3.6

Adjusted Signal

3.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

132.9K

Stars

C++

Language

1.0M

Lines of Code

2.8K

Files

2.7K

Pattern Hits

2026-10-31

Scan Date

0.03

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 11.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2156 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.1/100 · LOW

Are imports declared and package/API names verified? 230 finding(s).

Agent Over-Engineering Ratio 6.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 829 finding(s).

PR Review Velocity Impact 16.4/100 · LOW

Which changes need focused human review? 2687 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 16HIGH 67MEDIUM 222LOW 2382

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 2687 distinct pattern matches across 26 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 Block1091 hits · 1070 pts

Severity	File	Line	Snippet	Context
LOW	tools/quantize/quantize.cpp	1	#include "llama.h"	COMMENT
LOW	tools/ui/eslint.config.js	201	// Blank line around if blocks (if/else and else if stay one statement).	COMMENT
LOW	…ols/ui/tests/client/agentic-stream.perf.svelte.test.ts	1	// Tier 1 perf harness for the agentic thread.	COMMENT
LOW	tools/ui/scripts/dev.sh	1	#!/bin/bash	COMMENT
LOW	tools/ui/src/lib/vendors/decimal.js/decimal.js	41	// The maximum number of significant digits of the result of a calculation or base conversion.	COMMENT
LOW	tools/ui/src/lib/vendors/decimal.js/decimal.js	61		COMMENT
LOW	tools/ui/src/lib/vendors/decimal.js/decimal.js	1181	// If the result is known to have an infinite decimal expansion, repeat this until it is clear	COMMENT
LOW	tools/ui/src/lib/vendors/nerdamer-prime/Algebra.js	1	/*	COMMENT
LOW	tools/ui/src/lib/vendors/nerdamer-prime/Algebra.js	4061	}	COMMENT
LOW	tools/ui/src/lib/vendors/nerdamer-prime/Algebra.js	5561	// if (a.isSQRT()) {	COMMENT
LOW	…ols/ui/src/lib/vendors/nerdamer-prime/nerdamer.core.js	1	/*	COMMENT
LOW	…ols/ui/src/lib/vendors/nerdamer-prime/nerdamer.core.js	201	// CoreDeps - Centralized Dependency Registry ==================================	COMMENT
LOW	…ols/ui/src/lib/vendors/nerdamer-prime/nerdamer.core.js	9141	// Whether to wrap numbers in brackets	COMMENT
LOW	…ols/ui/src/lib/vendors/nerdamer-prime/nerdamer.core.js	11461	}	COMMENT
LOW	…ols/ui/src/lib/vendors/nerdamer-prime/nerdamer.core.js	11741	// a = _.parse(bigDec.exp(bigDec(i).toPower(2).neg().dividedBy(bigDec(n).pow(2).plus(bigDec(	COMMENT
LOW	…ols/ui/src/lib/vendors/nerdamer-prime/nerdamer.core.js	13721	const ret = _.callfunction(fnName, fnArgs);	COMMENT
LOW	…ols/ui/src/lib/vendors/nerdamer-prime/nerdamer.core.js	13741	// else if(getter instanceof Slice) {	COMMENT
LOW	…ols/ui/src/lib/vendors/nerdamer-prime/nerdamer.core.js	16461	return symB.clone();	COMMENT
LOW	tools/ui/src/lib/vendors/nerdamer-prime/Calculus.js	1	/*	COMMENT
LOW	tools/ui/src/lib/vendors/nerdamer-prime/Extra.js	1	/*	COMMENT
LOW	tools/ui/src/lib/vendors/nerdamer-prime/Solve.js	481	/** @type {NerdamerSymbolType} */ (_.parse(es[1]))	COMMENT
LOW	tools/ui/src/lib/vendors/nerdamer-prime/Solve.js	1061	// _.parse(delta0);	COMMENT
LOW	tools/ui/src/lib/vendors/nerdamer-prime/Solve.js	1441	// Nothing we can do	COMMENT
LOW	tools/ui/src/lib/vendors/nerdamer-prime/Solve.js	1641	*	COMMENT
LOW	tools/ui/src/lib/constants/auto-scroll.constants.ts	1	// Rows at the end of the list that mount eagerly, so the first painted	COMMENT
LOW	tools/ui/src/lib/utils/search-results.ts	21	const SEPARATOR_LINE_RE = /^\s---\s$/;	COMMENT
LOW	tools/cvector-generator/pca.hpp	1	#include "common.h"	COMMENT
LOW	tools/cvector-generator/cvector-generator.cpp	1	#include "ggml.h"	COMMENT
LOW	tools/cvector-generator/cvector-generator.cpp	21	#include <algorithm>	COMMENT
LOW	tools/mtmd/mtmd.h	1	#ifndef MTMD_H	COMMENT
LOW	tools/mtmd/mtmd.h	181	MTMD_API const char * mtmd_get_marker(const mtmd_context * ctx);	COMMENT
LOW	tools/mtmd/mtmd.h	221	// - does not hold the actual data	COMMENT
LOW	tools/mtmd/mtmd.h	301		COMMENT
LOW	tools/mtmd/mtmd.h	321	// 1. "here is an image: <start_of_image>"	COMMENT
LOW	tools/mtmd/mtmd.h	421	MTMD_API void mtmd_audio_stream_free(mtmd_audio_stream * stream);	COMMENT
LOW	tools/mtmd/mtmd-helper.cpp	1	// fix problem with std::min and std::max	COMMENT
LOW	tools/mtmd/mtmd-helper.cpp	21	#include <vector>	COMMENT
LOW	tools/mtmd/mtmd-helper.cpp	41	#error "mtmd-helper is a public library outside of mtmd. it must not include internal headers"	COMMENT
LOW	tools/mtmd/clip-graph.h	1	#pragma once	COMMENT
LOW	tools/mtmd/tests.sh	141	# to test the huge models, run: ./tests.sh huge	COMMENT
LOW	tools/mtmd/mtmd.cpp	1	#include "clip.h"	COMMENT
LOW	tools/mtmd/mtmd.cpp	21	#include <algorithm>	COMMENT
LOW	tools/mtmd/mtmd-helper-common.h	1	#pragma once	COMMENT
LOW	tools/mtmd/clip.cpp	1	#include "clip.h"	COMMENT
LOW	tools/mtmd/mtmd-image.cpp	201	// Pillow-compatible separable resampling (Bilinear, Bicubic and Lanczos)	COMMENT
LOW	tools/mtmd/mtmd-image.cpp	281	// Parameters:	COMMENT
LOW	tools/mtmd/mtmd-helper.h	1	#ifndef MTMD_HELPER_H	COMMENT
LOW	tools/mtmd/mtmd-helper.h	61	bool placeholder,	COMMENT
LOW	tools/mtmd/mtmd-helper.h	81	// helper to count the total number of tokens from a list of chunks, useful to keep track of KV cache	COMMENT
LOW	tools/mtmd/clip-impl.h	1	#pragma once	COMMENT
LOW	tools/mtmd/clip-impl.h	21	#ifdef _WIN32	COMMENT
LOW	tools/mtmd/clip-impl.h	41		COMMENT
LOW	tools/mtmd/clip-impl.h	61	#define KEY_PREPROC_MAX_PIXELS_TOLERANCE "clip.vision.preproc_max_pixels_tolerance"	COMMENT
LOW	tools/mtmd/clip-impl.h	81	#define KEY_MINICPMV_QUERY_NUM "clip.minicpmv_query_num"	COMMENT
LOW	tools/mtmd/clip-impl.h	101	#define KEY_A_WA_PATTERN_MODE "clip.audio.wa_pattern_mode" // mimo-audio-tokenizer, per-layer -1 (full) / 0 (w	COMMENT
LOW	tools/mtmd/clip-impl.h	121	#define TN_CLASS_EMBD "v.class_embd"	COMMENT
LOW	tools/mtmd/clip-impl.h	141	#define TN_FFN_DOWN_EXPS "%s.blk.%d.ffn_down_exps.%s"	COMMENT
LOW	tools/mtmd/clip-impl.h	161	#define TN_IMAGE_SEPERATOR "v.view_seperator"	COMMENT
LOW	tools/mtmd/clip-impl.h	181	// lfm3vl	COMMENT
LOW	tools/mtmd/clip-impl.h	201	#define TN_VIT_MERGER_ATTN_O "v.vit_merger.attn_out.%s"	COMMENT
1031 more matches not shown…

