tobi/qmd

Pattern Findings

The scanner identified 374 distinct pattern matches across 17 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 Separators57 hits · 186 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	example-index.yml	12	# ─── Global context ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	example-index.yml	17	# ─── Terminal hyperlinks (optional) ──────────────────────────────────────────	COMMENT
MEDIUM⚡	example-index.yml	22	# ─── Model overrides (optional) ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	example-index.yml	31	# ─── Collections ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	example-index.yml	34	# ── Basic: just a path and a pattern ───────────────────────────────────────	COMMENT
MEDIUM⚡	example-index.yml	41	# ── Hierarchical context: path-prefix → description ────────────────────────	COMMENT
MEDIUM	example-index.yml	52	# ── Auto-update: run a command before re-indexing ──────────────────────────	COMMENT
MEDIUM	example-index.yml	63	# ── Ignore patterns: exclude files from indexing ───────────────────────────	COMMENT
MEDIUM	example-index.yml	79	# ── Exclude from default searches ──────────────────────────────────────────	COMMENT
MEDIUM	example-index.yml	89	# ── Everything together ────────────────────────────────────────────────────	COMMENT
MEDIUM	finetune/eval_retrieval.py	37	# =============================================================================	COMMENT
MEDIUM	finetune/eval_retrieval.py	39	# =============================================================================	COMMENT
MEDIUM	finetune/eval_retrieval.py	75	# =============================================================================	COMMENT
MEDIUM	finetune/eval_retrieval.py	77	# =============================================================================	COMMENT
MEDIUM	finetune/eval_retrieval.py	154	# =============================================================================	COMMENT
MEDIUM	finetune/eval_retrieval.py	156	# =============================================================================	COMMENT
MEDIUM	finetune/eval_retrieval.py	255	# =============================================================================	COMMENT
MEDIUM	finetune/eval_retrieval.py	257	# =============================================================================	COMMENT
MEDIUM	finetune/eval_retrieval.py	328	# =============================================================================	COMMENT
MEDIUM	finetune/eval_retrieval.py	330	# =============================================================================	COMMENT
MEDIUM	finetune/reward.py	25	# =============================================================================	COMMENT
MEDIUM	finetune/reward.py	27	# =============================================================================	COMMENT
MEDIUM	finetune/reward.py	86	# =============================================================================	COMMENT
MEDIUM	finetune/reward.py	88	# =============================================================================	COMMENT
MEDIUM	finetune/reward.py	136	# =============================================================================	COMMENT
MEDIUM	finetune/reward.py	138	# =============================================================================	COMMENT
MEDIUM	finetune/reward.py	263	# =============================================================================	COMMENT
MEDIUM	finetune/reward.py	265	# =============================================================================	COMMENT
MEDIUM⚡	finetune/reward.py	644	# =============================================================================	COMMENT
MEDIUM⚡	finetune/reward.py	646	# =============================================================================	COMMENT
MEDIUM	finetune/reward.py	662	# =============================================================================	COMMENT
MEDIUM	finetune/reward.py	664	# =============================================================================	COMMENT
MEDIUM	finetune/dataset/schema.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	finetune/dataset/schema.py	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	finetune/dataset/schema.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	finetune/dataset/schema.py	80	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	finetune/dataset/schema.py	114	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	finetune/dataset/schema.py	116	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	finetune/dataset/schema.py	138	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	finetune/dataset/schema.py	140	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	finetune/jobs/eval_common.py	15	# =============================================================================	COMMENT
MEDIUM	finetune/jobs/eval_common.py	17	# =============================================================================	COMMENT
MEDIUM	finetune/jobs/eval_common.py	242	# =============================================================================	COMMENT
MEDIUM	finetune/jobs/eval_common.py	244	# =============================================================================	COMMENT
MEDIUM	finetune/jobs/eval.py	81	# =============================================================================	COMMENT
MEDIUM	finetune/jobs/eval.py	83	# =============================================================================	COMMENT
MEDIUM	finetune/jobs/eval.py	308	# =============================================================================	COMMENT
MEDIUM	finetune/jobs/eval.py	310	# =============================================================================	COMMENT
MEDIUM	finetune/jobs/eval.py	362	# =============================================================================	COMMENT
MEDIUM	finetune/jobs/eval.py	364	# =============================================================================	COMMENT
MEDIUM	src/index.ts	309	// ── Search ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/index.ts	323	// ── Document Retrieval ──────────────────────────────────────────────	COMMENT
MEDIUM	src/index.ts	334	// ── Collection Management ───────────────────────────────────────────	COMMENT
MEDIUM	src/index.ts	367	// ── Context Management ──────────────────────────────────────────────	COMMENT
MEDIUM	src/index.ts	384	// ── Indexing ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/index.ts	404	// ── Index Health ────────────────────────────────────────────────────	COMMENT
MEDIUM	src/index.ts	412	// ── Lifecycle ───────────────────────────────────────────────────────	COMMENT

