tobi/qmd

Pattern Findings

265 matches across 13 categories. Click a row to expand file-level details.

Decorative Section Separators47 hits · 147 pts

Severity	File	Line	Snippet
MEDIUM	finetune/eval_retrieval.py	37	# =============================================================================
MEDIUM	finetune/eval_retrieval.py	39	# =============================================================================
MEDIUM	finetune/eval_retrieval.py	75	# =============================================================================
MEDIUM	finetune/eval_retrieval.py	77	# =============================================================================
MEDIUM	finetune/eval_retrieval.py	154	# =============================================================================
MEDIUM	finetune/eval_retrieval.py	156	# =============================================================================
MEDIUM	finetune/eval_retrieval.py	255	# =============================================================================
MEDIUM	finetune/eval_retrieval.py	257	# =============================================================================
MEDIUM	finetune/eval_retrieval.py	328	# =============================================================================
MEDIUM	finetune/eval_retrieval.py	330	# =============================================================================
MEDIUM	finetune/reward.py	25	# =============================================================================
MEDIUM	finetune/reward.py	27	# =============================================================================
MEDIUM	finetune/reward.py	86	# =============================================================================
MEDIUM	finetune/reward.py	88	# =============================================================================
MEDIUM	finetune/reward.py	136	# =============================================================================
MEDIUM	finetune/reward.py	138	# =============================================================================
MEDIUM	finetune/reward.py	263	# =============================================================================
MEDIUM	finetune/reward.py	265	# =============================================================================
MEDIUM	finetune/reward.py	644	# =============================================================================
MEDIUM	finetune/reward.py	646	# =============================================================================
MEDIUM	finetune/reward.py	662	# =============================================================================
MEDIUM	finetune/reward.py	664	# =============================================================================
MEDIUM	finetune/dataset/schema.py	31	# ---------------------------------------------------------------------------
MEDIUM	finetune/dataset/schema.py	33	# ---------------------------------------------------------------------------
MEDIUM	finetune/dataset/schema.py	78	# ---------------------------------------------------------------------------
MEDIUM	finetune/dataset/schema.py	80	# ---------------------------------------------------------------------------
MEDIUM	finetune/dataset/schema.py	114	# ---------------------------------------------------------------------------
MEDIUM	finetune/dataset/schema.py	116	# ---------------------------------------------------------------------------
MEDIUM	finetune/dataset/schema.py	138	# ---------------------------------------------------------------------------
MEDIUM	finetune/dataset/schema.py	140	# ---------------------------------------------------------------------------
MEDIUM	finetune/jobs/eval_common.py	15	# =============================================================================
MEDIUM	finetune/jobs/eval_common.py	17	# =============================================================================
MEDIUM	finetune/jobs/eval_common.py	242	# =============================================================================
MEDIUM	finetune/jobs/eval_common.py	244	# =============================================================================
MEDIUM	finetune/jobs/eval.py	81	# =============================================================================
MEDIUM	finetune/jobs/eval.py	83	# =============================================================================
MEDIUM	finetune/jobs/eval.py	308	# =============================================================================
MEDIUM	finetune/jobs/eval.py	310	# =============================================================================
MEDIUM	finetune/jobs/eval.py	362	# =============================================================================
MEDIUM	finetune/jobs/eval.py	364	# =============================================================================
MEDIUM	src/index.ts	223	// ── Search ──────────────────────────────────────────────────────────
MEDIUM	src/index.ts	237	// ── Document Retrieval ──────────────────────────────────────────────
MEDIUM	src/index.ts	248	// ── Collection Management ───────────────────────────────────────────
MEDIUM	src/index.ts	265	// ── Context Management ──────────────────────────────────────────────
MEDIUM	src/index.ts	282	// ── Indexing ────────────────────────────────────────────────────────
MEDIUM	src/index.ts	302	// ── Index Health ────────────────────────────────────────────────────
MEDIUM	src/index.ts	310	// ── Lifecycle ───────────────────────────────────────────────────────

