1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

8.0K

Stars

TypeScript

Language

128.2K

Lines of Code

1.7K

Files

143

Pattern Hits

2026-10-31

Scan Date

0.00

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 3.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 92 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 5.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 63 finding(s).

PR Review Velocity Impact 8.4/100 · LOW

Which changes need focused human review? 143 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 0HIGH 3MEDIUM 34LOW 106

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 143 distinct pattern matches across 9 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators32 hits · 108 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	server/crates/parakeet-rs/scripts/export.py	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	server/crates/parakeet-rs/scripts/export.py	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	server/crates/parakeet-rs/scripts/export.py	100	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	server/crates/parakeet-rs/scripts/export.py	102	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/parakeet-rs/scripts/export.py	369	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/parakeet-rs/scripts/export.py	371	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/parakeet-rs/scripts/export.py	537	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/parakeet-rs/scripts/export.py	539	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/parakeet-rs/scripts/export.py	609	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/parakeet-rs/scripts/export.py	611	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/parakeet-rs/scripts/export.py	1053	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/parakeet-rs/scripts/export.py	1055	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/parakeet-rs/scripts/export.py	1219	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/parakeet-rs/scripts/export.py	1221	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/parakeet-rs/scripts/export.py	1238	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/parakeet-rs/scripts/export.py	1240	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	server/crates/nemotron-rs/scripts/export.py	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	server/crates/nemotron-rs/scripts/export.py	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	server/crates/nemotron-rs/scripts/export.py	100	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	server/crates/nemotron-rs/scripts/export.py	102	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/nemotron-rs/scripts/export.py	354	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/nemotron-rs/scripts/export.py	356	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/nemotron-rs/scripts/export.py	522	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/nemotron-rs/scripts/export.py	524	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/nemotron-rs/scripts/export.py	594	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/nemotron-rs/scripts/export.py	596	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/nemotron-rs/scripts/export.py	1038	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/nemotron-rs/scripts/export.py	1040	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/nemotron-rs/scripts/export.py	1204	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/nemotron-rs/scripts/export.py	1206	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/nemotron-rs/scripts/export.py	1223	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	server/crates/nemotron-rs/scripts/export.py	1225	# ---------------------------------------------------------------------------	COMMENT