Dead Code77 hits · 92 pts

Severity	File	Line	Context
MEDIUM	finetune/train.py	422	CODE
MEDIUM	finetune/train.py	423	CODE
MEDIUM	finetune/train.py	424	CODE
MEDIUM	finetune/train.py	425	CODE
MEDIUM	finetune/train.py	426	CODE
MEDIUM	finetune/train.py	427	CODE
MEDIUM	finetune/train.py	428	CODE
MEDIUM	finetune/train.py	430	CODE
MEDIUM	finetune/train.py	431	CODE
MEDIUM	finetune/train.py	434	CODE
MEDIUM	finetune/train.py	435	CODE
MEDIUM	finetune/train.py	437	CODE
MEDIUM	finetune/train.py	440	CODE
MEDIUM	finetune/train.py	442	CODE
MEDIUM	finetune/train.py	448	CODE
MEDIUM	finetune/train.py	449	CODE
MEDIUM	finetune/train.py	457	CODE
MEDIUM	finetune/train.py	458	CODE
MEDIUM	finetune/train.py	463	CODE
MEDIUM	finetune/train.py	464	CODE
MEDIUM	finetune/train.py	473	CODE
MEDIUM	finetune/train.py	474	CODE
MEDIUM	finetune/train.py	475	CODE
MEDIUM	finetune/train.py	476	CODE
MEDIUM	finetune/train.py	480	CODE
MEDIUM	finetune/train.py	481	CODE
MEDIUM	finetune/train.py	483	CODE
MEDIUM	finetune/train.py	491	CODE
MEDIUM	finetune/train.py	492	CODE
MEDIUM	finetune/train.py	493	CODE
MEDIUM	finetune/train.py	494	CODE
MEDIUM	finetune/train.py	497	CODE
MEDIUM	finetune/train.py	498	CODE
MEDIUM	finetune/train.py	499	CODE
MEDIUM	finetune/train.py	500	CODE
MEDIUM	finetune/train.py	511	CODE
MEDIUM	finetune/train.py	512	CODE
MEDIUM	finetune/train.py	517	CODE
MEDIUM	finetune/train.py	518	CODE
MEDIUM	finetune/train.py	523	CODE
MEDIUM	finetune/train.py	527	CODE
MEDIUM	finetune/train.py	528	CODE
MEDIUM	finetune/train.py	529	CODE
MEDIUM	finetune/train.py	532	CODE
MEDIUM	finetune/train.py	542	CODE
MEDIUM	finetune/train.py	543	CODE
MEDIUM	finetune/train.py	546	CODE
MEDIUM	finetune/train.py	547	CODE
MEDIUM	finetune/train.py	548	CODE
MEDIUM	finetune/train.py	550	CODE
MEDIUM	finetune/train.py	552	CODE
MEDIUM	finetune/train.py	553	CODE
MEDIUM	finetune/train.py	554	CODE
MEDIUM	finetune/train.py	557	CODE
MEDIUM	finetune/train.py	558	CODE
MEDIUM	finetune/train.py	559	CODE
MEDIUM	finetune/train.py	560	CODE
MEDIUM	finetune/train.py	561	CODE
MEDIUM	finetune/train.py	566	CODE
MEDIUM	finetune/train.py	567	CODE
17 more matches not shown…