Hyper-Verbose Identifiers519 hits · 478 pts

Severity	File	Line	Snippet	Context
LOW	tools/ui/tests/unit/agentic-strip.test.ts	11	function stripLegacyContextMarkers(content: string): string {	CODE
LOW	tools/ui/scripts/vite-plugin-splash-screen.ts	22	export function generateSplashScreenLinks(outDir: string): string[] {	CODE
LOW	tools/ui/src/lib/vendors/nerdamer-prime/Solve.js	353	(function extendSimplifyForEquations() {	CODE
LOW	tools/ui/src/lib/vendors/nerdamer-prime/Solve.js	355	_.functions.simplify[0] = function simplifyWithEquationSupport(symbol) {	CODE
LOW	tools/ui/src/lib/contexts/chat-form-actions.context.ts	10	export function setChatFormActionsContext(ctx: ChatFormActionsContext): ChatFormActionsContext {	CODE
LOW	tools/ui/src/lib/contexts/chat-form-actions.context.ts	17	export function getChatFormActionsContext(): ChatFormActionsContext {	CODE
LOW	…ls/ui/src/lib/contexts/chat-message-actions.context.ts	10	export function setChatMessageActionsContext(	CODE
LOW	…ls/ui/src/lib/contexts/chat-message-actions.context.ts	19	export function getChatMessageActionsContext(): ChatMessageActionsContext {	CODE
LOW	tools/ui/src/lib/contexts/chat-message-edit.context.ts	10	export function setChatMessageEditContext(ctx: ChatMessageEditContext): ChatMessageEditContext {	CODE
LOW	tools/ui/src/lib/contexts/chat-message-edit.context.ts	17	export function getChatMessageEditContext(): ChatMessageEditContext {	CODE
LOW	tools/ui/src/lib/constants/browser-info.ts	24	export function buildBrowserInfoToolDefinition(): OpenAIToolDefinition {	CODE
LOW	tools/ui/src/lib/constants/read-media.ts	39	export function buildReadMediaToolDefinition(	CODE
LOW	tools/ui/src/lib/constants/get-datetime.ts	6	export function buildGetDatetimeToolDefinition(): OpenAIToolDefinition {	CODE
LOW	tools/ui/src/lib/stores/chat/context-stats.svelte.ts	46	function summarizeAssistantTimings(messages: DatabaseMessage[]): AssistantTimingsSummary {	CODE
LOW	…/ui/src/lib/stores/conversations/preferences.svelte.ts	23	function loadReasoningEffortDefault(): ReasoningEffort {	CODE
LOW	…/ui/src/lib/stores/conversations/preferences.svelte.ts	36	function saveReasoningEffortDefault(effort: ReasoningEffort): void {	CODE
LOW	…/ui/src/lib/stores/conversations/preferences.svelte.ts	67	function buildDisabledToolCategories(conv: DatabaseConversation \| null): Set<ToolSource> {	CODE
LOW	tools/ui/src/lib/utils/parse-exec-shell-error.ts	1	export function parseExecShellCommandError(	CODE
LOW	tools/ui/src/lib/utils/sandbox-tool.ts	25	export function buildSandboxToolDefinition(includeSymbolicMath: boolean): OpenAIToolDefinition {	CODE
LOW	tools/ui/src/lib/utils/audio-recording.ts	255	export function isAudioRecordingSupported(): boolean {	CODE
LOW	tools/ui/src/lib/utils/jpeg-orientation.ts	12	export function getJpegOrientationFromDataURL(base64UrlJpeg: string): number {	CODE
LOW	tools/ui/src/lib/utils/sanitize.ts	21	export function sanitizeKeyValuePairValue(raw: string): string {	CODE
LOW	tools/ui/src/lib/utils/mention-token.ts	72	export function takeMentionDismissSnapshot(	CODE
LOW	tools/ui/src/lib/utils/modality-file-validation.ts	17	export function isFileTypeSupportedByModel(	CODE
LOW	tools/ui/src/lib/utils/modality-file-validation.ts	137	export function generateModalityErrorMessage(	CODE
LOW	tools/ui/src/lib/utils/clipboard.ts	108	export function formatMessageForClipboard(	CODE
LOW	tools/ui/src/lib/utils/clipboard.ts	265	function isValidMcpPromptAttachment(obj: unknown): obj is {	CODE
LOW	tools/ui/src/lib/utils/glob-search.ts	74	export async function runGlobSearchWithChildren(	CODE
LOW	tools/ui/src/lib/utils/parse-exec-shell-status.ts	24	export function parseExecShellCommandExitStatus(	CODE
LOW	tools/ui/src/lib/utils/compaction.ts	132	export function lastContextBearingMessage(	CODE
LOW	tools/ui/src/lib/utils/text.ts	15	export function generateConversationTitle(content: string, useFirstLine: boolean = false): string {	CODE
LOW	tools/ui/src/lib/utils/mcp.ts	53	export function detectMcpTransportFromUrl(url: string): MCPTransportType {	CODE
LOW	tools/ui/src/lib/utils/mcp.ts	402	export function getMcpServerFaviconFallback(serverUrl: string): string \| null {	CODE
LOW	…ls/ui/src/lib/utils/chat-template-thinking-detector.ts	67	export function detectThinkingSupportWithReason(t: string): { supported: boolean; reason: string } {	CODE
LOW	tools/ui/src/lib/utils/code.ts	30	export function splitGluedClosingCodeFences(markdown: string): string {	CODE
LOW	tools/ui/src/lib/utils/code.ts	147	export function detectIncompleteCodeBlock(markdown: string): IncompleteCodeBlock \| null {	CODE
LOW	tools/ui/src/lib/utils/image-error-fallback.ts	5	export function getImageErrorFallbackHtml(src: string): string {	CODE
LOW	tools/ui/src/lib/utils/command-token.ts	27	export function takeCommandDismissSnapshot(value: string): CommandDismissSnapshot \| null {	CODE
LOW	tools/ui/src/lib/utils/agentic.ts	551	export function isSectionExpandedByDefault(	CODE
LOW	tools/ui/src/lib/utils/convert-files-to-extra.ts	31	export async function parseFilesToMessageExtras(	CODE
LOW	…ols/ui/src/lib/utils/chat-form-input-rich-tokenizer.ts	705	export function stripBlockBoundaryLineBreaks(root: HTMLElement): boolean {	CODE
LOW	tools/ui/src/lib/utils/file-type.ts	114	export function getFileTypeCategoryByExtension(filename: string): FileTypeCategory \| null {	CODE
LOW	tools/ui/src/lib/utils/process-uploaded-files.ts	56	export async function processFilesToChatUploaded(	CODE
LOW	tools/ui/src/lib/utils/request-helpers.ts	87	export function formatDiagnosticErrorMessage(error: unknown): string {	CODE
LOW	tools/ui/src/lib/utils/attachment-display.ts	49	export function getAttachmentDisplayItems(	CODE
LOW	…ttings/SettingsChat/SettingsChatImportExportTab.svelte	44	function handleSettingsExportConfirm() {	CODE
LOW	…ttings/SettingsChat/SettingsChatImportExportTab.svelte	69	function handleSettingsExportCancel() {	CODE
LOW	…s/app/chat/ChatMessages/ChatMessage/ChatMessage.svelte	318	function handleRegenerateCompaction() {	CODE
LOW	…s/app/chat/ChatMessages/ChatMessage/ChatMessage.svelte	408	function handleShowDeleteDialogChange(show: boolean) {	CODE
LOW	…sage/ChatMessageToolCall/parsers/exec-shell-command.ts	18	export function parseExecShellCommandMeta(section: AgenticSection): ExecShellCommandMeta \| null {	CODE
LOW	…i/src/lib/components/app/chat/ChatForm/ChatForm.svelte	176	async function handleWorkingDirectoryChange(newDir: string \| null) {	CODE
LOW	…p/chat/ChatForm/ChatFormInput/ChatFormInputRich.svelte	97	function highlightCodeBlockElement(el: HTMLElement): boolean {	CODE
LOW	…p/chat/ChatForm/ChatFormInput/ChatFormInputRich.svelte	142	function rehighlightCaretCodeBlock() {	CODE
LOW	…p/chat/ChatForm/ChatFormInput/ChatFormInputRich.svelte	467	function moveCaretBeforeLeadingCodeBlock(key: string, extend: boolean): boolean {	CODE
LOW	…c/lib/components/app/chat/ChatScreen/ChatScreen.svelte	205	function handleErrorDialogOpenChange(open: boolean) {	CODE
LOW	…nts/app/content/MarkdownContent/MarkdownContent.svelte	252	function handlePreviewDialogOpenChange(open: boolean) {	CODE
LOW	…nts/app/content/MarkdownContent/MarkdownContent.svelte	625	function handleMermaidPreviewOpenChange(open: boolean) {	CODE
LOW	…nents/app/content/MarkdownContent/markdown-handlers.ts	72	export function createHandlePreviewDialogOpenChange(previewState: PreviewState) {	CODE
LOW	…nents/app/content/MarkdownContent/markdown-handlers.ts	73	return function handlePreviewDialogOpenChange(open: boolean) {	CODE
LOW	…nents/app/content/MarkdownContent/markdown-handlers.ts	182	export function createHandleMermaidPreviewOpenChange(mermaidState: MermaidPreviewState) {	CODE
459 more matches not shown…

Decorative Section Separators87 hits · 279 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tools/mtmd/clip.cpp	5376	// ├─────┤ │	COMMENT
MEDIUM⚡	tools/mtmd/clip.cpp	5378	// ├─────┤ │	COMMENT
MEDIUM⚡	tools/mtmd/clip.cpp	5380	// └─────┘ │	COMMENT
MEDIUM⚡	tools/mtmd/clip.cpp	5381	// ──────┘ x B	COMMENT
MEDIUM	docs/backend/OPENVINO.md	242	# ============================================	COMMENT
MEDIUM	docs/backend/OPENVINO.md	244	# ============================================	COMMENT
MEDIUM⚡	docs/backend/OPENVINO.md	273	# ============================================	COMMENT
MEDIUM⚡	docs/backend/OPENVINO.md	275	# ============================================	COMMENT
MEDIUM⚡	docs/backend/OPENVINO.md	281	# ============================================	COMMENT
MEDIUM⚡	docs/backend/OPENVINO.md	284	# ============================================	COMMENT
MEDIUM	docs/backend/OPENVINO.md	311	# ============================================	COMMENT
MEDIUM	docs/backend/OPENVINO.md	313	# ============================================	COMMENT
MEDIUM	…com/arm/aichat/internal/gguf/GgufMetadataReaderImpl.kt	120	// ── 1. header ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…com/arm/aichat/internal/gguf/GgufMetadataReaderImpl.kt	129	// ── 3. build structured object ────────────────────────────────────────	COMMENT
MEDIUM	examples/llama.android/lib/src/main/cpp/CMakeLists.txt	14	# --------------------------------------------------------------------------	COMMENT
MEDIUM	examples/llama.android/lib/src/main/cpp/CMakeLists.txt	16	# --------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-function-call.py	17	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-function-call.py	19	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-function-call.py	77	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-function-call.py	79	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-function-call.py	242	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-function-call.py	244	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-function-call.py	273	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-function-call.py	275	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-function-call.py	1076	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-function-call.py	1078	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-function-call.py	1089	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-function-call.py	1091	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-parallel-tc.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-parallel-tc.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-parallel-tc.py	97	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-parallel-tc.py	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-parallel-tc.py	254	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-parallel-tc.py	256	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-parallel-tc.py	337	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-parallel-tc.py	339	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-parallel-tc.py	372	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-parallel-tc.py	374	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-parallel-tc.py	913	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-parallel-tc.py	915	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-parallel-tc.py	927	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-parallel-tc.py	929	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-structured.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-structured.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-structured.py	100	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-structured.py	102	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-structured.py	258	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-structured.py	260	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-structured.py	355	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-structured.py	357	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-structured.py	970	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-structured.py	972	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-structured.py	984	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/server-test-structured.py	986	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/jinja/jinja-tester.py	156	# ------------------------	COMMENT
MEDIUM	scripts/jinja/jinja-tester.py	158	# ------------------------	COMMENT
MEDIUM	scripts/jinja/jinja-tester.py	286	# ------------------------	COMMENT
MEDIUM	scripts/jinja/jinja-tester.py	288	# ------------------------	COMMENT
MEDIUM	scripts/snapdragon/qdc/run_qdc_jobs.py	113	# =============================================================================	COMMENT
MEDIUM	scripts/snapdragon/qdc/run_qdc_jobs.py	115	# =============================================================================	COMMENT
27 more matches not shown…