Over-Commented Block62 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	handoff/pwa/public/sw.js	1	// Minimal service worker. Vite serves `public/` verbatim, so this stays a plain	COMMENT
LOW	desktop/src-tauri/src/keepawake.rs	1	//! Keeping the machine awake while Vibe needs it.	COMMENT
LOW	desktop/src-tauri/src/handoff/protocol.rs	1	//! Wire types for the phone handoff protocol (`vibe/handoff/0`).	COMMENT
LOW	desktop/src-tauri/src/handoff/protocol.rs	41	#[serde(default, rename = "deviceName")]	COMMENT
LOW	desktop/src-tauri/src/handoff/protocol.rs	61	/// the phone's call to make, not enforced here.	COMMENT
LOW	desktop/src-tauri/src/handoff/protocol.rs	161	}	COMMENT
LOW	desktop/src-tauri/src/handoff/protocol.rs	181	pub language: Option<String>,	COMMENT
LOW	desktop/src-tauri/src/handoff/mod.rs	21	use crate::error::LogError;	COMMENT
LOW	server/crates/parakeet-rs/scripts/export.py	101	# Variant profiles	COMMENT
LOW	server/crates/parakeet-rs/scripts/export.py	321	"license_name": "nvidia-open-model-license",	COMMENT
LOW	server/crates/parakeet-rs/scripts/export.py	821	# [q-left, q+right]. Drives both the pos_emb buffer size	COMMENT
LOW	server/crates/parakeet-rs/scripts/export.py	841	"enc_att_chunk_left_choices": _resolve_att_chunk_context_size(enc.get("att_chunk_context_size"))[0],	COMMENT
LOW	server/crates/parakeet-rs/scripts/export.py	861	# - 'causal' → padding [(k-1), 0] (causal conv, no future)	COMMENT
LOW	server/crates/parakeet-rs/scripts/export.py	941	# only happens for chunked_limited_with_rc checkpoints, which	COMMENT
LOW	server/crates/parakeet-rs/scripts/export.py	1161		COMMENT
LOW	server/crates/parakeet-rs/scripts/export.py	1401	)	COMMENT
LOW	server/crates/ggml-rs-sys/wrapper.h	1	#include <ggml.h>	COMMENT
LOW	server/crates/ggml-rs-sys/src/cpu_variant.rs	1	//! Picks the CPU backend build for this machine.	COMMENT
LOW	server/crates/vibe-server/src/server/speakers.rs	1	//! Attributes transcript segments to diarization speaker turns.	COMMENT
LOW	server/crates/nemotron-rs/scripts/export.py	101	# Variant profiles	COMMENT
LOW	server/crates/nemotron-rs/scripts/export.py	301	"head_kind": "rnnt",	COMMENT
LOW	server/crates/nemotron-rs/scripts/export.py	521		COMMENT
LOW	server/crates/nemotron-rs/scripts/export.py	801	# for legacy GGUFs without the KV).	COMMENT
LOW	server/crates/nemotron-rs/scripts/export.py	821	# Chunked-limited-with-rc 3-tuple training menu (parakeet-unified-en-0.6b).	COMMENT
LOW	server/crates/nemotron-rs/scripts/export.py	841	# Drives both tensor emission (BN has running_mean/var; LN does	COMMENT
LOW	server/crates/nemotron-rs/scripts/export.py	921	"""	COMMENT
LOW	server/crates/nemotron-rs/scripts/export.py	1141	# the loader's eventual head dispatch (`stt.parakeet.head_kind=ctc`).	COMMENT
LOW	server/crates/nemotron-rs/scripts/export.py	1461	writer.add_int32 ("stt.parakeet.encoder.conv_context_right", hp["enc_conv_context_right"])	COMMENT
LOW	server/crates/whisper-rs/src/error.rs	41	Aborted,	COMMENT
LOW	server/crates/whisper-rs/src/lib.rs	1	//! Pure-Rust whisper engine on the GGML runtime.	COMMENT
LOW	server/libs/include/ggml-backend.h	1	#pragma once	COMMENT
LOW	server/libs/include/ggml-backend.h	261		COMMENT
LOW	server/libs/include/ggml-backend.h	381	// for tensors with axis >= 0 && axis < GGML_MAX_DIMS:	COMMENT
LOW	server/libs/include/gguf.h	1	// This file contains functionality related to "GGUF" files, the binary file format used by ggml.	COMMENT
LOW	server/libs/include/gguf.h	21	// 1. The size of the tensor in the dimension (int64_t).	COMMENT
LOW	server/libs/include/gguf.h	161		COMMENT
LOW	server/libs/include/gguf.h	181	// FILE * f = fopen(fname, "ab");	COMMENT
LOW	server/libs/include/ggml.h	1	#pragma once	COMMENT
LOW	server/libs/include/ggml.h	21	//	COMMENT
LOW	server/libs/include/ggml.h	41	// struct ggml_context * ctx = ggml_init(params);	COMMENT
LOW	server/libs/include/ggml.h	61	// struct ggml_cgraph * gf = ggml_new_graph(ctx);	COMMENT
LOW	server/libs/include/ggml.h	81	// and after defining the computation graph, call the ggml_used_mem() function to find out how much memory was	COMMENT
LOW	server/libs/include/ggml.h	101	// - ggml_conv_1d_2s()	COMMENT
LOW	server/libs/include/ggml.h	121	// assert(c->src[0] == a);	COMMENT
LOW	server/libs/include/ggml.h	141	// (float ) ((char ) a->data + ya->nb[1] + x*a->nb[0]) = x + y;	COMMENT
LOW	server/libs/include/ggml.h	161	//	COMMENT
LOW	server/libs/include/ggml.h	181	# define GGML_API __declspec(dllimport) extern	COMMENT
LOW	server/libs/include/ggml.h	201	#elif defined(__MINGW32__) && !defined(__clang__)	COMMENT
LOW	server/libs/include/ggml.h	221		COMMENT
LOW	server/libs/include/ggml.h	241	#define GGML_MEM_ALIGN 8	COMMENT
LOW	server/libs/include/ggml.h	261	__host__ __device__ constexpr inline void ggml_unused_vars_impl(Args&&...) noexcept {}	COMMENT
LOW	server/libs/include/ggml.h	281	#elif defined(_MSC_VER)	COMMENT
LOW	server/libs/include/ggml.h	1681		COMMENT
LOW	server/libs/include/ggml.h	1801	int mode);	COMMENT
LOW	server/libs/include/ggml.h	1821	// theta[i] = rope_yarn(theta[i], ...); # note: theta = theta * freq_scale is applied here	COMMENT
LOW	server/libs/include/ggml.h	1861	// - NEOX ordering is automatically applied and cannot be disabled for MROPE and VISION	COMMENT
LOW	server/libs/include/ggml.h	2421	// q: [n_embd_k, n_batch, n_head, ne3 ]	COMMENT
LOW	server/libs/include/ggml.h	2601	//	COMMENT
LOW	server/libs/include/ggml.h	2761		COMMENT
LOW	server/libs/include/ggml.h	2781	// c	COMMENT
2 more matches not shown…