Hyper-Verbose Identifiers85 hits · 74 pts

Severity	File	Line	Snippet	Context
LOW	tools/oxlint/anti-slop/shared/reflect-method.ts	24	export function isGlobalReflectMethodCall(	CODE
LOW	tools/oxlint/anti-slop/shared/dictionary-types.ts	142	function isEffectivelyEmptyTypeLiteral(type: ESTree.TSTypeLiteral): boolean {	CODE
LOW	tools/oxlint/anti-slop/shared/dictionary-types.ts	146	function isEffectivelyEmptyInterface(	CODE
LOW	tools/oxlint/anti-slop/shared/dictionary-types.ts	158	function resolvedSubstitutionArgument(	CODE
LOW	tools/oxlint/anti-slop/shared/dictionary-types.ts	307	export function classifyUnsafeDictionaryValue(	CODE
LOW	tools/oxlint/anti-slop/shared/dictionary-types.ts	467	export function isPopulatedObjectExpression(expression: ESTree.Expression): boolean {	CODE
LOW	tools/oxlint/anti-slop/shared/dictionary-types.ts	480	export function isKnownEvidenceExpression(expression: ESTree.Expression): boolean {	CODE
LOW	…ols/oxlint/anti-slop/shared/lexical-type-parameters.ts	14	function collectInferTypeParameterNames(	CODE
LOW	…ols/oxlint/anti-slop/shared/lexical-type-parameters.ts	35	export function lexicalTypeParameterNames(	CODE
LOW	tools/oxlint/anti-slop/rules/no-widen-then-assert.ts	18	function unwrapExpressionParentheses(expression: ESTree.Expression): ESTree.Expression {	CODE
LOW	tools/oxlint/anti-slop/rules/no-widen-then-assert.ts	143	function isDefinitelyNarrowerRecordType(type: ESTree.TSType): boolean {	CODE
LOW	tools/oxlint/anti-slop/rules/no-widen-then-assert.ts	171	function resolvedVariableForIdentifier(	CODE
LOW	…s/oxlint/anti-slop/rules/no-chained-type-assertions.ts	6	function isTypeAssertionExpression(node: ESTree.Node): node is TypeAssertionExpression {	CODE
LOW	…s/oxlint/anti-slop/rules/no-chained-type-assertions.ts	10	function unwrapParenthesizedExpression(expression: ESTree.Expression): ESTree.Expression {	CODE
LOW	…s/oxlint/anti-slop/rules/no-chained-type-assertions.ts	27	function isOutermostAssertionInChain(node: TypeAssertionExpression): boolean {	CODE
LOW	…s/oxlint/anti-slop/rules/no-chained-type-assertions.ts	39	function isForbiddenAssertionChain(node: TypeAssertionExpression): boolean {	CODE
LOW	tools/oxlint/anti-slop/rules/no-known-value-widening.ts	125	function isDictionaryAccumulatorTarget(destination: WideningTarget): boolean {	CODE
LOW	…/anti-slop/rules/no-conditional-empty-object-spread.ts	16	function isConditionalEmptyObjectSpread(node: ESTree.Expression): boolean {	CODE
LOW	…ls/oxlint/anti-slop/rules/no-unsafe-dictionary-type.ts	60	function isInsideTypeAliasDeclaration(node: ESTree.Node): boolean {	CODE
LOW	…ols/oxlint/anti-slop/rules/no-shape-in-symbol-names.ts	6	function containsForbiddenSymbolName(name: string): boolean {	CODE
LOW	test/metadata-search.test.ts	291	async function insertLongDocumentWithExcludedCopy(vectors: number[][]): Promise<void> {	CODE
LOW	test/store-cjk-fts.test.ts	165	const startIdx = storeSrc.indexOf("function rebuildFTSForCjkNormalization(");	CODE
LOW	finetune/convert_onnx.py	294	def write_transformers_js_config(onnx_dir: str, quantize_type: str = "q4"):	CODE
LOW⚡	finetune/reward.py	634	def extract_query_from_prompt(prompt: str) -> str:	CODE
LOW	finetune/jobs/eval_common.py	218	def extract_query_from_prompt(prompt):	CODE
LOW	src/vec-layout.ts	102	export function createVectorMetadataTables(db: Database): void {	CODE
LOW	src/vec-layout.ts	121	export function createPartitionedVecTable(db: Database, dimensions: number): void {	CODE
LOW	src/vec-layout.ts	190	export function deletePartitionRowsOfHash(db: Database, hash: string): void {	CODE