Deep Nesting234 hits · 218 pts

Severity	File	Line	Context
LOW	convert_lora_to_gguf.py	58	CODE
LOW	convert_lora_to_gguf.py	225	CODE
LOW	convert_hf_to_gguf.py	30	CODE
LOW	convert_hf_to_gguf.py	179	CODE
LOW	convert_llama_ggml_to_gguf.py	204	CODE
LOW	convert_llama_ggml_to_gguf.py	287	CODE
LOW	…egacy-models/minicpmv-convert-image-encoder-to-gguf.py	202	CODE
LOW	…egacy-models/minicpmv-convert-image-encoder-to-gguf.py	312	CODE
LOW	tools/server/bench/bench.py	24	CODE
LOW	tools/server/tests/utils.py	390	CODE
LOW	tools/server/tests/utils.py	451	CODE
LOW	tools/server/tests/unit/test_mcp_servers.py	621	CODE
LOW	tools/server/tests/unit/test_router.py	34	CODE
LOW	tools/server/tests/unit/test_router.py	581	CODE
LOW	tools/server/tests/unit/test_vision_api.py	8	CODE
LOW	tools/server/tests/unit/test_chat_completion.py	402	CODE
LOW	tools/server/tests/unit/test_slot_save.py	702	CODE
LOW	tools/server/tests/unit/test_completion.py	493	CODE
LOW	gguf-py/gguf/gguf_writer.py	114	CODE
LOW	gguf-py/gguf/gguf_writer.py	335	CODE
LOW	gguf-py/gguf/gguf_writer.py	443	CODE
LOW	gguf-py/gguf/gguf_writer.py	1378	CODE
LOW	gguf-py/gguf/gguf_writer.py	1818	CODE
LOW	gguf-py/gguf/vocab.py	179	CODE
LOW	gguf-py/gguf/vocab.py	213	CODE
LOW	gguf-py/gguf/metadata.py	240	CODE
LOW	gguf-py/gguf/metadata.py	365	CODE
LOW	gguf-py/gguf/gguf_reader.py	62	CODE
LOW	gguf-py/gguf/gguf_reader.py	335	CODE
LOW	gguf-py/gguf/constants.py	6612	CODE
LOW	gguf-py/gguf/scripts/gguf_new_metadata.py	103	CODE
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	448	CODE
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	495	CODE
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	643	CODE
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	784	CODE
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	938	CODE
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	1062	CODE
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	1131	CODE
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	1476	CODE
LOW	gguf-py/gguf/scripts/gguf_dump.py	32	CODE
LOW	gguf-py/gguf/scripts/gguf_dump.py	153	CODE
LOW	gguf-py/gguf/scripts/gguf_dump.py	228	CODE
LOW	gguf-py/gguf/scripts/gguf_dump.py	444	CODE
LOW	gguf-py/tests/test_quants.py	147	CODE
LOW	gguf-py/tests/test_quants.py	90	CODE
LOW	tests/test_conversion_fp8.py	104	CODE
LOW	tests/test_conversion_fp8.py	182	CODE
LOW	tests/test_conversion_fp8.py	204	CODE
LOW	tests/test_conversion_fp8.py	231	CODE
LOW	tests/test_conversion_fp8.py	266	CODE
LOW	tests/test_conversion_fp8.py	285	CODE
LOW	tests/test_conversion_fp8.py	313	CODE
LOW	tests/test-tokenizer-random.py	255	CODE
LOW	tests/test-tokenizer-random.py	267	CODE
LOW	examples/pydantic_models_to_grammar_examples.py	89	CODE
LOW	examples/convert_legacy_llama.py	699	CODE
LOW	examples/convert_legacy_llama.py	1100	CODE
LOW	examples/convert_legacy_llama.py	773	CODE
LOW	examples/pydantic_models_to_grammar.py	55	CODE
LOW	examples/pydantic_models_to_grammar.py	280	CODE
174 more matches not shown…

Excessive Try-Catch Wrapping142 hits · 211 pts

Severity	File	Line	Snippet	Context
LOW	convert_hf_to_gguf_update.py	289	except Exception as e:	STRING
LOW	convert_hf_to_gguf_update.py	324	except Exception as e:	STRING
LOW	tools/server/bench/bench.py	59	except Exception:	CODE
LOW	tools/server/bench/bench.py	85	except Exception:	CODE
LOW	tools/server/bench/speed-bench/speed_bench.py	252	except Exception as exc:	CODE
LOW	tools/server/bench/speed-bench/speed_bench.py	389	except Exception as exc:	CODE
LOW	tools/server/bench/speed-bench/speed_bench_compare.py	73	except Exception as exc:	CODE
LOW	tools/server/tests/utils.py	352	except Exception as e:	CODE
LOW	tools/server/tests/utils.py	379	except Exception as e:	CODE
MEDIUM	tools/server/tests/utils.py	380	print(f"Error waiting for server: {e}")	CODE
LOW	tools/server/tests/utils.py	730	except Exception as e:	CODE
MEDIUM	tools/server/tests/utils.py	726	def worker(index, func, args):	CODE
LOW	tools/server/tests/unit/test_tools_builtin.py	163	except Exception as e:	CODE
LOW	tools/server/tests/unit/test_mcp_servers.py	669	except Exception:	STRING
MEDIUM	tools/server/tests/unit/test_router.py	173	def _run(self, fn):	CODE
LOW	tools/server/tests/unit/test_router.py	176	except Exception as e:	CODE
LOW	tools/server/tests/unit/test_router.py	603	except Exception:	CODE
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	923	except Exception as e:	CODE
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	1588	except Exception as e:	CODE
MEDIUM	examples/pydantic_models_to_grammar_examples.py	66	print(f"Error: unknown tool {json_data['function']}")	CODE
MEDIUM	examples/pydantic_models_to_grammar_examples.py	142	print(f"Error: unknown tool {json_data['function']}")	CODE
MEDIUM	examples/pydantic_models_to_grammar_examples.py	285	print(f"Error: unknown tool {call['function']}")	CODE
MEDIUM	examples/pydantic_models_to_grammar.py	1001	print(f"An error occurred while saving the grammar file: {e}")	CODE
MEDIUM	examples/pydantic_models_to_grammar.py	1008	print(f"An error occurred while saving the documentation file: {e}")	CODE
MEDIUM⚡	examples/llama-eval/llama-eval.py	2607	print(f"Error: --grader-type exec is only meaningful for code suites "	STRING
MEDIUM⚡	examples/llama-eval/llama-eval.py	2616	print(f"Error: --server ({len(server_urls)} URLs) and --threads ({len(thread_counts)} values) must have the same	STRING
MEDIUM⚡	examples/llama-eval/llama-eval.py	2623	print(f"Error: --server-name ({len(server_names)} names) and --server ({len(server_urls)} URLs) must have th	STRING
MEDIUM	examples/llama-eval/llama-eval.py	1949	print(f"Error: Cannot reach server {server_config.name} ({server_config.url}): {e}", file=sys.stderr)	STRING
MEDIUM	examples/llama-eval/llama-eval.py	2634	print(f"Error: --api-key ({len(api_keys)} keys) must be a single key or "	STRING
MEDIUM	examples/llama-eval/llama-eval.py	2653	print("Error: GPQA dataset requires --grader-type llm")	STRING
MEDIUM	examples/llama-eval/llama-eval.py	2663	print(f"Error: Model mismatch. State has '{eval_state.model_name}', but --model is '{args.model}'")	STRING
MEDIUM	examples/llama-eval/llama-eval.py	2689	print("Error: --grader-type llm requires --grader-model or --model")	STRING
MEDIUM	examples/llama-eval/llama-eval.py	2702	print("Error: No existing eval state found to resume")	STRING
MEDIUM	examples/llama-eval/llama-eval.py	2708	print("Error: --grader-type llm requires --grader-model or --model")	STRING
LOW	examples/llama-eval/llama-eval.py	1495	except Exception:	STRING
LOW	examples/llama-eval/llama-eval.py	1836	except Exception as e:	STRING
LOW	examples/llama-eval/llama-eval.py	1878	except Exception as e:	STRING
LOW	examples/llama-eval/llama-eval.py	1948	except Exception as e:	STRING
LOW	examples/llama-eval/llama-eval.py	2067	except Exception as e:	STRING
LOW	examples/llama-eval/llama-eval.py	2106	except Exception as e:	STRING
LOW	examples/llama-eval/agentic_eval.py	236	except Exception as e:	CODE
LOW	examples/llama-eval/agentic_eval.py	393	except Exception:	CODE
LOW	examples/llama-eval/agentic_eval.py	397	except Exception as e:	CODE
LOW	examples/llama-eval/agentic_eval.py	496	except Exception as e:	STRING
LOW	examples/llama-eval/agentic_eval.py	662	except Exception as e:	STRING
MEDIUM	examples/llama-eval/agentic_eval.py	270	def _t_search(self, a):	CODE
LOW	examples/llama-eval/eval_sandbox.py	86	except Exception:	CODE
LOW	examples/llama-eval/eval_sandbox.py	115	except Exception:	CODE
LOW	examples/llama-eval/eval_sandbox.py	130	except Exception:	CODE
LOW	examples/llama-eval/eval_sandbox.py	260	except Exception:	CODE
LOW	examples/llama-eval/eval_sandbox.py	387	except Exception:	CODE
LOW	examples/llama-eval/eval_sandbox.py	448	except Exception as e:	CODE
LOW	examples/llama-eval/eval_sandbox.py	473	except Exception as e:	CODE
MEDIUM	examples/llama-eval/eval_sandbox.py	257	def _stamp_matches(self) -> bool:	CODE
LOW	examples/llama-eval/llama-server-simulator.py	364	except Exception as e:	CODE
MEDIUM	examples/llama-eval/llama-server-simulator.py	365	print(f"Error processing request: {e}")	CODE
LOW	…ples/model-conversion/scripts/causal/compare-logits.py	18	except Exception as e:	CODE
MEDIUM	…ples/model-conversion/scripts/causal/compare-logits.py	52	print(f"Error: PyTorch logits file not found: {pytorch_file}")	CODE
MEDIUM	…ples/model-conversion/scripts/causal/compare-logits.py	57	print(f"Error: llama.cpp logits file not found: {llamacpp_file}")	CODE
MEDIUM	…mples/model-conversion/scripts/causal/run-org-model.py	118	print("Error: Model path must be specified either via --model-path argument or MODEL_PATH environment variable")	CODE
82 more matches not shown…