Hyper-Verbose Identifiers22 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	desktop/src/providers/recording-shortcut.tsx	39	export function RecordingShortcutProvider({ children }: { children: ReactNode }) {	CODE
LOW	desktop/src/providers/recording-shortcut.tsx	131	async function releaseRegisteredShortcut() {	CODE
LOW	desktop/src/lib/permissions.ts	17	export async function ensureSystemAudioPermission(): Promise<boolean> {	CODE
LOW	desktop/src/lib/qr.ts	49	function alignmentPatternPositions(version: number): number[] {	CODE
LOW	desktop/src/lib/qr.ts	191	function finderPenaltyCountPatterns(history: number[]): number {	CODE
LOW	desktop/src/lib/transcripts-store.ts	412	export async function updateTranscriptSpeakerNames(path: string, speakerNames: SpeakerNames): Promise<boolean> {	CODE
LOW	desktop/src/lib/notify.ts	3	async function ensureNotificationPermission(): Promise<boolean> {	CODE
LOW	desktop/src/lib/config.ts	107	export function getDefaultRecordingShortcut() {	CODE
LOW	desktop/src/lib/transcript-export.ts	194	export function serializeTranscriptExport(format: TextFormat, segments: Segment[], summary: string \| undefined, options:	CODE
LOW	desktop/src/pages/settings/sections/recording.tsx	26	export function normalizePermissionStatus(value: PermissionStatus \| boolean): PermissionStatus {	CODE
LOW	server/crates/parakeet-rs/scripts/export.py	423	def _load_nemo_archive_directly(nemo_path: Path):	CODE
LOW	server/crates/parakeet-rs/scripts/export.py	633	def _resolve_att_context_size(raw) -> tuple[int, int]:	CODE
LOW	server/crates/parakeet-rs/scripts/export.py	660	def _resolve_att_context_size_choices(raw) -> list[tuple[int, int]]:	CODE
LOW	server/crates/parakeet-rs/scripts/export.py	688	def _resolve_att_chunk_context_size(raw) -> tuple[list[int], list[int], list[int]]:	CODE
LOW	server/crates/parakeet-rs/scripts/export.py	717	def _resolve_conv_context_size(raw, kernel_size: int) -> tuple[int, int]:	CODE
LOW	server/crates/nemotron-rs/scripts/export.py	408	def _load_nemo_archive_directly(nemo_path: Path):	CODE
LOW	server/crates/nemotron-rs/scripts/export.py	618	def _resolve_att_context_size(raw) -> tuple[int, int]:	CODE
LOW	server/crates/nemotron-rs/scripts/export.py	645	def _resolve_att_context_size_choices(raw) -> list[tuple[int, int]]:	CODE
LOW	server/crates/nemotron-rs/scripts/export.py	673	def _resolve_att_chunk_context_size(raw) -> tuple[list[int], list[int], list[int]]:	CODE
LOW	server/crates/nemotron-rs/scripts/export.py	702	def _resolve_conv_context_size(raw, kernel_size: int) -> tuple[int, int]:	CODE
LOW	server/libs/include/ggml-backend.h	213	typedef ggml_backend_buffer_type_t (ggml_backend_split_buffer_type_t)(int main_device, const float tensor_split	CODE
LOW	scripts/check_i18n.py	86	def compare_translated_content():	CODE