LOW	src/metadata-format.ts	56	export function formatMetadataKeySummaries(result: ListMetadataResult, options: FormatMetadataOptions): string {	CODE
LOW	src/trust.ts	106	export function resolveConfigCollectionPath(rawPath: string, configPath: string): string {	CODE
LOW	src/trust.ts	126	export function isCollectionPathInsideProject(configPath: string, rawPath: string): boolean {	CODE
LOW	src/trust.ts	272	export function isLocalConfigTrustOptedIn(env: NodeJS.ProcessEnv = process.env): boolean {	CODE
LOW	src/metadata-store.ts	165	function isDocumentMetadataCurrent(db: Database, documentId: number): boolean {	CODE
LOW	src/metadata-store.ts	180	export function countDocumentsPendingMetadata(db: Database, collectionNames?: string[]): number {	CODE
LOW	src/metadata-store.ts	515	export function listMetadataCollectionSummaries(db: Database, keyLimit: number = DEFAULT_METADATA_KEY_LIMIT): Map<string	CODE
LOW	src/metadata-store.ts	580	export function countDocumentsWithMetadata(db: Database, collectionNames?: string[]): number {	CODE
LOW	src/collections.ts	276	export function getDefaultCollectionNames(): string[] {	CODE
LOW	src/store-migrations.ts	173	export function deleteVectorlessContentVectors(db: Database): number {	CODE
LOW	src/store-migrations.ts	200	function partitionedTableDimensions(db: Database): number \| null \| undefined {	CODE
LOW	src/llm.ts	38	export function setNodeLlamaCppModuleForTest(module: NodeLlamaCppModule \| null): void {	CODE
LOW	src/llm.ts	130	export function setLlamaDirWritableForTest(writable: boolean \| undefined): void {	CODE
LOW	src/llm.ts	671	export function resolveParallelismOverride(envValue = process.env.QMD_EMBED_PARALLELISM): number \| undefined {	CODE
LOW	src/llm.ts	714	export function computeGpuContextPoolSize(options: {	CODE
LOW	src/llm.ts	777	async function disposeSequenceThenContext(	CODE
LOW	src/llm.ts	2202	export function isDarwinMetalMitigationActive(): boolean {	CODE
LOW	src/llm.ts	2221	export function isDarwinExitGuardInstalled(): boolean {	CODE
LOW	src/metadata.ts	139	function hasFrontmatterFileExtension(path: string): boolean {	CODE
LOW	src/store.ts	418	export function chunkDocumentWithBreakPoints(	CODE
LOW	src/store.ts	564	export function getRelativePathFromPrefix(path: string, prefix: string): string \| null {	CODE
LOW	src/store.ts	893	function createSqliteVecUnavailableError(reason: string): Error {	CODE
LOW	src/store.ts	1048	function documentsFtsSchemaIsCurrent(db: Database): boolean {	CODE
LOW	src/store.ts	1141	function rebuildFTSForCjkNormalization(db: Database): void {	CODE
LOW	src/store.ts	1758	function deleteFileSyncStateForCollection(db: Database, collectionName: string, relPath: string): void {	CODE
LOW	src/store.ts	2155	function validatePositiveIntegerOption(name: string, value: number \| undefined, fallback: number): number {	CODE
LOW	src/store.ts	2179	function isContentVectorColumnError(error: unknown): boolean {	CODE
LOW	src/store.ts	2198	function ensureContentVectorsStatusIndex(db: Database): void {	CODE
LOW	src/store.ts	2211	function runContentVectorColumnRepairs(db: Database): void {	CODE
LOW	src/store.ts	2933	export function getEmbeddingVectorSamples(db: Database, model: string, fingerprint: string, sampleSize: number = 3): Emb	CODE
LOW	src/store.ts	2956	export function getHashesNeedingEmbedding(db: Database, collection?: string, model: string = DEFAULT_EMBED_MODEL): numbe	CODE
LOW	src/store.ts	2990	export async function maybeAdoptLegacyEmbeddingFingerprint(store: Store, model: string = DEFAULT_EMBED_MODEL): Promise<L	CODE
25 more matches not shown…