Unused Imports200 hits · 196 pts

Severity	File	Line	Context
LOW	convert_lora_to_gguf.py	4	CODE
LOW	convert_hf_to_gguf.py	4	CODE
LOW	convert_llama_ggml_to_gguf.py	2	CODE
LOW	…legacy-models/glmedge-convert-image-encoder-to-gguf.py	8	CODE
LOW	…ls/mtmd/legacy-models/convert_image_encoder_to_gguf.py	8	CODE
LOW	…egacy-models/minicpmv-convert-image-encoder-to-gguf.py	414	CODE
LOW	tools/server/bench/bench.py	1	CODE
LOW	tools/server/bench/speed-bench/speed_bench.py	2	CODE
LOW	tools/server/bench/speed-bench/speed_bench_compare.py	2	CODE
LOW	tools/server/bench/speed-bench/speed_bench_compare.py	9	CODE
LOW	tools/server/tests/conftest.py	4	CODE
LOW	tools/server/tests/utils.py	17	CODE
LOW	tools/server/tests/utils.py	17	CODE
LOW	tools/server/tests/unit/test_infill.py	2	CODE
LOW	tools/server/tests/unit/test_basic.py	4	CODE
LOW	tools/server/tests/unit/test_security.py	3	CODE
LOW	tools/server/tests/unit/test_tools_builtin.py	6	CODE
LOW	tools/server/tests/unit/test_sleep.py	3	CODE
LOW	tools/server/tests/unit/test_metrics.py	2	CODE
LOW	tools/server/tests/unit/test_mcp_servers.py	19	CODE
LOW	tools/server/tests/unit/test_mcp_servers.py	21	CODE
LOW	tools/server/tests/unit/test_router.py	4	CODE
LOW	tools/server/tests/unit/test_ctx_shift.py	2	CODE
LOW	tools/server/tests/unit/test_systemone.py	2	CODE
LOW	tools/server/tests/unit/test_speculative.py	2	CODE
LOW	tools/server/tests/unit/test_compat_oai_responses.py	3	CODE
LOW	tools/server/tests/unit/test_tool_call.py	10	CODE
LOW	tools/server/tests/unit/test_vision_api.py	2	CODE
LOW	tools/server/tests/unit/test_rerank.py	2	CODE
LOW	tools/server/tests/unit/test_embedding.py	5	CODE
LOW	tools/server/tests/unit/test_ignore_eos.py	2	CODE
LOW	tools/server/tests/unit/test_chat_completion.py	3	CODE
LOW	tools/server/tests/unit/test_tokenize.py	2	CODE
LOW	tools/server/tests/unit/test_kv_keep_only_active.py	4	CODE
LOW	tools/server/tests/unit/test_compat_gcp.py	2	CODE
LOW	tools/server/tests/unit/test_proxy.py	2	CODE
LOW	tools/server/tests/unit/test_slot_save.py	2	CODE
LOW	tools/server/tests/unit/test_completion.py	7	CODE
LOW	tools/server/tests/unit/test_compat_anthropic.py	6	CODE
LOW	tools/server/tests/unit/test_template.py	13	CODE
LOW	tools/server/tests/unit/test_stream.py	7	CODE
LOW	tools/server/tests/unit/test_lora.py	2	CODE
LOW	gguf-py/gguf/gguf_writer.py	1	CODE
LOW	gguf-py/gguf/vocab.py	1	CODE
LOW	gguf-py/gguf/metadata.py	1	CODE
LOW	gguf-py/gguf/gguf_reader.py	5	CODE
LOW	gguf-py/gguf/tensor_mapping.py	1	CODE
LOW	gguf-py/gguf/utility.py	1	CODE
LOW	gguf-py/gguf/constants.py	1	CODE
LOW	gguf-py/gguf/__init__.py	1	CODE
LOW	gguf-py/gguf/__init__.py	2	CODE
LOW	gguf-py/gguf/__init__.py	3	CODE
LOW	gguf-py/gguf/__init__.py	4	CODE
LOW	gguf-py/gguf/__init__.py	5	CODE
LOW	gguf-py/gguf/__init__.py	6	CODE
LOW	gguf-py/gguf/__init__.py	7	CODE
LOW	gguf-py/gguf/__init__.py	8	CODE
LOW	gguf-py/gguf/__init__.py	9	CODE
LOW	gguf-py/gguf/lazy.py	1	CODE
LOW	gguf-py/gguf/quants.py	1	CODE
140 more matches not shown…

Hallucination Indicators16 hits · 180 pts

Severity	File	Line	Snippet	Context
CRITICAL	tools/imatrix/imatrix.cpp	1836	const bool use_draft = !params.speculative.draft.mparams.path.empty();	CODE
CRITICAL	tools/imatrix/imatrix.cpp	1988	model_draft.reset(llama_model_load_from_file(params.speculative.draft.mparams.path.c_str(), mparams_sidecar));	CODE
CRITICAL	tools/imatrix/imatrix.cpp	1990	LOG_ERR("%s: failed to load the draft model '%s'\n", __func__, params.speculative.draft.mparams.path.c_str()	CODE
CRITICAL	app/download.cpp	66	if (!params.speculative.draft.mparams.path.empty()) {	CODE
CRITICAL	app/download.cpp	67	printf("%s\n", params.speculative.draft.mparams.path.c_str());	CODE
CRITICAL	tests/test-model-resolution.cpp	2751	REQUIRE(params.speculative.draft.mparams.path.empty());	CODE
CRITICAL	tests/test-model-resolution.cpp	2759	REQUIRE(params.speculative.draft.mparams.path.empty());	CODE
CRITICAL	common/arg.cpp	383	if (!params.speculative.draft.mparams.hf_repo.empty()) {	CODE
CRITICAL	common/arg.cpp	495	if (!params.speculative.draft.mparams.url.empty()) {	CODE
CRITICAL	common/arg.cpp	523	if (!params.speculative.draft.mparams.hf_file.empty()) {	CODE
CRITICAL	common/arg.cpp	552	if (spec_types_is_default(params) && !params.speculative.draft.mparams.path.empty()) {	CODE
CRITICAL⚡	common/arg.cpp	567	if (params.speculative.draft.mparams.path.empty()) {	CODE
CRITICAL⚡	common/arg.cpp	577	if (params.speculative.draft.mparams.path.empty()) {	CODE
CRITICAL⚡	common/arg.cpp	587	if (params.speculative.draft.mparams.path.empty()) {	CODE
CRITICAL⚡	common/arg.cpp	597	if (params.speculative.draft.mparams.path.empty()) {	CODE
CRITICAL	examples/speculative/speculative.cpp	58	if (params.speculative.draft.mparams.path.empty()) {	CODE

Empty Error Handlers29 hits · 145 pts

Severity	File	Line	Snippet	Context
HIGH	tools/server/tests/utils.py	352	except Exception as e:	CODE
HIGH	tools/server/tests/unit/test_mcp_servers.py	472	except RuntimeError:	CODE
HIGH	tools/server/tests/unit/test_mcp_servers.py	483	except RuntimeError:	CODE
HIGH	tools/server/tests/unit/test_mcp_servers.py	669	except Exception:	CODE
HIGH	tools/server/tests/unit/test_router.py	603	except Exception:	CODE
HIGH	tools/server/tests/unit/test_completion.py	647	except requests.exceptions.ReadTimeout:	CODE
HIGH	gguf-py/gguf/vocab.py	457	except FileNotFoundError:	CODE
HIGH	gguf-py/gguf/vocab.py	530	except FileNotFoundError:	CODE
HIGH	gguf-py/gguf/metadata.py	310	except ValueError:	CODE
HIGH	gguf-py/gguf/scripts/gguf_editor_gui.py	242	except (ValueError, KeyError):	CODE
HIGH	gguf-py/gguf/scripts/gguf_editor_gui.py	724	except (ValueError, KeyError):	CODE
HIGH	gguf-py/gguf/scripts/gguf_editor_gui.py	1058	except (ValueError, KeyError):	CODE
HIGH	gguf-py/gguf/scripts/gguf_editor_gui.py	1285	except (ValueError, KeyError):	CODE
HIGH	examples/convert_legacy_llama.py	1252	except FileNotFoundError:	CODE
HIGH	examples/llama-eval/llama-eval.py	2354	except ValueError:	CODE
HIGH	examples/llama-eval/agentic_eval.py	128	except (UnicodeDecodeError, OSError):	CODE
HIGH	examples/llama-eval/eval_sandbox.py	86	except Exception:	CODE
HIGH	examples/llama-eval/eval_sandbox.py	115	except Exception:	CODE
HIGH	examples/llama-eval/eval_sandbox.py	387	except Exception:	CODE
HIGH	examples/llama-eval/eval_sandbox.py	204	except (ValueError, OSError):	CODE
HIGH	examples/llama-eval/eval_sandbox.py	487	except ProcessLookupError:	CODE
HIGH	scripts/compare-llama-bench.py	808	except ValueError:	CODE
HIGH	scripts/snapdragon/ggml-hexagon-inspect.py	246	except Exception:	CODE
HIGH	scripts/snapdragon/sdk.py	52	except RuntimeError:	CODE
HIGH	scripts/snapdragon/qdc/tests/utils.py	88	except ValueError:	CODE
HIGH	conversion/rwkv.py	67	except KeyError:	CODE
HIGH	conversion/kimi_linear.py	27	except Exception:	CODE
HIGH	conversion/qwen3tts.py	104	except FileNotFoundError:	CODE
HIGH	conversion/deepseek.py	275	except Exception:	CODE

