AI Slop Code Risk Monitor

zakirullin/files.md

SlopCodeMonitor badge for zakirullin/files.md Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

🌱 Private, quiet space for thinking. Simple app for .md files.

1.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for zakirullin/files.md, a Go project with 4,174 GitHub stars. SynthScan examined 71,214 lines of code across 148 source files, recording 83 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 1.3 (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.

1.3
Adjusted Signal
1.3
Raw Pattern Score
100%
Time Factor
2026-10-26
Last Push
4.2K
Stars
Go
Language
71.2K
Lines of Code
148
Files
83
Pattern Hits
2026-10-31
Scan Date
0.01
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 5.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 77 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 1.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 19 finding(s).

PR Review Velocity Impact 6.3/100 · LOW

Which changes need focused human review? 83 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 1HIGH 0MEDIUM 0LOW 82

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 83 distinct pattern matches across 7 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 Block53 hits · 53 pts
SeverityFileLineSnippetContext
LOWweb/files.js1// files.js - connects three worlds:COMMENT
LOWweb/files.js81COMMENT
LOWweb/files.js101// In-memory snapshot of what the server has, persisted to localStorageCOMMENT
LOWweb/chat.js761 e.preventDefault();COMMENT
LOWweb/lib/codemirror.js341 else { bidiOther = i; }COMMENT
LOWweb/lib/codemirror.js2721 var lineSpaceBox = cm.display.lineSpace.getBoundingClientRect();COMMENT
LOWweb/lib/codemirror.js3681 });COMMENT
LOWweb/lib/codemirror.js6261 }COMMENT
LOWweb/lib/codemirror.js8161 // extendTo(cur);COMMENT
LOWweb/lib/codemirror.js8861 var div = elt("div", [te], null, "overflow: hidden; position: relative; width: 3px; height: 0px;");COMMENT
LOWweb/lib/hypermd.js201 var tmp;COMMENT
LOWweb/lib/hypermd.js281 }COMMENT
LOWweb/lib/fold-code.js1// HyperMD, copyright (c) by laobubuCOMMENT
LOWweb/lib/show-hint.js501 // var term, from = CodeMirror.Pos(cur.line, token.start), to = curCOMMENT
LOWweb/lib/hide-token.js1// HyperMD, copyright (c) by laobubuCOMMENT
LOWweb/lib/fold-image.js161 // // console.log("[image]FAILED TO REQUEST RANGE: ", rngReq);COMMENT
LOWweb/lib/autoscroll.js101});COMMENT
LOWweb/lib/autoscroll.js121// const lineHeight = editor.defaultTextHeight();COMMENT
LOWweb/lib/autoscroll.js141// function stopAutoScroll() {COMMENT
LOWweb/lib/autoscroll.js161// startAutoScroll('down');COMMENT
LOWweb/lib/autoscroll.js181// stopAutoScroll();COMMENT
LOWweb/lib/autoscroll.js201// if (autoscrollState.isSelecting) {COMMENT
LOWweb/lib/autoscroll.js221// editor.off('beforeSelectionChange', selectionChangeHandler);COMMENT
LOWtests/files.spec.js961 // newFile() ignores the open/selected folder for the toolbar button.COMMENT
LOWtests/files.spec.js981//COMMENT
LOWtests/files.spec.js1001// - editor.path = /life/Pilaf.md, editor content = Pilaf UPDATEDCOMMENT
LOWtests/files.spec.js1021// things:COMMENT
LOWtests/files.spec.js1041//COMMENT
LOWtests/playwright.config.js41 // Firefox and Webkit aren't currently supporting showDirectoryPickerCOMMENT
LOWserver/bot_test.go181//COMMENT
LOWserver/bot_test.go201//COMMENT
LOWserver/bot_test.go1001// r := require.New(t)COMMENT
LOWserver/bot_test.go1021// defer func() {COMMENT
LOWserver/bot_test.go4561 content, err := bot.fs.Read("journal", journalFiles[0].Name)COMMENT
LOWserver/bot_test.go4581// bot := NewBot(-1, tgram, userFS, db.NewFakeDB(), cfg)COMMENT
LOWserver/bot.go2041 //filename, err := b.fs.Unhash(fs.DirUserRoot, msgIndex)COMMENT
LOWserver/chat_test.go201 r.Equal(chatBlockHash("- [ ] `01:01` Test content"), h)COMMENT
LOWserver/chat_test.go221//COMMENT
LOWserver/chat_test.go301//COMMENT
LOWserver/chat_test.go321// content := `#### 1 July, TuesdayCOMMENT