Cross-Language Confusion3 hits · 18 pts

Severity	File	Line	Snippet	Context
HIGH	handoff/pwa/serve.py	11	pnpm -C handoff/pwa build && uv run handoff/pwa/serve.py # http://localhost:8088	STRING
HIGH	server/crates/parakeet-rs/scripts/lib/gguf_common.py	255	# null). canonicalize_normalize maps to our schema so the GGUF and the	COMMENT
HIGH	server/crates/nemotron-rs/scripts/lib/gguf_common.py	255	# null). canonicalize_normalize maps to our schema so the GGUF and the	COMMENT

Excessive Try-Catch Wrapping7 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	server/crates/parakeet-rs/scripts/export.py	511	except Exception as e:	CODE
LOW	server/crates/parakeet-rs/scripts/export.py	521	except Exception as e:	CODE
LOW	server/crates/nemotron-rs/scripts/export.py	496	except Exception as e:	CODE
LOW	server/crates/nemotron-rs/scripts/export.py	506	except Exception as e:	CODE
LOW	scripts/website_links.py	92	except Exception as exc:	CODE
MEDIUM	scripts/website_links.py	93	print(f"Error fetching or processing latest release: {exc}", file=sys.stderr)	CODE
MEDIUM	scripts/website_links.py	82	def main() -> int:	CODE

Unused Imports9 hits · 8 pts

Severity	File	Line	Context
LOW	handoff/pwa/serve.py	22	CODE
LOW	server/crates/nemotron-diarize-rs/scripts/export.py	18	CODE
LOW	server/crates/parakeet-rs/scripts/export.py	64	CODE
LOW	server/crates/parakeet-rs/scripts/lib/gguf_common.py	13	CODE
LOW	server/crates/nemotron-rs/scripts/export.py	64	CODE
LOW	server/crates/nemotron-rs/scripts/lib/gguf_common.py	13	CODE
LOW	scripts/channel.py	18	CODE
LOW	scripts/website_links.py	9	CODE
LOW	scripts/export_kofi_supports.py	10	CODE

Deep Nesting5 hits · 4 pts

Severity	File	Line	Context
LOW	server/crates/parakeet-rs/scripts/export.py	558	CODE
LOW	server/crates/parakeet-rs/scripts/lib/gguf_common.py	300	CODE
LOW	server/crates/nemotron-rs/scripts/export.py	543	CODE
LOW	server/crates/nemotron-rs/scripts/lib/gguf_common.py	300	CODE
LOW	scripts/content_i18n.py	69	CODE

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	server/crates/parakeet-rs/scripts/lib/gguf_common.py	42		CODE
LOW	server/crates/nemotron-rs/scripts/lib/gguf_common.py	42		CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	website/public/installer.sh	7	# Usage:	COMMENT

thewh1teagle/vibe

Open-Source Code Quality, Security and Technical Debt Review