Structural Annotation Overuse71 hits · 130 pts

Severity	File	Line	Snippet	Context
LOW	tools/ui/scripts/make-icons-circular.js	89	// Step 1: Scale source relative to circle diameter (not full icon), composite centered onto white canvas of full size	COMMENT
LOW	tools/ui/scripts/make-icons-circular.js	101	// Step 2: Composite scaled image onto white background, then apply circular mask	COMMENT
LOW	tools/ui/src/lib/utils/latex-protection.ts	206	// Step 0: Temporarily remove blockquote markers (>) to process LaTeX correctly	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	224	// Step 1: Protect code blocks	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	233	// Step 2: Protect existing LaTeX expressions	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	272	// Step 3: Escape standalone $ before digits (currency like $5 → \$5)	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	276	// Step 4: Restore protected LaTeX expressions (they are valid)	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	295	// Step 5: Apply additional escaping functions (brackets and mhchem)	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	303	// Step 6: Convert remaining $...$ → $...$, \[...\] → $$...$$	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	321	// Step 7: Restore code blocks	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	327	// Step 8: Restore blockquote markers	COMMENT
LOW	tools/mtmd/models/mobilenetv5.cpp	217	// Step 1: Compute Q @ K.T	COMMENT
LOW	include/llama.h	1322	/// NOTE: This function does not use a jinja parser. It only support a pre-defined list of template. See more: https	COMMENT
LOW⚡	tests/test-backend-ops.cpp	2071	// Step 1: create input tensors that don't depend on any other tensors:	COMMENT
LOW⚡	tests/test-backend-ops.cpp	2078	// Step 2: use the op that you want to test in the GGML compute graph.	COMMENT
LOW⚡	tests/test-backend-ops.cpp	2082	// Step 3: return the output tensor.	COMMENT
LOW⚡	docs/development/debugging-tests.md	41	#### Step 1: Reset and Setup folder context	COMMENT
LOW⚡	docs/development/debugging-tests.md	49	#### Step 2: Setup Build Environment and Compile Test Binaries	COMMENT
LOW⚡	docs/development/debugging-tests.md	58	#### Step 3: Find all tests available that matches REGEX	COMMENT
LOW	docs/development/debugging-tests.md	86	#### Step 4: Identify Test Command for Debugging	COMMENT
LOW	docs/development/debugging-tests.md	92	#### Step 5: Run GDB on test command	COMMENT
LOW	scripts/check-requirements.sh	8	# WARNING: This is quite IO intensive, because a fresh venv is set up for every	COMMENT
LOW	scripts/debug-test.sh	62	# Step 0: Check the args	COMMENT
LOW	scripts/debug-test.sh	95	# Step 1: Reset and Setup folder context	COMMENT
LOW⚡	scripts/debug-test.sh	109	# Step 2: Setup Build Environment and Compile Test Binaries	COMMENT
LOW⚡	scripts/debug-test.sh	118	# Step 3: Find all tests available that matches REGEX	COMMENT
LOW	scripts/debug-test.sh	134	# Step 4: Identify Test Command for Debugging	COMMENT
LOW	scripts/debug-test.sh	171	# Step 5: Execute or GDB Debug	COMMENT
LOW	skills/code-review/SKILL.md	17	## Step 0 - Scope the diff and pick the checklists	COMMENT
LOW	skills/add-new-model/SKILL.md	21	## Step 0 - Scope and dedup check	COMMENT
LOW⚡	skills/add-new-model/SKILL.md	33	## Step 1 - Convert the model to GGUF	COMMENT
LOW⚡	skills/add-new-model/SKILL.md	39	## Step 2 - Define the architecture in llama.cpp	COMMENT
LOW⚡	skills/add-new-model/SKILL.md	45	## Step 3 - Build the GGML graph	COMMENT
LOW⚡	skills/add-new-model/SKILL.md	51	## Step 4 - Optional: multimodal encoder	COMMENT
LOW⚡	skills/add-new-model/SKILL.md	57	## Step 5 - Optional: chat template / parsing support	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/norm_f32.c	84	// Step 1: sum for mean	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/norm_f32.c	110	// Step 2: compute (x - mean) → dst, accumulate variance	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/norm_f32.c	143	// Step 3: apply scale to centered values in dst	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/rms_norm_f32.c	100	// Step 1: Compute sum of squares using 8-wide vectors	COMMENT
LOW⚡	ggml/src/ggml-et/et-kernels/src/rms_norm_f32.c	124	// Step 2: scale = rsqrt(mean + eps)	COMMENT
LOW⚡	ggml/src/ggml-et/et-kernels/src/rms_norm_f32.c	132	// Step 3: Apply scaling: broadcast scale once, reuse across loop	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/rwkv_wkv7_f32.c	177	// Step 1: sa = dot(a, state_prev[i])	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/rwkv_wkv7_f32.c	196	// Step 2: state update + result accumulation	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	318	// Step 1: Apply decay gate to state	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	323	// Step 2: delta = (v - S @ k) * beta	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	330	// Step 3: state += outer(delta, k)	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	336	// Step 4: attn_out = S @ q * scale	COMMENT
LOW⚡	ggml/src/ggml-metal/CMakeLists.txt	118	# Step 1: concatenate shared headers + this kernel source	COMMENT
LOW⚡	ggml/src/ggml-metal/CMakeLists.txt	120	# Step 2: remove internal #include and #pragma once	COMMENT
LOW⚡	ggml/src/ggml-metal/CMakeLists.txt	122	# Step 3: inline ggml-common.h (replacing __embed_ggml-common.h__ sentinel)	COMMENT
LOW⚡	ggml/src/ggml-metal/CMakeLists.txt	124	# Step 4: inline ggml-metal-impl.h	COMMENT
LOW⚡	ggml/src/ggml-metal/CMakeLists.txt	126	# Step 5: emit an asm chunk with kind-specific start/end symbols	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	2853	// Step 5: multiply by attn_factor	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	2870	// Step 6: repeat	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3134	// Step 1: Prepare trans tensors for F16 type conversion to F32 if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3159	// Step 2: Prepare head tensors for tail splitting if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3188	// Step 3: Execute RotaryPositionEmbedding	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3235	// Step 4: Copy unrotated tail portion from source to destination	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3264	// Step 5: Cast back to F16 if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3950	// Step 1: cast the src0 (Query) to fp16 if needed	COMMENT
11 more matches not shown…

Cross-File Repetition25 hits · 125 pts

Severity	File	Snippet	Context
HIGH	…legacy-models/glmedge-convert-image-encoder-to-gguf.py	returns list of utf-8 byte and a mapping to unicode strings. we specifically avoids mapping to whitespace/control charac	STRING
HIGH	…ls/mtmd/legacy-models/convert_image_encoder_to_gguf.py	returns list of utf-8 byte and a mapping to unicode strings. we specifically avoids mapping to whitespace/control charac	STRING
HIGH	…egacy-models/minicpmv-convert-image-encoder-to-gguf.py	returns list of utf-8 byte and a mapping to unicode strings. we specifically avoids mapping to whitespace/control charac	STRING
HIGH	gguf-py/gguf/vocab.py	returns list of utf-8 byte and a mapping to unicode strings. we specifically avoids mapping to whitespace/control charac	STRING
HIGH	tests/test-grammar-llguidance.cpp	({ "type": "integer", "minimum": 5, "maximum": 30 })	STRING
HIGH	tests/test-grammar-integration.cpp	({ "type": "integer", "minimum": 5, "maximum": 30 })	STRING
HIGH	tests/test-json-schema-to-grammar.cpp	({ "type": "integer", "minimum": 5, "maximum": 30 })	STRING
HIGH	tests/test-grammar-llguidance.cpp	({ "type": "integer", "minimum": -123, "maximum": 42 })	STRING
HIGH	tests/test-grammar-integration.cpp	({ "type": "integer", "minimum": -123, "maximum": 42 })	STRING
HIGH	tests/test-json-schema-to-grammar.cpp	({ "type": "integer", "minimum": -123, "maximum": 42 })	STRING
HIGH	tests/test-grammar-llguidance.cpp	({ "items": [ { "format": "date" }, { "format": "uuid" }, { "format": "time" }, { "format": "date-time" } ] })	STRING
HIGH	tests/test-grammar-integration.cpp	({ "items": [ { "format": "date" }, { "format": "uuid" }, { "format": "time" }, { "format": "date-time" } ] })	STRING
HIGH	tests/test-json-schema-to-grammar.cpp	({ "items": [ { "format": "date" }, { "format": "uuid" }, { "format": "time" }, { "format": "date-time" } ] })	STRING
HIGH	tests/test-grammar-llguidance.cpp	({ "type": "string", "minlength": 1, "maxlength": 4 })	STRING
HIGH	tests/test-grammar-integration.cpp	({ "type": "string", "minlength": 1, "maxlength": 4 })	STRING
HIGH	tests/test-json-schema-to-grammar.cpp	({ "type": "string", "minlength": 1, "maxlength": 4 })	STRING
HIGH	tests/test-grammar-llguidance.cpp	({ "enum": ["red", "amber", "green", null, 42, ["foo"]] })	STRING
HIGH	tests/test-grammar-integration.cpp	({ "enum": ["red", "amber", "green", null, 42, ["foo"]] })	STRING
HIGH	tests/test-json-schema-to-grammar.cpp	({ "enum": ["red", "amber", "green", null, 42, ["foo"]] })	STRING
HIGH	tests/test-grammar-llguidance.cpp	({ "items": { "type": ["number", "integer"] }, "minitems": 3, "maxitems": 5 })	STRING
HIGH	tests/test-grammar-integration.cpp	({ "items": { "type": ["number", "integer"] }, "minitems": 3, "maxitems": 5 })	STRING
HIGH	tests/test-json-schema-to-grammar.cpp	({ "items": { "type": ["number", "integer"] }, "minitems": 3, "maxitems": 5 })	STRING
HIGH	tests/test-grammar-llguidance.cpp	({ "properties": { "b": {"type": "string"}, "a": {"type": "string"}, "d": {"type": "string"}, "c": {"type": "string"} },	STRING
HIGH	tests/test-grammar-integration.cpp	({ "properties": { "b": {"type": "string"}, "a": {"type": "string"}, "d": {"type": "string"}, "c": {"type": "string"} },	STRING
HIGH	tests/test-json-schema-to-grammar.cpp	({ "properties": { "b": {"type": "string"}, "a": {"type": "string"}, "d": {"type": "string"}, "c": {"type": "string"} },	STRING

