AI Slop Code Risk Monitor

nextapps-de/flexsearch

SlopCodeMonitor badge for nextapps-de/flexsearch Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Next-generation full-text search library for Browser and Node.js

1.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for nextapps-de/flexsearch, a JavaScript project with 13,815 GitHub stars. SynthScan examined 75,675 lines of code across 267 source files, recording 96 pattern matches distributed across 3 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
2026-06-28
Last Push
13.8K
Stars
JavaScript
Language
75.7K
Lines of Code
267
Files
96
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 5.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 88 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 6.3/100 · LOW

Which changes need focused human review? 96 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 0MEDIUM 1LOW 95

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 96 distinct pattern matches across 3 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 Block87 hits · 87 pts
SeverityFileLineSnippetContext
LOWindex.d.ts1declare module "flexsearch" {COMMENT
LOWtest/encoder.js381//COMMENT
LOWtest/encoder.js401// });COMMENT
LOWtest/encoder.js421// expect(index.search("Just an multinational colonization.")).to.include(0);COMMENT
LOWexample/browser-module/basic/index.html61 // index: index,COMMENT
LOWtask/build.js241 next(++x, y, z);COMMENT
LOWtask/build.js261 // exec("java -jar node_modules/google-closure-compiler-java/compiler.jar" + parameter + " --entry_pCOMMENT
LOWtask/build.js281 // const files = [COMMENT
LOWtask/build.js421 const pos_end = build.indexOf("};", pos_start) + 2;COMMENT
LOWtask/build.js481 fs.copyFileSync("src/worker/node.mjs", "dist/node/node.mjs");COMMENT
LOW.github/workflows/node.js.yml21 timeout-minutes: 10COMMENT
LOWsrc/encoder.js401COMMENT
LOWsrc/encoder.js481 // for(const item of this.stemmer){COMMENT
LOWsrc/encoder.js601//COMMENT
LOWsrc/index.js241//COMMENT
LOWsrc/keystore.js341// /**COMMENT
LOWsrc/keystore.js361// this.bit = bitlength;COMMENT
LOWsrc/keystore.js381// const address = target.crc(key);COMMENT
LOWsrc/intersect.js321//COMMENT
LOWsrc/intersect.js341// }COMMENT
LOWsrc/intersect.js361// const length = arrays.length;COMMENT
LOWsrc/intersect.js381// // 2. process terms in reversed order often has advantage forCOMMENT
LOWsrc/intersect.js401// for(let y = 0, ids; y < res_arr.length; y++){COMMENT
LOWsrc/intersect.js421// else{COMMENT
LOWsrc/intersect.js441//COMMENT
LOWsrc/intersect.js461// // tmp[tmp.length] = id;COMMENT
LOWsrc/intersect.js481// }COMMENT
LOWsrc/intersect.js501// id = ids[y];COMMENT
LOWsrc/intersect.js541//COMMENT
LOWsrc/intersect.js561//COMMENT
LOWsrc/intersect.js581// :COMMENT
LOWsrc/intersect.js601// steps++;COMMENT
LOWsrc/intersect.js621//COMMENT
LOWsrc/intersect.js641//COMMENT
LOWsrc/intersect.js661// new_arr[count++] = id;COMMENT
LOWsrc/intersect.js681//COMMENT
LOWsrc/intersect.js701// else{COMMENT
LOWsrc/document/add.js261 }COMMENT
LOWsrc/document/highlight.js541}COMMENT
LOWsrc/document/highlight.js561// }COMMENT
LOWsrc/document/highlight.js581// markup_open = template.substring(0, markup_open);COMMENT
LOWsrc/document/highlight.js601// // cache shared encoders across fieldsCOMMENT
LOWsrc/document/highlight.js621// // skip when not a field entry (e.g. tags)COMMENT
LOWsrc/document/highlight.js641// const content = parse_simple(doc, path);COMMENT
LOWsrc/document/highlight.js661// if(doc_enc_cur && doc_org_cur){COMMENT
LOWsrc/document/highlight.js681// // prefixCOMMENT
LOWsrc/document/highlight.js701// str.length + (str ? 1 : 0),COMMENT
LOWsrc/document/highlight.js721//COMMENT
LOWsrc/document/highlight.js741// surrounded_length > 0COMMENT
LOWsrc/document/highlight.js761//COMMENT
LOWsrc/document/highlight.js781// closed_right = 1;COMMENT
LOWsrc/document/highlight.js801// if(str.charAt(end - 1) === " "){COMMENT
LOWsrc/document/highlight.js821//COMMENT
LOWsrc/lang/en.js301// ["^cannot$", "can not"],COMMENT
LOWsrc/db/clickhouse/index.js401 // WHERE ctx = {ctx${i}:String} AND key = {key${i}:String}COMMENT
LOWsrc/db/clickhouse/index.js461 `, { params }).toPromise();COMMENT
LOWsrc/db/clickhouse/index.js621 `INSERT INTO ${this.id}.reg (id)`, dataCOMMENT
LOWsrc/db/indexeddb/index.js121 // case 1:COMMENT
LOWsrc/db/indexeddb/index.js141 // };COMMENT
LOWsrc/db/indexeddb/index.js361 //transaction = store = null;COMMENT
27 more matches not shown…
Fake / Example Data8 hits · 10 pts
SeverityFileLineSnippetContext
LOWREADME.md1084index.add(0, "John Doe");CODE
LOW⚡test/highlight.js202 "title": "Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt utCODE
LOW⚡test/highlight.js202 "title": "Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt utCODE
LOW⚡test/highlight.js205 "title": "Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. At vero eos et CODE
LOW⚡test/highlight.js205 "title": "Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet. At vero eos et CODE
LOWdoc/result-highlighting.md183 "title": "Lorem ipsum dolor sit amet consetetur sadipscing elitr."CODE
LOWdoc/result-highlighting.md183 "title": "Lorem ipsum dolor sit amet consetetur sadipscing elitr."CODE
LOWdoc/result-highlighting.md197"Lorem ipsum dolor <b>sit</b> <b>amet</b> consetetur sadipscing elitr."CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/document/highlight.js524 //console.log(query, seamless, final)COMMENT