MEDIUM	docs/help/TableOfContents.md	19	\| [describegpt](describegpt.md)<br>[📇](#legend "uses an index when available.")[🗃️](#legend "Limited Extended input supp	CODE
MEDIUM	docs/help/TableOfContents.md	19	\| [describegpt](describegpt.md)<br>[📇](#legend "uses an index when available.")[🗃️](#legend "Limited Extended input supp	CODE
MEDIUM	examples/viz/gen_gallery.py	1696	# own scaffold, which carries none of viz's injected chrome — without lifting this block across,	COMMENT
MEDIUM	examples/viz/gen_gallery.py	1701	# then spliced into the scaffold by main().	COMMENT
MEDIUM	examples/viz/gen_gallery.py	2404	# reuse the existing scaffold verbatim: everything up to and including `<div class="grid">`,	COMMENT
MEDIUM	examples/viz/gen_gallery.py	2598	# here are bare JSON reassembled under this scaffold, so without it the gallery's parcats	COMMENT
MEDIUM	src/cmd/describegpt.rs	92	# Ask detailed natural language questions that require SQL queries and auto-invoke SQL RAG mode	COMMENT
MEDIUM	src/cmd/describegpt.rs	4450	// Schema scaffold. Cache that shape regardless of the chosen output format	COMMENT

Empty Error Handlers5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	…laude/skills/visual-data-dictionary/edit_dictionary.py	397	except curses.error:	CODE
HIGH	…laude/skills/visual-data-dictionary/edit_dictionary.py	407	except Exception:	CODE
HIGH	…laude/skills/visual-data-dictionary/edit_dictionary.py	359	except OSError:	CODE
HIGH	scripts/gen_benchmark_viz.py	355	except (KeyError, ValueError):	CODE
HIGH	scripts/gen_benchmark_viz.py	752	except (TypeError, ValueError):	CODE

Hyper-Verbose Identifiers17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	.claude/skills/scripts/verify-bundles.js	65	function startsFromExtractedBundle(extractDir) {	CODE
LOW	.claude/skills/scripts/package-mcpb.js	118	function isExcludedFromNodeModules(entryName) {	CODE
LOW	.claude/skills/src/file-operations.ts	261	export async function resolveAndConvertInputFile(	CODE
LOW	.claude/skills/src/file-operations.ts	623	export function collectAdditionalInputFiles(	CODE
LOW	.claude/skills/src/command-guidance.ts	188	export function enhanceParameterDescription(	CODE
LOW	.claude/skills/src/tool-handlers.ts	403	async function runSqlpParquetInterception(	CODE
LOW	.claude/skills/src/tool-handlers.ts	493	export function validateLlmResponsesShape(arr: unknown[]): string \| null {	CODE
LOW	.claude/skills/src/tool-handlers.ts	530	async function runDescribegptInterception(	CODE
LOW	.claude/skills/src/utils.ts	196	export function describegptFallbackResult(args: string[]): string {	CODE
LOW	.claude/skills/src/tool-definitions.ts	110	export function createGenericToolDefinition(	CODE
LOW	.claude/skills/src/tool-definitions.ts	259	export function createBrowseDirectoryTool(): McpToolDefinition {	CODE
LOW	.claude/skills/src/tool-definitions.ts	446	export function createSetupToolDefinition(): McpToolDefinition {	CODE
LOW	.claude/skills/src/version.ts	76	export function readMinimumQsvVersionFromManifest(projectRoot: string): string \| null {	CODE
LOW	.claude/skills/src/mcp-sampling.ts	119	export async function executeDescribegptWithSampling(	CODE
LOW	examples/viz/gen_gallery.py	2011	def warn_panel_count_regressions(prior_counts):	CODE
LOW	scripts/docs-drift-check.py	121	def expand_all_features_for_docs(features: dict[str, set[str]]) -> set[str]:	CODE
LOW	scripts/gen_benchmark_viz.py	323	def latest_with_prev_baseline():	CODE