Redundant / Tautological Comments69 hits · 121 pts

Severity	File	Line	Snippet	Context
LOW	tools/mtmd/tests.sh	18	# Check if the first argument is "big", then run test with big models	COMMENT
LOW	tools/mtmd/tests.sh	42	# Check if the second argument is "flash", then enable flash attention	COMMENT
LOW	tools/server/tests/utils.py	354	# Check if process died	COMMENT
LOW	tools/server/tests/utils.py	743	# Check if there were any exceptions	COMMENT
LOW	tools/server/tests/unit/test_compat_anthropic.py	293	# Check if model used the tool (it might not always, depending on the model)	COMMENT
LOW	gguf-py/gguf/metadata.py	261	# Check if we erroneously matched against './' or '../' etc...	COMMENT
LOW	gguf-py/gguf/metadata.py	457	# Check if Hugging Face ID is present in URL	COMMENT
LOW	gguf-py/gguf/metadata.py	515	# Check if Hugging Face ID is present in URL	COMMENT
LOW	gguf-py/gguf/gguf_reader.py	80	# Check if it's unsafe to perform slice optimization on data	COMMENT
LOW	gguf-py/gguf/gguf_reader.py	246	# Check if it's a simple scalar type.	COMMENT
LOW	gguf-py/gguf/utility.py	207	# Check if we have enough data to read the metadata	COMMENT
LOW⚡	gguf-py/gguf/scripts/gguf_editor_gui.py	1150	# Check if this is an enum field	COMMENT
LOW⚡	gguf-py/gguf/scripts/gguf_editor_gui.py	1155	# Check if it's a name	COMMENT
LOW⚡	gguf-py/gguf/scripts/gguf_editor_gui.py	1160	# Check if it's a number or "NAME (value)" format	COMMENT
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	965	# Check if this is an enum array	COMMENT
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	972	# Check if this is an enum field	COMMENT
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	1072	# Check if this field has an enum type	COMMENT
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	1317	# Check if this is one of the linked tokenizer keys	COMMENT
LOW	gguf-py/gguf/scripts/gguf_editor_gui.py	1431	# Check if key already exists	COMMENT
LOW	gguf-py/gguf/scripts/gguf_dump.py	336	# Check if new Tensor Group	COMMENT
LOW	tests/test-lora-conversion-inference.sh	139	# Print results	COMMENT
LOW	examples/convert_legacy_llama.py	1200	# Check if it's a set of safetensors files first	COMMENT
LOW	examples/pydantic_models_to_grammar.py	490	# Check if the field is optional (not required)	COMMENT
LOW	examples/pydantic_models_to_grammar.py	96	if not parts: # Check if the list is empty	CODE
LOW	examples/llama-eval/llama-server-simulator.py	127	# Check if question text is contained in the cleaned request	COMMENT
LOW	…mples/model-conversion/scripts/utils/perplexity-gen.sh	16	# Check if data/wikitext-2-raw directory exists	COMMENT
LOW	…odel-conversion/scripts/utils/perplexity-run-simple.sh	15	# Check if data/wikitext-2-raw directory exists	COMMENT
LOW	examples/model-conversion/scripts/utils/common.py	65	# Check if there's an overlap between first and last indices or if we're at the edge case of s = 2 * max_seq	COMMENT
LOW	…model-conversion/scripts/utils/hf-create-collection.py	23	# Check if HF_TOKEN is available	COMMENT
LOW⚡	…mples/model-conversion/scripts/utils/semantic_check.py	40	# Check if this is pooled (single embedding) or per-token embeddings	COMMENT
LOW	…mples/model-conversion/scripts/utils/semantic_check.py	85	# Check if the distance of each token embedding from the origin and compare	COMMENT
LOW	scripts/release.sh	77	# Check if we have the latest from master (skip in dry-run)	COMMENT
LOW	scripts/compare-llama-bench.py	187	# Check if all required Python libraries are installed. Would have failed earlier if not.	STRING
LOW⚡	scripts/verify-checksum-models.py	31	# Check if the hash list file exists	COMMENT
LOW	scripts/verify-checksum-models.py	54	# Check if the file exists	COMMENT
LOW	scripts/verify-checksum-models.py	70	# Add the results to the array	COMMENT
LOW	scripts/verify-checksum-models.py	82	# Output the results as a table	COMMENT
LOW	scripts/apple/validate-macos.sh	688	# Check if authentication credentials are provided	COMMENT
LOW⚡	scripts/apple/validate-macos.sh	707	# Check if app was created successfully	COMMENT
LOW⚡	scripts/apple/validate-macos.sh	715	# Check if app binary exists and is executable	COMMENT
LOW⚡	scripts/apple/validate-macos.sh	723	# Check if framework was properly embedded	COMMENT
LOW⚡	scripts/apple/validate-macos.sh	731	# Check if framework binary exists	COMMENT
LOW	scripts/apple/validate-visionos.sh	682	# Check if authentication credentials are provided	COMMENT
LOW⚡	scripts/apple/validate-visionos.sh	707	# Check if validation failed because the app isn't in App Store Connect	COMMENT
LOW⚡	scripts/apple/validate-visionos.sh	716	# Check if IPA was created successfully	COMMENT
LOW⚡	scripts/apple/validate-visionos.sh	724	# Check if app binary exists and is executable	COMMENT
LOW⚡	scripts/apple/validate-visionos.sh	732	# Check if framework was properly embedded	COMMENT
LOW⚡	scripts/apple/validate-visionos.sh	740	# Check if framework binary exists	COMMENT
LOW	scripts/apple/validate-ios.sh	691	# Check if authentication credentials are provided	COMMENT
LOW⚡	scripts/apple/validate-ios.sh	716	# Check if validation failed because the app isn't in App Store Connect	COMMENT
LOW⚡	scripts/apple/validate-ios.sh	725	# Check if IPA was created successfully	COMMENT
LOW⚡	scripts/apple/validate-ios.sh	733	# Check if app binary exists and is executable	COMMENT
LOW⚡	scripts/apple/validate-ios.sh	741	# Check if framework was properly embedded	COMMENT
LOW⚡	scripts/apple/validate-ios.sh	749	# Check if framework binary exists	COMMENT
LOW	scripts/apple/validate-tvos.sh	684	# Check if authentication credentials are provided	COMMENT
LOW⚡	scripts/apple/validate-tvos.sh	709	# Check if validation failed because the app isn't in App Store Connect	COMMENT
LOW⚡	scripts/apple/validate-tvos.sh	718	# Check if IPA was created successfully	COMMENT
LOW⚡	scripts/apple/validate-tvos.sh	726	# Check if app binary exists and is executable	COMMENT
LOW⚡	scripts/apple/validate-tvos.sh	734	# Check if framework was properly embedded	COMMENT
LOW⚡	scripts/apple/validate-tvos.sh	742	# Check if framework binary exists	COMMENT
9 more matches not shown…

Verbosity Indicators53 hits · 94 pts

Severity	File	Line	Snippet	Context
LOW	tools/ui/scripts/make-icons-circular.js	89	// Step 1: Scale source relative to circle diameter (not full icon), composite centered onto white canvas of full size	COMMENT
LOW	tools/ui/scripts/make-icons-circular.js	101	// Step 2: Composite scaled image onto white background, then apply circular mask	COMMENT
LOW	tools/ui/src/lib/utils/latex-protection.ts	206	// Step 0: Temporarily remove blockquote markers (>) to process LaTeX correctly	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	224	// Step 1: Protect code blocks	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	233	// Step 2: Protect existing LaTeX expressions	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	272	// Step 3: Escape standalone $ before digits (currency like $5 → \$5)	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	276	// Step 4: Restore protected LaTeX expressions (they are valid)	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	295	// Step 5: Apply additional escaping functions (brackets and mhchem)	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	303	// Step 6: Convert remaining $...$ → $...$, \[...\] → $$...$$	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	321	// Step 7: Restore code blocks	COMMENT
LOW⚡	tools/ui/src/lib/utils/latex-protection.ts	327	// Step 8: Restore blockquote markers	COMMENT
LOW	tools/mtmd/models/mobilenetv5.cpp	217	// Step 1: Compute Q @ K.T	COMMENT
LOW⚡	tests/test-backend-ops.cpp	2071	// Step 1: create input tensors that don't depend on any other tensors:	COMMENT
LOW⚡	tests/test-backend-ops.cpp	2078	// Step 2: use the op that you want to test in the GGML compute graph.	COMMENT
LOW⚡	tests/test-backend-ops.cpp	2082	// Step 3: return the output tensor.	COMMENT
LOW	scripts/debug-test.sh	62	# Step 0: Check the args	COMMENT
LOW	scripts/debug-test.sh	95	# Step 1: Reset and Setup folder context	COMMENT
LOW⚡	scripts/debug-test.sh	109	# Step 2: Setup Build Environment and Compile Test Binaries	COMMENT
LOW⚡	scripts/debug-test.sh	118	# Step 3: Find all tests available that matches REGEX	COMMENT
LOW	scripts/debug-test.sh	134	# Step 4: Identify Test Command for Debugging	COMMENT
LOW	scripts/debug-test.sh	171	# Step 5: Execute or GDB Debug	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/norm_f32.c	84	// Step 1: sum for mean	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/norm_f32.c	110	// Step 2: compute (x - mean) → dst, accumulate variance	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/norm_f32.c	143	// Step 3: apply scale to centered values in dst	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/rms_norm_f32.c	100	// Step 1: Compute sum of squares using 8-wide vectors	COMMENT
LOW⚡	ggml/src/ggml-et/et-kernels/src/rms_norm_f32.c	124	// Step 2: scale = rsqrt(mean + eps)	COMMENT
LOW⚡	ggml/src/ggml-et/et-kernels/src/rms_norm_f32.c	132	// Step 3: Apply scaling: broadcast scale once, reuse across loop	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/rwkv_wkv7_f32.c	177	// Step 1: sa = dot(a, state_prev[i])	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/rwkv_wkv7_f32.c	196	// Step 2: state update + result accumulation	COMMENT
LOW	ggml/src/ggml-webgpu/ggml-webgpu.cpp	1454	// For set rows specifically, we need to check if src and idx are empty	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	318	// Step 1: Apply decay gate to state	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	323	// Step 2: delta = (v - S @ k) * beta	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	330	// Step 3: state += outer(delta, k)	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	336	// Step 4: attn_out = S @ q * scale	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	2853	// Step 5: multiply by attn_factor	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	2870	// Step 6: repeat	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3134	// Step 1: Prepare trans tensors for F16 type conversion to F32 if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3159	// Step 2: Prepare head tensors for tail splitting if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3188	// Step 3: Execute RotaryPositionEmbedding	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3235	// Step 4: Copy unrotated tail portion from source to destination	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3264	// Step 5: Cast back to F16 if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3950	// Step 1: cast the src0 (Query) to fp16 if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3973	// Step 2: create the acl tensors for src1 (Key), src2 (Value),	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	4017	// Step 3: create the PSEShift tensor if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	4086	// Step 4: set the inputs for FusedInferAttention.	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	4147	// Step 6: post-processing — slice padded output and/or cast to f32	COMMENT
LOW	src/llama-sampler.cpp	3417	// Step 1: Look for restart sequences to limit the maximum repetition length.	COMMENT
LOW	src/llama-sampler.cpp	3478	// Step 2: Iterate in reverse over the last N tokens of the context, using the "Z-algorithm" (in	COMMENT
LOW	src/llama-sampler.cpp	3542	// Step 3: Iterate over dry_repeat_count and last_tokens, examining the maximum repeat length	COMMENT
LOW	src/llama-sampler.cpp	3569	// Step 4: Apply logit penalties based on the maximum repeat length for relevant tokens.	COMMENT
LOW	src/models/kimi-linear.cpp	197	// Step 1: Q, K, V projections -> [d_inner, n_tokens]	COMMENT
LOW⚡	src/models/kimi-linear.cpp	389	// Step 1: Q projection and reshape	COMMENT
LOW⚡	src/models/kimi-linear.cpp	394	// Step 2: KV compression	COMMENT