Dead Code77 hits · 96 pts

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

Verbosity Indicators31 hits · 51 pts

Severity	File	Line	Snippet
LOW	migrate-schema.ts	31	// Step 1: Add collection column to documents
LOW	migrate-schema.ts	36	// Step 2: Populate collection names from collections table
LOW	migrate-schema.ts	47	// Step 3: Verify no NULL values
LOW	migrate-schema.ts	57	// Step 4: Create new documents table without collection_id
LOW	migrate-schema.ts	76	// Step 5: Copy data
LOW	migrate-schema.ts	88	// Step 6: Drop old table and rename new one
LOW	migrate-schema.ts	94	// Step 7: Recreate indices
LOW	migrate-schema.ts	100	// Step 8: Update FTS trigger to use collection name
LOW	finetune/convert_gguf.py	117	# Step 1: Load and merge
LOW	finetune/convert_gguf.py	133	# Step 2: Save merged model
LOW	finetune/convert_gguf.py	139	# Step 3: Setup llama.cpp
LOW	finetune/convert_gguf.py	147	# Step 4: Convert to FP16 GGUF
LOW	finetune/convert_gguf.py	161	# Step 5: Quantize
LOW	finetune/convert_gguf.py	180	# Step 6: Upload
LOW	src/store.ts	3479	// Step 1: Get vector matches from sqlite-vec (no JOINs allowed)
LOW	src/store.ts	3488	// Step 2: Get chunk info and document data
LOW	src/store.ts	4517	// Step 1: BM25 probe — strong signal skips expensive LLM expansion
LOW	src/store.ts	4531	// Step 2: Expand query (or skip if strong signal)
LOW	src/store.ts	4550	// Step 3: Route searches by query type
LOW	src/store.ts	4615	// Step 4: RRF fusion — original-query FTS and vector lists get 2x weight;
LOW	src/store.ts	4624	// Step 5: Chunk documents, pick best chunk per doc for reranking.
LOW	src/store.ts	4701	// Step 6: Rerank chunks (NOT full bodies)
LOW	src/store.ts	4715	// Step 7: Blend RRF position score with reranker score
LOW	src/store.ts	4767	// Step 8: Dedup by file (safety net — prevents duplicate output)
LOW	src/store.ts	4941	// Step 1: Run FTS for all lex searches (sync, instant)
LOW	src/store.ts	4962	// Step 2: Batch embed and run vector searches for vec/hyde
LOW	src/store.ts	5005	// Step 3: RRF fusion — first list gets 2x weight (assume caller ordered by importance)
LOW	src/store.ts	5015	// Step 4: Chunk documents, pick best chunk per doc for reranking
LOW	src/store.ts	5095	// Step 5: Rerank chunks
LOW	src/store.ts	5109	// Step 6: Blend RRF position score with reranker score
LOW	src/store.ts	5160	// Step 7: Dedup by file

Hyper-Verbose Identifiers34 hits · 30 pts

Severity	File	Line	Snippet
LOW	finetune/convert_onnx.py	294	def write_transformers_js_config(onnx_dir: str, quantize_type: str = "q4"):
LOW	finetune/reward.py	634	def extract_query_from_prompt(prompt: str) -> str:
LOW	finetune/jobs/eval_common.py	218	def extract_query_from_prompt(prompt):
LOW	src/collections.ts	269	export function getDefaultCollectionNames(): string[] {
LOW	src/llm.ts	35	export function setNodeLlamaCppModuleForTest(module: NodeLlamaCppModule \| null): void {
LOW	src/llm.ts	602	export function resolveParallelismOverride(envValue = process.env.QMD_EMBED_PARALLELISM): number \| undefined {
LOW	src/llm.ts	1990	export function isDarwinMetalMitigationActive(): boolean {
LOW	src/llm.ts	2009	export function isDarwinExitGuardInstalled(): boolean {
LOW	src/store.ts	275	export function chunkDocumentWithBreakPoints(
LOW	src/store.ts	415	export function getRelativePathFromPrefix(path: string, prefix: string): string \| null {
LOW	src/store.ts	725	function createSqliteVecUnavailableError(reason: string): Error {
LOW	src/store.ts	779	function rebuildFTSForCjkNormalization(db: Database): void {
LOW	src/store.ts	1437	function validatePositiveIntegerOption(name: string, value: number \| undefined, fallback: number): number {
LOW	src/store.ts	1461	function isContentVectorColumnError(error: unknown): boolean {
LOW	src/store.ts	1469	function runContentVectorColumnRepairs(db: Database): void {
LOW	src/store.ts	2118	export function getHashesNeedingEmbedding(db: Database, collection?: string, model: string = DEFAULT_EMBED_MODEL): numbe
LOW	src/store.ts	2152	export async function maybeAdoptLegacyEmbeddingFingerprint(store: Store, model: string = DEFAULT_EMBED_MODEL): Promise<L
LOW	src/store.ts	2488	export function findOrMigrateLegacyDocument(
LOW	src/store.ts	3146	export function getCollectionsWithoutContext(db: Database): { name: string; pwd: string; doc_count: number }[] {
LOW	src/store.ts	3178	export function getTopLevelPathsWithoutContext(db: Database, collectionName: string): string[] {
LOW	src/store.ts	3691	function removeIncompleteEmbeddings(db: Database, expectedChunksByHash: Map<string, number>, model: string): number {
LOW	src/cli/qmd.ts	262	export async function finishSuccessfulCliCommand(options: FinishSuccessfulCliCommandOptions): Promise<void> {
LOW	src/cli/qmd.ts	455	function sanitizeDiagnosticMessage(message: string): string {
LOW	src/cli/qmd.ts	1940	function ensureModelsConfiguredForCli(): { embed: string; generate: string; rerank: string } {
LOW	src/cli/qmd.ts	1966	export function resolveGenerateModelForCli(): string {
LOW	src/cli/qmd.ts	3145	function installedSkillStubContent(): string {
LOW	src/cli/qmd.ts	3332	async function shouldCreateClaudeSymlink(linkPath: string, autoYes: boolean): Promise<boolean> {
LOW	src/cli/qmd.ts	3494	function normalizedDoctorNextSteps(steps: string[]): string[] {
LOW	src/cli/qmd.ts	3537	function formatModelDiagnosticPath(path: string): string {
LOW	src/cli/qmd.ts	3541	function findCachedModelInspection(model: string): CachedModelInspection {
LOW	src/cli/qmd.ts	3574	function collectEnvironmentOverrides(activeModels: { embed: string; generate: string; rerank: string }, configModels: Mo
LOW	src/cli/qmd.ts	3643	function checkEnvironmentOverrides(activeModels: { embed: string; generate: string; rerank: string }, configModels: Mode
LOW	src/cli/qmd.ts	3727	async function checkEmbeddingVectorSamples(db: Database, model: string, fingerprint: string, sampleSize: number = 3): Pr
LOW	src/cli/qmd.ts	3811	function linuxCudaRuntimeDiagnostic(): string \| null {