Slop Phrases6 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM	.serena/project.yml	12	# Same syntax as gitignore, so you can use * and **.	COMMENT
MEDIUM	.claude/skills/.serena/project.yml	12	# Same syntax as gitignore, so you can use * and **.	COMMENT
MEDIUM	src/cmd/sqlp.rs	72	# In long, complex scripts that produce multiple temporary tables, note that you can use	COMMENT
MEDIUM	src/cmd/sqlp.rs	151	# note that you can also use read_csv() to read compressed files directly	COMMENT
MEDIUM	src/cmd/sqlp.rs	157	# apart from using Polar's table functions, you can also use SKIP_INPUT when the SELECT	COMMENT
LOW	src/cmd/replace.rs	5	the replacement string. But don't forget to escape your $ in bash by using a	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	tests/test_py.rs	{qty} {fruit} cost ${(float(unit_cost) * float(qty)):.2f}. its quite {"cheap" if ((float(unit_cost) * float(qty)) < 20.0	STRING
HIGH	docs/help/py.md	{qty} {fruit} cost ${(float(unit_cost) * float(qty)):.2f}. its quite {"cheap" if ((float(unit_cost) * float(qty)) < 20.0	STRING
HIGH	src/cmd/python.rs	{qty} {fruit} cost ${(float(unit_cost) * float(qty)):.2f}. its quite {"cheap" if ((float(unit_cost) * float(qty)) < 20.0	STRING

Deep Nesting15 hits · 14 pts

Severity	File	Line	Context
LOW	…laude/skills/visual-data-dictionary/edit_dictionary.py	288	CODE
LOW	…laude/skills/visual-data-dictionary/edit_dictionary.py	437	CODE
LOW	…laude/skills/visual-data-dictionary/edit_dictionary.py	530	CODE
LOW	…laude/skills/visual-data-dictionary/edit_dictionary.py	539	CODE
LOW	docs/describegpt/check_semanticmd.py	73	CODE
LOW	docs/describegpt/check_semanticmd.py	118	CODE
LOW	examples/viz/gen_gallery.py	1663	CODE
LOW	examples/viz/gen_gallery.py	2283	CODE
LOW	examples/viz/gen_gallery.py	2367	CODE
LOW	examples/viz/gen_world_cities.py	58	CODE
LOW	scripts/docs-drift-check.py	238	CODE
LOW	scripts/gen_benchmark_viz.py	308	CODE
LOW	scripts/double-run-check.py	111	CODE
LOW	scripts/double-run-check.py	218	CODE
LOW	scripts/check-publish-matrix-sync.py	53	CODE

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/cmd/applydp.rs	115	# Create a new column 'mailing address' from 'house number', 'street', 'city' and 'zip-code' columns:	COMMENT
MEDIUM	src/cmd/applydp.rs	118	# Create a new column 'FullName' from 'FirstName', 'MI', and 'LastName' columns:	COMMENT
MEDIUM	src/cmd/apply.rs	186	# Create a new column 'mailing address' from 'house number', 'street', 'city'	COMMENT
MEDIUM	src/cmd/apply.rs	190	# Create a new column 'FullName' from 'FirstName', 'MI', and 'LastName' columns:	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/cmd/assets/datatables.min.js	55	(e=>{var i;"function"==typeof define&&define.amd?define(["datatables.net"],function(t){return e(window,document,t)}):"ob	CODE

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	.serena/project.yml	54	# Set this to [] to disable base modes for this project.	COMMENT
LOW	.serena/project.yml	55	# Set this to a list of mode names to always include the respective modes for this project.	COMMENT
LOW	scripts/benchmarks.sh	1853	# Check if a results directory exists, if it doesn't create it	COMMENT
LOW	src/cmd/sortcheck.rs	35	# Check if file.csv is lexicographically sorted on all columns:	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/viz-golden-check.sh	11	# Usage:	COMMENT
LOW	scripts/qsv-tune.sh	29	# Usage:	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	docs/describegpt/check_semanticmd.py	27		CODE
LOW	scripts/docs-drift-check.py	38		CODE

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…laude/skills/visual-data-dictionary/edit_dictionary.py	407	except Exception:	CODE

dathere/qsv

Open-Source Code Quality, Security and Technical Debt Review