Modern AI Meta-Vocabulary31 hits · 91 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/ui/tests/unit/partial-tool-call-cleanup.test.ts	23	// on Stop/Send immediately, mirroring what the agentic flow already does in	COMMENT
MEDIUM	tools/ui/tests/unit/partial-tool-call-cleanup.test.ts	67	// After Stop, savePartialResponseIfNeeded clears toolCalls and the agentic	COMMENT
MEDIUM	tools/ui/tests/unit/agentic-hotpath.bench.ts	1	// Microbenchmarks for the functions on the agentic-thread streaming hot path.	COMMENT
MEDIUM	tools/ui/tests/unit/agentic-hotpath.bench.ts	7	// Run: npx vitest bench --project=unit tests/unit/agentic-hotpath.bench.ts	COMMENT
MEDIUM	tools/ui/tests/unit/agentic-section-expansion.test.ts	1	// Truth table for the default expansion of agentic sections - what a tool call	COMMENT
MEDIUM	tools/ui/tests/unit/agentic-section-expansion.test.ts	4	// The interesting row is a call the agentic loop reports as running while its	COMMENT
MEDIUM	tools/ui/tests/client/README-perf.md	5	## Tier 1 - `agentic-stream.perf.svelte.test.ts` (project: `client`, real Chromium)	COMMENT
MEDIUM	tools/ui/tests/client/README-perf.md	52	## Tier 2 - `../unit/agentic-hotpath.bench.ts` (project: `unit`, node)	COMMENT
MEDIUM	…ols/ui/tests/client/agentic-stream.perf.svelte.test.ts	1	// Tier 1 perf harness for the agentic thread.	COMMENT
MEDIUM	…ols/ui/tests/client/agentic-stream.perf.svelte.test.ts	11	// Run: npx vitest --project=client --run tests/client/agentic-stream.perf.svelte.test.ts	COMMENT
MEDIUM	…ols/ui/tests/client/agentic-stream.perf.svelte.test.ts	380	// Baseline: plain text streaming, nothing agentic.	COMMENT
MEDIUM	tools/ui/src/lib/constants/agentic.constants.ts	26	// Separator between the assistant text sections of a grouped agentic	COMMENT
MEDIUM	tools/ui/src/lib/stores/chat/index.svelte.ts	728	// If agentic loop is running, inject as a steering message instead of starting a new flow	COMMENT
MEDIUM	tools/ui/src/lib/stores/chat/index.svelte.ts	735	// If non-agentic streaming is active, queue as a pending message to send after completion	COMMENT
MEDIUM	tools/ui/src/lib/stores/chat/index.svelte.ts	946	// applied once covers the plain send, the agentic flow, and the	COMMENT
MEDIUM	tools/ui/src/lib/stores/chat/index.svelte.ts	1212	// Update the first assistant message with cumulative agentic timings	COMMENT
MEDIUM	tools/ui/src/lib/stores/chat/index.svelte.ts	1262	// Generate LLM based title for new conversations after agentic flow completes	COMMENT
MEDIUM	tools/ui/src/lib/stores/chat/context-stats.svelte.ts	110	// A running agentic flow stamps llm totals on messages only when it	COMMENT
MEDIUM	tools/ui/src/lib/stores/chat/context-stats.svelte.ts	129	// Agentic sessions stamp the same agentic.llm totals onto every	COMMENT
MEDIUM	tools/ui/src/lib/utils/agentic.ts	604	// Walk consecutive trailing tool results. The agentic loop only emits tool	COMMENT
MEDIUM	tools/ui/src/lib/utils/index.ts	390	// Audio format helper (used by agentic store and chat service)	COMMENT
MEDIUM	…b/components/app/chat/ChatMessages/ChatMessages.svelte	144	// Build display entries, grouping agentic sessions into single entries.	COMMENT
MEDIUM	…b/components/app/chat/ChatMessages/ChatMessages.svelte	145	// An agentic session = assistant(with tool_calls) → tool → assistant → tool → ... → assistant(final)	COMMENT
MEDIUM	…app/chat/ChatMessages/ChatMessageAgenticContent.svelte	99	// Cwd the agentic loop passes to tool calls in this conversation; the exec	COMMENT
MEDIUM	…/ChatMessages/ChatMessage/ChatMessageCompaction.svelte	75	// A toggle by hand outranks the in-progress expansion, the way the agentic	COMMENT
MEDIUM	…olCall/ChatMessageToolCallBlockExecShellCommand.svelte	103	// value - it is what the agentic loop passes when executing the call.	COMMENT
MEDIUM	…ges/ChatMessage/ChatMessageUser/ChatMessageUser.svelte	38	// For agentic turns, prefer the cumulative agentic.llm totals over per-call timings.	COMMENT
MEDIUM	…MessageAssistant/ChatMessageAssistantStatistics.svelte	16	// A running agentic flow stamps per-turn timings on its root message at each	COMMENT
MEDIUM	…MessageAssistant/ChatMessageAssistantStatistics.svelte	17	// turn boundary and the cumulative agentic totals only on exit; while it runs,	COMMENT
MEDIUM	…i/src/lib/components/app/chat/ChatForm/ChatForm.svelte	156	// policy-aware, same rule as the agentic flow: MCP category on and at	COMMENT
MEDIUM	examples/llama-eval/llama-eval.py	247	# Extra construction options for the agentic suite, set from the CLI.	STRING

Self-Referential Comments27 hits · 86 pts

Severity	File	Line	Snippet	Context
MEDIUM	build-xcframework.sh	414	# Create a separate directory for dSYMs for all platforms	COMMENT
MEDIUM	build-xcframework.sh	422	# Create a copy of the binary that will be stripped	COMMENT
MEDIUM	tools/server/tests/unit/test_mcp_servers.py	490	# Create a minimal server that returns empty tools list	COMMENT
MEDIUM	ci/run.sh	686	# Create a fresh python3 venv and enter it	COMMENT
MEDIUM	gguf-py/gguf/metadata.py	66	# Create a new Metadata instance	COMMENT
MEDIUM	gguf-py/gguf/scripts/gguf_editor_gui.py	42	# Define the tokenizer keys that should be edited together	COMMENT
MEDIUM	gguf-py/gguf/scripts/gguf_editor_gui.py	228	# Create a dialog with enum options	COMMENT
MEDIUM	gguf-py/gguf/scripts/gguf_editor_gui.py	539	# Create a widget to hold the button	COMMENT
MEDIUM	gguf-py/gguf/scripts/gguf_editor_gui.py	579	# Create a dialog with enum options	COMMENT
MEDIUM	gguf-py/gguf/scripts/gguf_editor_gui.py	705	# Create a dialog with enum options	COMMENT
MEDIUM	gguf-py/gguf/scripts/gguf_editor_gui.py	1271	# Create a dialog with enum options	COMMENT
MEDIUM	examples/pydantic_models_to_grammar.py	186	# Define the rule identifier based on max_digit and min_digit	COMMENT
MEDIUM	examples/pydantic_models_to_grammar.py	241	# Define the integer part rule	COMMENT
MEDIUM	examples/pydantic_models_to_grammar.py	248	# Define the fractional part rule based on precision constraints	COMMENT
MEDIUM	examples/pydantic_models_to_grammar.py	264	# Define the float rule	COMMENT
MEDIUM	examples/pydantic_models_to_grammar.py	370	# Defining the union grammar rule separately	COMMENT
MEDIUM	examples/pydantic_models_to_grammar.py	1179	# Creating the dynamic model	COMMENT
MEDIUM	…model-conversion/scripts/utils/hf-create-collection.py	39	# Create the collection	COMMENT
MEDIUM⚡	scripts/verify-checksum-models.py	25	# Define the path to the llama directory (parent folder of script directory)	COMMENT
MEDIUM⚡	scripts/verify-checksum-models.py	28	# Define the file with the list of hashes and filenames	COMMENT
MEDIUM⚡	scripts/verify-checksum-models.py	40	# Create an array to store the results	COMMENT
MEDIUM	scripts/apple/validate-macos.sh	574	# Create a simple xcscheme file to avoid xcodebuild scheme issues	COMMENT
MEDIUM	scripts/apple/validate-macos.sh	670	# Create a zip file for potential distribution	COMMENT
MEDIUM	scripts/apple/validate-visionos.sh	568	# Create a simple xcscheme file to avoid xcodebuild scheme issues	COMMENT
MEDIUM	scripts/apple/validate-ios.sh	577	# Create a simple xcscheme file to avoid xcodebuild scheme issues	COMMENT
MEDIUM	scripts/apple/validate-tvos.sh	570	# Create a simple xcscheme file to avoid xcodebuild scheme issues	COMMENT
MEDIUM	.github/actions/windows-setup-rocm/action.yml	17	# Create the venv directly at the cache location to avoid relocation issues	COMMENT