Verbosity Indicators29 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW⚡	migrate-schema.ts	31	// Step 1: Add collection column to documents	COMMENT
LOW⚡	migrate-schema.ts	36	// Step 2: Populate collection names from collections table	COMMENT
LOW⚡	migrate-schema.ts	47	// Step 3: Verify no NULL values	COMMENT
LOW⚡	migrate-schema.ts	57	// Step 4: Create new documents table without collection_id	COMMENT
LOW	migrate-schema.ts	76	// Step 5: Copy data	COMMENT
LOW⚡	migrate-schema.ts	88	// Step 6: Drop old table and rename new one	COMMENT
LOW⚡	migrate-schema.ts	94	// Step 7: Recreate indices	COMMENT
LOW⚡	migrate-schema.ts	100	// Step 8: Update FTS trigger to use collection name	COMMENT
LOW	finetune/convert_gguf.py	117	# Step 1: Load and merge	COMMENT
LOW⚡	finetune/convert_gguf.py	133	# Step 2: Save merged model	COMMENT
LOW⚡	finetune/convert_gguf.py	139	# Step 3: Setup llama.cpp	COMMENT
LOW⚡	finetune/convert_gguf.py	147	# Step 4: Convert to FP16 GGUF	COMMENT
LOW	finetune/convert_gguf.py	161	# Step 5: Quantize	COMMENT
LOW	finetune/convert_gguf.py	180	# Step 6: Upload	COMMENT
LOW⚡	src/store.ts	6397	// Step 4: RRF fusion — original-query FTS and vector lists get 2x weight;	COMMENT
LOW⚡	src/store.ts	6406	// Step 5: Chunk documents, pick best chunk per doc for reranking.	COMMENT
LOW⚡	src/store.ts	6788	// Step 3: RRF fusion — first list gets 2x weight (assume caller ordered by importance)	COMMENT
LOW⚡	src/store.ts	6798	// Step 4: Chunk documents, pick best chunk per doc for reranking	COMMENT
LOW	src/store.ts	6284	// Step 1: BM25 probe — strong signal skips expensive LLM expansion	COMMENT
LOW	src/store.ts	6300	// Step 2: Expand query (or skip if strong signal)	COMMENT
LOW	src/store.ts	6319	// Step 3: Route searches by query type	COMMENT
LOW	src/store.ts	6484	// Step 6: Rerank chunks (NOT full bodies)	COMMENT
LOW	src/store.ts	6498	// Step 7: Blend RRF position score with reranker score	COMMENT
LOW	src/store.ts	6550	// Step 8: Dedup by file (safety net — prevents duplicate output)	COMMENT
LOW	src/store.ts	6728	// Step 1: Run FTS for all lex searches (sync, instant)	COMMENT
LOW	src/store.ts	6747	// Step 2: Batch embed and run vector searches for vec/hyde	COMMENT
LOW	src/store.ts	6879	// Step 5: Rerank chunks	COMMENT
LOW	src/store.ts	6893	// Step 6: Blend RRF position score with reranker score	COMMENT
LOW	src/store.ts	6944	// Step 7: Dedup by file	COMMENT