Excessive Try-Catch Wrapping19 hits · 22 pts

Severity	File	Line	Snippet
LOW	finetune/train_unsloth.py	169	except Exception as e:
LOW	finetune/train_unsloth.py	180	except Exception as e:
MEDIUM	finetune/eval_retrieval.py	368	print(f"Error: Golden data file not found: {args.golden}", file=sys.stderr)
LOW	finetune/train.py	279	except Exception:
LOW	finetune/train.py	409	except Exception:
LOW	finetune/train.py	454	except Exception:
LOW	finetune/train.py	628	except Exception:
LOW	finetune/train.py	644	except Exception:
LOW	finetune/dataset/validate_schema.py	38	except Exception as e:
MEDIUM	finetune/dataset/prepare_data.py	111	print(f"Error: No files found matching: {args.input}")
MEDIUM	finetune/dataset/prepare_data.py	117	print(f"Error: Input file not found: {input_path}")
MEDIUM	finetune/dataset/analyze_data.py	218	print(f"Error: Could not find dataset at {input_path}")
LOW	finetune/dataset/schema.py	133	except Exception as e:
LOW	finetune/dataset/schema.py	186	except Exception:
LOW	finetune/dataset/schema.py	220	except Exception:
LOW	finetune/experiments/gepa/dspy_gepa.py	100	except Exception:
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).")
LOW	finetune/experiments/gepa/example.py	114	except Exception as exc:
LOW	finetune/experiments/gepa/score.py	32	except Exception:

Deep Nesting18 hits · 18 pts

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

Unused Imports17 hits · 16 pts

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

Over-Commented Block11 hits · 10 pts

Severity	File	Line	Snippet
LOW	test/smoke-install.sh	1	#!/usr/bin/env bash
LOW	finetune/convert_gguf.py	1	#!/usr/bin/env python3
LOW	finetune/train.py	1	# /// script
LOW	finetune/convert_onnx.py	1	#!/usr/bin/env python3
LOW	finetune/experiments/lfm2/sft_lfm2.yaml	1	# SFT Training Config for QMD Query Expansion with LiquidAI LFM2
LOW	finetune/experiments/lfm2/sft_lfm2.py	1	# /// script
LOW	finetune/experiments/grpo/grpo.py	1	# /// script
LOW	finetune/jobs/sft.py	1	# /// script
LOW	scripts/extract-changelog.sh	1	#!/usr/bin/env bash
LOW	scripts/release.sh	1	#!/usr/bin/env bash
LOW	src/llm.ts	1961	// `[rsets->data count] == 0` — but the keep_alive hasn't expired, so the

Fake / Example Data7 hits · 7 pts

Severity	File	Line	Snippet
LOW	test/store.test.ts	2154	const padLine = "Lorem ipsum dolor sit amet\n";
LOW	test/store.test.ts	2154	const padLine = "Lorem ipsum dolor sit amet\n";
LOW	test/store.test.ts	2168	const padding = "Lorem ipsum dolor sit amet\n".repeat(200);
LOW	test/store.test.ts	2168	const padding = "Lorem ipsum dolor sit amet\n".repeat(200);
LOW	test/mcp.test.ts	167	body: "# Large Document\n\n" + "Lorem ipsum ".repeat(2000), // ~24KB
LOW	test/ast-chunking.test.ts	116	sections.push(`# Section ${i}\n\n${"Lorem ipsum dolor sit amet. ".repeat(40)}\n`);
LOW	test/ast-chunking.test.ts	116	sections.push(`# Section ${i}\n\n${"Lorem ipsum dolor sit amet. ".repeat(40)}\n`);

Cross-Language Confusion1 hit · 5 pts

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

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet
MEDIUM	example-index.yml	4	# This file defines all collections and their contexts.

Example Usage Blocks1 hit · 2 pts

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

Redundant / Tautological Comments1 hit · 1 pts

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

Score History

Severity Breakdown

Pattern Findings