AI Slop Vocabulary18 hits · 44 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/ui/package-lock.json	14864	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	tools/ui/src/lib/vendors/nerdamer-prime/Algebra.js	3243	return symbol; // Absolutely nothing to do	CODE
MEDIUM	tools/ui/src/lib/vendors/nerdamer-prime/Algebra.js	3754	// this will also need utilize big number at some point	COMMENT
MEDIUM	tools/ui/src/lib/stores/chat/streams.svelte.ts	343	// the lookup by message id is robust to reordering of activeMessages, two parallel attaches	COMMENT
MEDIUM	gguf-py/gguf/metadata.py	394	# (Definitely not part of hugging face formal/informal standard)	COMMENT
MEDIUM	gguf-py/gguf/metadata.py	410	# (Definitely not part of hugging face formal/informal standard... but with model_ appended to match their s	COMMENT
MEDIUM	gguf-py/gguf/lazy.py	49	# TODO: make this even more comprehensive	COMMENT
LOW	examples/model-conversion/scripts/utils/common.py	70	# If there's overlap, just use the combined unique indices	COMMENT
MEDIUM	examples/embedding/embedding.cpp	122	// utilize the full context	COMMENT
LOW	scripts/jinja/jinja-tester.py	115	# Malformed template, just add the token	COMMENT
LOW	scripts/jinja/jinja-tester.py	134	# Malformed template, just add the token	COMMENT
MEDIUM	.github/workflows/release.yml	1149	# TODO: these jobs need to use llvm toolchain in order to utilize the ccache	COMMENT
LOW	conversion/deepseek.py	47	# @bluebread: there's no window_size in config but just add it here anyway	COMMENT
LOW	conversion/granite.py	809	# If not layer id, just use the projector index	COMMENT
MEDIUM	ggml/src/ggml-cpu/amx/mmq.cpp	603	// pack again with 128 to fully utilize vector length	COMMENT
MEDIUM	ggml/src/ggml-cpu/amx/mmq.cpp	645	// pack again with 128 to fully utilize vector length	COMMENT
MEDIUM	ggml/src/ggml-cpu/amx/mmq.cpp	743	// pack again with 128 to fully utilize vector length	COMMENT
MEDIUM	src/llama-context.cpp	833	// need to implement a more robust mechanism that tries a few different inputs and analyzes the results	COMMENT

Cross-Language Confusion6 hits · 28 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test-tokenizer-random.py	346	if unicodedata.category(chr(cpt)) in ("Cn", "Cs", "Co"): # undefined, surrogates, private	CODE
HIGH	scripts/tool_bench.py	10	cmake -B build && cmake --build build --config Release -j -t llama-server	STRING
HIGH	scripts/snapdragon/build.py	350	chmod_cmd = adb_cmd + ["shell", f"chmod -R 755 {shlex.quote(target_dir)}/bin 2>/dev/null \|\| true"]	CODE
HIGH	scripts/snapdragon/build.py	372	chmod_cmd = adb_cmd + ["shell", f"chmod -R 755 {target_dir}/bin 2>/dev/null \|\| true"]	CODE
HIGH	scripts/snapdragon/build.py	409	chmod_cmd = ["ssh", ssh_host, f"chmod -R 755 {target_dir}/bin 2>/dev/null \|\| true"]	CODE
HIGH	conversion/beam.py	26	raise ValueError("Beam: expected NoPE full-attention layers (rope_parameters.full_attention = null)")	CODE

Synthetic Comment Markers5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	tools/completion/README.md	90	<!-- IMPORTANT: The list below is auto-generated by llama-gen-docs; do NOT modify it manually -->	CODE
HIGH	tools/server/README.md	28	<!-- IMPORTANT: The list below is auto-generated by llama-gen-docs; do NOT modify it manually -->	CODE
HIGH	tools/cli/README.md	7	<!-- IMPORTANT: The list below is auto-generated by llama-gen-docs; do NOT modify it manually -->	CODE
HIGH	examples/gen-docs/gen-docs.cpp	14	#define NOTE_MESSAGE "<!-- IMPORTANT: The list below is auto-generated by llama-gen-docs; do NOT modify it manually	COMMENT
HIGH	ggml/src/ggml-virtgpu/regenerate_remoting.py	3	# Generated by Claude AI	STRING

TODO Padding13 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	tools/server/server-schema.cpp	73	// TODO: implement t_max_prompt_ms	COMMENT
LOW	tools/server/server-task.h	92	int64_t t_max_prompt_ms = -1; // TODO: implement	CODE
LOW	include/llama.h	1090	// TODO: implement get_embeddings() and get_logits() for llama_batch_ext	COMMENT
LOW	common/speculative.cpp	1957	// TODO: implement	COMMENT
LOW	common/speculative.cpp	2005	// TODO: implement	COMMENT
LOW	common/speculative.cpp	2163	// TODO: implement	COMMENT
LOW	common/speculative.cpp	2334	// TODO: implement	COMMENT
LOW	conversion/gemma.py	569	# TODO: implement self.prediction_coefs.weight.clamp_(...)	COMMENT
LOW	ggml/src/ggml.c	4024	// TODO: implement non F32 return	COMMENT
LOW	ggml/src/ggml.c	4048	// TODO: implement non F32 return	COMMENT
LOW	ggml/src/ggml.c	5227	// TODO: implement antialias for modes other than bilinear	COMMENT
LOW	src/llama-model-saver.cpp	404	// TODO: implement split file support	COMMENT
LOW	src/llama-model-saver.cpp	455	// TODO: implement LoRA support	COMMENT

Modern Structural Boilerplate18 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	gguf-py/gguf/gguf_writer.py	36	logger = logging.getLogger(__name__)	CODE
LOW	gguf-py/gguf/vocab.py	47	logger = logging.getLogger(__name__)	CODE
LOW	gguf-py/gguf/vocab.py	167	def _set_special_token(self, typ: str, tid: Any) -> None:	CODE
LOW	gguf-py/gguf/gguf_reader.py	39	logger = logging.getLogger(__name__)	CODE
LOW	gguf-py/gguf/lazy.py	11	logger = logging.getLogger(__name__)	CODE
LOW	gguf-py/gguf/scripts/gguf_set_metadata.py	44	def set_metadata(reader: GGUFReader, args: argparse.Namespace) -> None:	CODE
LOW	scripts/tool_bench.py	75	logger = logging.getLogger(__name__)	CODE
LOW	scripts/snapdragon/ggml-hexagon-inspect.py	159	def update_sp_regs(insn: str, sp_regs: Set[str]) -> None:	CODE
LOW	conversion/minimax.py	48	def set_vocab(self) -> None:	CODE
LOW	conversion/command_r.py	81	def _set_vocab_gpt2(self) -> None:	CODE
LOW	conversion/__init__.py	11	__all__ = [	CODE
LOW	conversion/laguna.py	24	def set_vocab(self) -> None:	CODE
LOW	conversion/laguna.py	64	def set_gguf_parameters(self) -> None:	CODE
LOW	conversion/spark2_5.py	17	def set_gguf_parameters(self) -> None:	CODE
LOW	conversion/bert.py	360	def set_vocab(self) -> None:	CODE
LOW⚡	conversion/base.py	2385	def _set_vocab_none(self) -> None:	CODE
LOW⚡	conversion/base.py	2388	def _set_vocab_gpt2(self) -> None:	CODE
LOW⚡	conversion/base.py	2398	def _set_vocab_whitespace(self) -> None:	CODE

Example Usage Blocks10 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	tools/ui/scripts/dev.sh	8	# Usage:	COMMENT
LOW	gguf-py/examples/writer.py	13	# Example usage:	COMMENT
LOW	tests/test-tokenizer-0.sh	3	# Usage:	COMMENT
LOW	tests/test-tokenizer-random.py	4	# Sample usage:	COMMENT
LOW	examples/json_schema_pydantic_example.py	1	# Usage:	COMMENT
LOW	scripts/sync-ggml-am.sh	5	# Usage:	COMMENT
LOW	scripts/hf.sh	5	# Usage:	COMMENT
LOW	scripts/build-profile.sh	4	# Usage:	COMMENT
LOW	scripts/release.sh	11	# Usage:	COMMENT
LOW	ggml/src/ggml-sycl/dpct/helper.hpp	3020	/// Example usage:	COMMENT

Fake / Example Data7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	tools/mtmd/mtmd-helper.h	31	// TODO @ngxson : allow "placeholder" bitmap output for counting tokens	COMMENT
LOW⚡	tools/server/tests/unit/test_ctx_shift.py	8	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	tools/server/tests/unit/test_ctx_shift.py	8	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	tools/server/tests/unit/test_ctx_shift.py	14	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW⚡	tools/server/tests/unit/test_ctx_shift.py	14	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliq	CODE
LOW	tests/test-chat.cpp	4953	.expect_tool_calls({ { "set_nullable_str", R"({"name": "123 Main St"})", "" } })	CODE
LOW	src/llama-graph.cpp	1433	LLAMA_LOG_DEBUG("%s: can_reuse = %d\n", "placeholder", cur);	CODE

AI Structural Patterns9 hits · 8 pts

Severity	File	Line	Context
LOW	…egacy-models/minicpmv-convert-image-encoder-to-gguf.py	82	CODE
LOW	gguf-py/gguf/utility.py	90	CODE
LOW	gguf-py/gguf/utility.py	185	CODE
LOW	examples/pydantic_models_to_grammar_examples.py	308	CODE
LOW	examples/pydantic_models_to_grammar.py	1027	CODE
LOW	examples/llama-eval/llama-eval.py	1744	CODE
LOW	scripts/tool_bench.py	204	CODE
LOW	conversion/gpt_oss.py	47	CODE
LOW	conversion/base.py	126	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tools/server/README.md	1824	-H "x-api-key: your-api-key" \	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	examples/pydantic_models_to_grammar.py	532	Generate GBNF Grammar from Pydantic Models. This method takes a list of Pydantic models and uses them to gener	STRING

Slop Phrases4 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	.github/ISSUE_TEMPLATE/030-research.yml	9	Don't forget to check for any [duplicate research issue tickets](https://github.com/ggml-org/llama.cpp/issues?q=	CODE
LOW	.github/ISSUE_TEMPLATE/040-refactor.yml	9	Don't forget to [check for existing refactor issue tickets](https://github.com/ggml-org/llama.cpp/issues?q=is%3A	CODE
LOW	conversion/base.py	2008	# To avoid unexpected issues - we make sure to normalize non-normalized tokens	COMMENT
LOW	conversion/base.py	2853	# To avoid unexpected issues - we make sure to normalize non-normalized tokens	COMMENT

Overly Generic Function Names1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	examples/llama-eval/agentic_eval.py	790	def run_task(task: AgenticTask, chat, sandbox, workroot: Optional[Path] = None,	STRING

ggml-org/llama.cpp

Open-Source Code Quality, Security and Technical Debt Review