Structural Annotation Overuse29 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW⚡	migrate-schema.ts	31	// Step 1: Add collection column to documents	COMMENT
LOW⚡	migrate-schema.ts	36	// Step 2: Populate collection names from collections table	COMMENT
LOW⚡	migrate-schema.ts	47	// Step 3: Verify no NULL values	COMMENT
LOW⚡	migrate-schema.ts	57	// Step 4: Create new documents table without collection_id	COMMENT
LOW	migrate-schema.ts	76	// Step 5: Copy data	COMMENT
LOW⚡	migrate-schema.ts	88	// Step 6: Drop old table and rename new one	COMMENT
LOW⚡	migrate-schema.ts	94	// Step 7: Recreate indices	COMMENT
LOW⚡	migrate-schema.ts	100	// Step 8: Update FTS trigger to use collection name	COMMENT
LOW	finetune/convert_gguf.py	117	# Step 1: Load and merge	COMMENT
LOW⚡	finetune/convert_gguf.py	133	# Step 2: Save merged model	COMMENT
LOW⚡	finetune/convert_gguf.py	139	# Step 3: Setup llama.cpp	COMMENT
LOW⚡	finetune/convert_gguf.py	147	# Step 4: Convert to FP16 GGUF	COMMENT
LOW	finetune/convert_gguf.py	161	# Step 5: Quantize	COMMENT
LOW	finetune/convert_gguf.py	180	# Step 6: Upload	COMMENT
LOW⚡	src/store.ts	6397	// Step 4: RRF fusion — original-query FTS and vector lists get 2x weight;	COMMENT
LOW⚡	src/store.ts	6406	// Step 5: Chunk documents, pick best chunk per doc for reranking.	COMMENT
LOW⚡	src/store.ts	6788	// Step 3: RRF fusion — first list gets 2x weight (assume caller ordered by importance)	COMMENT
LOW⚡	src/store.ts	6798	// Step 4: Chunk documents, pick best chunk per doc for reranking	COMMENT
LOW	src/store.ts	6284	// Step 1: BM25 probe — strong signal skips expensive LLM expansion	COMMENT
LOW	src/store.ts	6300	// Step 2: Expand query (or skip if strong signal)	COMMENT
LOW	src/store.ts	6319	// Step 3: Route searches by query type	COMMENT
LOW	src/store.ts	6484	// Step 6: Rerank chunks (NOT full bodies)	COMMENT
LOW	src/store.ts	6498	// Step 7: Blend RRF position score with reranker score	COMMENT
LOW	src/store.ts	6550	// Step 8: Dedup by file (safety net — prevents duplicate output)	COMMENT
LOW	src/store.ts	6728	// Step 1: Run FTS for all lex searches (sync, instant)	COMMENT
LOW	src/store.ts	6747	// Step 2: Batch embed and run vector searches for vec/hyde	COMMENT
LOW	src/store.ts	6879	// Step 5: Rerank chunks	COMMENT
LOW	src/store.ts	6893	// Step 6: Blend RRF position score with reranker score	COMMENT
LOW	src/store.ts	6944	// Step 7: Dedup by file	COMMENT

Empty Error Handlers7 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	finetune/train_unsloth.py	114	except ImportError:	CODE
HIGH	finetune/train.py	409	except Exception:	CODE
HIGH	finetune/train.py	628	except Exception:	CODE
HIGH	finetune/train.py	644	except Exception:	CODE
HIGH	finetune/train.py	202	except ValueError:	CODE
HIGH	finetune/experiments/gepa/generate.py	47	except json.JSONDecodeError:	CODE
HIGH	finetune/experiments/gepa/dspy_gepa.py	100	except Exception:	CODE