LOWserver/chat_test.go401 hasTimestamp := timestampRegex.MatchString(record)COMMENT
LOWserver/chat_test.go421// for i, block := range result {COMMENT
LOWserver/chat.go21 inboxHeaderRegex = regexp.MustCompile(`^#### `)COMMENT
LOWserver/bot_forwards.go1// Don't want to put this hacky complex code into main bot file.COMMENT
LOWserver/sync/sync_test.go461}COMMENT
LOWserver/sync/sync_test.go481// fs.NewUserFS = origFSCOMMENT
LOWserver/sync/sync_test.go501// r.Equal(http.StatusOK, w.Code)COMMENT
LOWserver/fs/fs.go621 }COMMENT
LOWserver/stats/stats_test.go41COMMENT
LOWserver/stats/stats_test.go61// now = savedNowCOMMENT
LOWserver/stats/stats_test.go81//func TestDoneTodayScheduled(t *testing.T) {COMMENT
LOWserver/stats/stats_test.go101// err := fs.Put("archive", "a.md", "")COMMENT
LOWserver/pkg/txt/md.go261// MarkdownToHTML naively converts user's markdown to Telegram-supported subset of HTML.COMMENT
Hyper-Verbose Identifiers19 hits · 20 pts
SeverityFileLineSnippetContext
LOWweb/files.js704async function collectModifiedAndDeletedFiles() {CODE
LOWweb/files.js1076function setServerFileLastClientModified(path, lastClientModified) {CODE
LOWweb/files.js1619function walkFilesExcludingSystemDirs(callback) {CODE
LOWweb/welcome.js5async function getTemporaryStorageDirHandle() {CODE
LOWweb/lib/keymap.js576 function incrementRemainingMarkdownListNumbers(cm, pos) {CODE
LOWweb/lib/codemirror.js1535 function conflictingCollapsedRange(doc, lineNo, from, to, marker) {CODE
LOWweb/lib/codemirror.js1792 function defaultSpecialCharPlaceholder(ch) {CODE
LOWweb/lib/codemirror.js2446 function updateExternalMeasurement(cm, line) {CODE
LOW⚡web/lib/codemirror.js2628 function maybeUpdateRectForZooming(measure, rect) {CODE
LOW⚡web/lib/codemirror.js2638 function clearLineMeasurementCacheFor(lineView) {CODE
LOW⚡web/lib/codemirror.js2647 function clearLineMeasurementCache(cm) {CODE
LOWweb/lib/codemirror.js4739 function maybeUpdateLineNumberWidth(cm) {CODE
LOWweb/lib/codemirror.js5374 function selectionEventCanBeMerged(doc, origin, prev, sel) {CODE
LOWweb/lib/codemirror.js5573 function setSelectionReplaceHistory(doc, sel, options) {CODE
LOWweb/lib/codemirror.js5904 function makeChangeSingleDocInEditor(cm, change, spans) {CODE
LOWweb/lib/codemirror.js6242 function adjustScrollWhenAboveVisible(cm, line, diff) {CODE
LOWweb/lib/codemirror.js7430 function incrementRemainingMarkdownListNumbers(cm, pos) {CODE
LOWweb/lib/hypermd.js801 function createSimpleInnerModeExitChecker(endTag, retInfo) {CODE
LOWweb/lib/fs.js80async function writeIfContentIsDifferent(path, content) {CODE
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALweb/lib/codemirror.js9538 return this.cm.display.wrapper.ownerDocument.getSelection()CODE
Fake / Example Data5 hits · 5 pts
SeverityFileLineSnippetContext
LOWtests/editor.spec.js153 const testContent = `Lorem ipsum dolor\nLorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempCODE
LOWtests/editor.spec.js153 const testContent = `Lorem ipsum dolor\nLorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempCODE
LOWserver/pkg/txt/str_test.go344 str, placeholders := ReplaceWithPlaceholders("Hello World, Hello Universe", "Hello", "placeholder")CODE
LOWserver/pkg/txt/str_test.go360 str, placeholders = ReplaceWithPlaceholders("email@example.com and test@example.org", `\S+@\S+\.\S+`, "email")CODE
LOWserver/pkg/txt/str_test.go364 "#email1#": "test@example.org",CODE
Verbosity Indicators2 hits · 3 pts
SeverityFileLineSnippetContext
LOWweb/lib/sidebar.js137 // Step 0: Lists groupCOMMENT
LOWweb/lib/sidebar.js183 // Step 2: Personal groupCOMMENT
Structural Annotation Overuse2 hits · 3 pts
SeverityFileLineSnippetContext
LOWweb/lib/sidebar.js137 // Step 0: Lists groupCOMMENT
LOWweb/lib/sidebar.js183 // Step 2: Personal groupCOMMENT
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOWweb/offline.js144async function handleRequest(request) {CODE