AI Slop Code RIsk Monitor

Vinzent03/obsidian-git

Integrate Git version control with automatic commit-and-sync and other advanced features in Obsidian.md

4.6 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for Vinzent03/obsidian-git, a TypeScript project with 12,098 GitHub stars. SynthScan examined 30,918 lines of code across 122 source files, recording 51 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 4.6 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

4.6
Adjusted Signal
4.6
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
12.1K
Stars
TypeScript
Language
30.9K
Lines of Code
122
Files
51
Pattern Hits
2026-10-12
Scan Date
0.08
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 6.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 41 finding(s).

Hallucinated Dependency & Supply Chain Risk 14.9/100 · LOW

Are imports declared and package/API names verified? 10 finding(s).

Agent Over-Engineering Ratio 4.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 27 finding(s).

PR Review Velocity Impact 20.4/100 · LOW

Which changes need focused human review? 51 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 10HIGH 0MEDIUM 0LOW 41

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 51 distinct pattern matches across 4 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.

Hallucination Indicators10 hits · 100 pts
SeverityFileLineSnippetContext
CRITICALsrc/gitActions.ts78 await this.plugin.app.vault.adapter.append(CODE
CRITICALsrc/gitActions.ts116 !(await this.plugin.app.vault.adapter.exists(CODE
CRITICALsrc/gitActions.ts134 await this.plugin.app.vault.adapter.rmdir(repositoryPath, true);CODE
CRITICALsrc/gitActions.ts224 await this.plugin.app.vault.adapter.rmdir(CODE
CRITICALsrc/gitActions.ts1251 await this.plugin.app.vault.adapter.remove(CODE
CRITICALsrc/gitActions.ts1315 await this.plugin.app.vault.adapter.rmdir(CODE
CRITICALsrc/gitActions.ts1320 await this.plugin.app.vault.adapter.remove(CODE
CRITICALsrc/tools.ts45 const statRes = await this.plugin.app.vault.adapter.stat(CODE
CRITICALsrc/statusBar.ts292 this.plugin.cachedStatus.changed.length.toString()CODE
CRITICALsrc/gitManager/isomorphicGit.ts700 const headExists = await this.plugin.app.vault.adapter.exists(CODE
Hyper-Verbose Identifiers27 hits · 27 pts
SeverityFileLineSnippetContext
LOWtests/helpers/gitRepo.ts153export async function createRepoWithMergeConflict(): Promise<TestRepo> {CODE
LOWtests/helpers/isomorphicGit.ts88export function createIsomorphicGitManager(CODE
LOWtests/helpers/simpleGit.ts73export async function createSimpleGitTestContext(CODE
LOWtests/helpers/gitManagerHarness.ts42async function createIsomorphicGitHarness(CODE
LOWsrc/utils.ts142export function prefixOfLengthAsWhitespace(CODE
LOWsrc/utils.ts227export function convertPathToAbsoluteGitignoreRule({CODE
LOWsrc/ui/sourceControl/sourceControl.svelte153 function getCommitActionDescription(sync: boolean): string {CODE
LOWsrc/ui/sourceControl/sourceControl.svelte361 async function performConflictCountUpdate(path?: string): Promise<void> {CODE
LOWsrc/setting/settings.ts1437export function parseColoringMaxAgeDuration(CODE
LOWsrc/editor/lineAuthor/model.ts77export function newComputationResultAsTransaction(CODE
LOWsrc/editor/lineAuthor/view/contextMenu.ts51function addConfigurableLineAuthorSettings(CODE
LOWsrc/editor/lineAuthor/view/contextMenu.ts98export function enrichCommitInfoForContextMenu(CODE
LOWsrc/editor/lineAuthor/view/view.ts75function lineAuthoringGutterMarkersRangeSet(CODE
LOWsrc/editor/lineAuthor/view/view.ts115function computeLineAuthoringGutterMarkersRangeSet(CODE
LOWsrc/editor/lineAuthor/view/view.ts223function computeLineMappingForUnsavedChanges(CODE
LOWsrc/editor/lineAuthor/view/view.ts268function temporaryWorkaroundGutterSpacingForRenderedLineAuthoring(CODE
LOWsrc/editor/lineAuthor/view/cache.ts53export function conditionallyUpdateLongestRenderedGutter(CODE
LOWsrc/editor/lineAuthor/view/cache.ts93export function computeAdaptiveInitialColoringAgeInDays(): number | undefined {CODE
LOW…c/editor/lineAuthor/view/gutter/gutterElementSearch.ts14export function prepareGutterSearchForContextMenuHandling() {CODE
LOW…c/editor/lineAuthor/view/gutter/gutterElementSearch.ts24export function findGutterElementUnderMouse(): HTMLElement | undefined {CODE
LOWsrc/editor/lineAuthor/view/gutter/gutter.ts401export function lineAuthoringGutterMarker(CODE
LOWsrc/editor/lineAuthor/view/gutter/initial.ts33export function initialLineAuthoringGutter(settings: LineAuthorSettings) {CODE
LOWsrc/editor/lineAuthor/view/gutter/initial.ts56export function adaptiveInitialColoredWaitingLineAuthoring(CODE
LOWsrc/editor/lineAuthor/view/gutter/coloring.ts83export function setTextColorCssBasedOnSetting(settings: LineAuthorSettings) {CODE
LOWsrc/editor/signs/hunkState.ts420export function newGitCompareResultAsTransaction(CODE
LOWsrc/gitManager/isomorphicGit.ts1479function arrayBufferToAsyncIterator(CODE
LOWsrc/gitManager/isomorphicGit.ts1491async function asyncIteratorToArrayBuffer(CODE
Over-Commented Block13 hits · 13 pts
SeverityFileLineSnippetContext
LOWsrc/editor/signs/diff.ts21// ): diff.ChangeObject<string>[] {COMMENT
LOWsrc/editor/signs/diff.ts41// return res;COMMENT
LOWsrc/editor/signs/diff.ts61// * true if the value was removed from the old string, otherwise falseCOMMENT
LOWsrc/editor/signs/diff.ts81// if (!oldRangeStart) {COMMENT
LOWsrc/editor/signs/diff.ts101// !current.value.endsWith("\n") &&COMMENT
LOWsrc/editor/signs/diff.ts121// oldRangeStart = 0;COMMENT
LOWsrc/editor/signs/diff.ts241 return res;COMMENT
LOWsrc/editor/signs/diff.ts261 // "",COMMENT
LOWsrc/editor/signs/diff.ts281 // const hunks = rawHunksToHunks(textA, textB, rawHunks);COMMENT
LOWsrc/editor/signs/hunks.ts461 } else if (aH.added.start < bH.added.start) {COMMENT
LOWsrc/editor/signs/hunks.ts481 // if (topOffset < aH.added.count) {COMMENT
LOWsrc/editor/signs/hunks.ts521 // // include unstaged changesCOMMENT
LOWsrc/editor/signs/hunks.ts541 // if (offset > 0) {COMMENT
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOWsrc/openInGitHub.ts55async function getData(CODE