Excessive Try-Catch Wrapping19 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	finetune/train_unsloth.py	169	except Exception as e:	CODE
LOW	finetune/train_unsloth.py	180	except Exception as e:	CODE
MEDIUM	finetune/eval_retrieval.py	368	print(f"Error: Golden data file not found: {args.golden}", file=sys.stderr)	CODE
LOW	finetune/train.py	279	except Exception:	CODE
LOW	finetune/train.py	409	except Exception:	CODE
LOW	finetune/train.py	454	except Exception:	CODE
LOW	finetune/train.py	628	except Exception:	CODE
LOW	finetune/train.py	644	except Exception:	CODE
LOW	finetune/dataset/validate_schema.py	38	except Exception as e:	CODE
MEDIUM	finetune/dataset/prepare_data.py	111	print(f"Error: No files found matching: {args.input}")	CODE
MEDIUM	finetune/dataset/prepare_data.py	117	print(f"Error: Input file not found: {input_path}")	CODE
MEDIUM	finetune/dataset/analyze_data.py	218	print(f"Error: Could not find dataset at {input_path}")	CODE
LOW⚡	finetune/dataset/schema.py	133	except Exception as e:	CODE
LOW	finetune/dataset/schema.py	186	except Exception:	CODE
LOW	finetune/dataset/schema.py	220	except Exception:	CODE
LOW	finetune/experiments/gepa/dspy_gepa.py	100	except Exception:	CODE
MEDIUM	finetune/experiments/gepa/dspy_gepa.py	140	print("Error: DSPy expects provider/model format for LM strings (e.g., xai/grok-4-1-fast-reasoning).")	CODE
LOW	finetune/experiments/gepa/example.py	114	except Exception as exc:	CODE
LOW	finetune/experiments/gepa/score.py	32	except Exception:	CODE

Deep Nesting18 hits · 18 pts

Severity	File	Line	Context
LOW	finetune/train_unsloth.py	26	CODE
LOW	finetune/benchmark.py	62	CODE
LOW	finetune/eval_retrieval.py	79	CODE
LOW	finetune/eval_retrieval.py	115	CODE
LOW	finetune/eval_retrieval.py	332	CODE
LOW	finetune/reward.py	90	CODE
LOW	finetune/reward.py	140	CODE
LOW	finetune/reward.py	267	CODE
LOW	finetune/reward.py	408	CODE
LOW	finetune/dataset/analyze_data.py	84	CODE
LOW	finetune/dataset/analyze_data.py	196	CODE
LOW	finetune/dataset/schema.py	142	CODE
LOW	finetune/experiments/gepa/generate.py	32	CODE
LOW	finetune/jobs/eval_common.py	42	CODE
LOW	finetune/jobs/eval_common.py	67	CODE
LOW	finetune/jobs/eval.py	108	CODE
LOW	finetune/jobs/eval.py	133	CODE
LOW	finetune/jobs/eval.py	204	CODE

Unused Imports17 hits · 16 pts

Severity	File	Line	Context
LOW	finetune/train_unsloth.py	14	CODE
LOW	finetune/train_unsloth.py	67	CODE
LOW	finetune/train_unsloth.py	111	CODE
LOW	finetune/train.py	44	CODE
LOW	finetune/convert_onnx.py	44	CODE
LOW	finetune/convert_onnx.py	45	CODE
LOW	finetune/dataset/validate_schema.py	8	CODE
LOW	finetune/dataset/score_data.py	8	CODE
LOW	finetune/dataset/prepare_data_lfm2.py	14	CODE
LOW	finetune/dataset/schema.py	16	CODE
LOW	finetune/experiments/gepa/generate.py	4	CODE
LOW	finetune/experiments/gepa/dspy_gepa.py	4	CODE
LOW	finetune/experiments/gepa/example.py	4	CODE
LOW	finetune/experiments/gepa/optimizer.py	4	CODE
LOW	finetune/experiments/lfm2/sft_lfm2.py	38	CODE
LOW	finetune/jobs/eval.py	23	CODE
LOW	finetune/jobs/eval.py	26	CODE

Over-Commented Block17 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	example-index.yml	1	# QMD Collections Configuration	COMMENT
LOW	test/smoke-install.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test/store-cjk-fts.test.ts	181	// API. Any .all() used for the source-body scan must be paired with a	COMMENT
LOW	finetune/convert_gguf.py	1	#!/usr/bin/env python3	COMMENT
LOW	finetune/train.py	1	# /// script	COMMENT
LOW	finetune/convert_onnx.py	1	#!/usr/bin/env python3	COMMENT
LOW	finetune/experiments/lfm2/sft_lfm2.yaml	1	# SFT Training Config for QMD Query Expansion with LiquidAI LFM2	COMMENT
LOW	finetune/experiments/lfm2/sft_lfm2.py	1	# /// script	COMMENT
LOW	finetune/experiments/grpo/grpo.py	1	# /// script	COMMENT
LOW	finetune/jobs/sft.py	1	# /// script	COMMENT
LOW	scripts/extract-changelog.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/release.sh	1	#!/usr/bin/env bash	COMMENT
LOW	src/llm.ts	2161	if (!defaultSessionManager) return true;	COMMENT
LOW	src/llm.ts	2181	// node/src/api/environment.cc).	COMMENT
LOW	src/store.ts	941	// produced, and that tokenizer splits document text on every separator.	COMMENT
LOW	src/store.ts	1141	function rebuildFTSForCjkNormalization(db: Database): void {	COMMENT
LOW	src/store.ts	3621	): { id: number; hash: string; title: string } \| null {	COMMENT

Fake / Example Data11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	test/store.test.ts	2869	const padLine = "Lorem ipsum dolor sit amet\n";	CODE
LOW	test/store.test.ts	2869	const padLine = "Lorem ipsum dolor sit amet\n";	CODE
LOW	test/store.test.ts	2883	const padding = "Lorem ipsum dolor sit amet\n".repeat(200);	CODE
LOW	test/store.test.ts	2883	const padding = "Lorem ipsum dolor sit amet\n".repeat(200);	CODE
LOW	test/mcp.test.ts	173	body: "# Large Document\n\n" + "Lorem ipsum ".repeat(2000), // ~24KB	CODE
LOW	test/structured-search.test.ts	360	const filler = "lorem ipsum dolor sit amet consectetur adipiscing elit ".repeat(40);	CODE
LOW	test/structured-search.test.ts	360	const filler = "lorem ipsum dolor sit amet consectetur adipiscing elit ".repeat(40);	CODE
LOW	test/ast-chunking.test.ts	116	sections.push(`# Section ${i}\n\n${"Lorem ipsum dolor sit amet. ".repeat(40)}\n`);	CODE
LOW	test/ast-chunking.test.ts	116	sections.push(`# Section ${i}\n\n${"Lorem ipsum dolor sit amet. ".repeat(40)}\n`);	CODE
LOW	test/store-cjk-fts.test.ts	229	const bigBody = "lorem ipsum dolor sit amet ".repeat(450); // ~12 KB	CODE
LOW	test/store-cjk-fts.test.ts	229	const bigBody = "lorem ipsum dolor sit amet ".repeat(450); // ~12 KB	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	test/metadata-surfaces.test.ts	446	expect(secondPage.json.result.structuredContent.keys.map((summary: { key: string }) => summary.key)).toEqual(["topic	CODE

Modern AI Meta-Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/store-fts-separator-queries.test.ts	63	"gateway #1: feat: flash-and-forget gateway scaffold, compose stack + cloud-init provisioning (PIO-1384)";	CODE
MEDIUM	finetune/experiments/lfm2/sft_lfm2.yaml	5	# Recommended for: agentic tasks, data extraction, RAG, creative writing.	COMMENT
MEDIUM	finetune/experiments/lfm2/sft_lfm2.yaml	5	# Recommended for: agentic tasks, data extraction, RAG, creative writing.	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	finetune/train.py	419	print(" cd finetune && uv run python experiments/grpo/grpo.py")	CODE

Self-Referential Comments1 hit · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	example-index.yml	4	# This file is the single source of truth for your collections. Every	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	test/smoke-install.sh	6	# Usage:	COMMENT

Redundant / Tautological Comments1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	finetune/train.py	266	# Check if output looks like a HF Hub path (contains /)	COMMENT

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings