AI Slop Code Risk Monitor

clojure/clojure

SlopCodeMonitor badge for clojure/clojure Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).
0.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for clojure/clojure. SynthScan examined 70,599 lines of code across 206 source files, recording 60 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 0.8 (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.

0.8
Adjusted Signal
0.8
Raw Pattern Score
100%
Time Factor
—
Last Push
—
Stars
—
Language
70.6K
Lines of Code
206
Files
60
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 4.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 60 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 4.2/100 · LOW

Which changes need focused human review? 60 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 0LOW 60

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 60 distinct pattern matches across 1 syntactic category. 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 Block60 hits · 60 pts
SeverityFileLineSnippetContext
LOWsrc/jvm/clojure/asm/CurrentFrame.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/RecordComponentVisitor.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/MethodWriter.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/Label.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/Label.java201COMMENT
LOWsrc/jvm/clojure/asm/Type.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/SymbolTable.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/MethodVisitor.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/Handler.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/Frame.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/AnnotationWriter.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/FieldWriter.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/Context.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/ConstantDynamic.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/RecordComponentWriter.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/ByteVector.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/TypePath.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/InstructionAdapter.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/ClassWriter.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/FieldVisitor.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/ClassVisitor.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/ModuleWriter.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/Symbol.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/ModuleVisitor.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/Opcodes.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/ClassReader.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/ClassReader.java1261 // Attribute offsets exclude the attribute_name_index and attribute_length fields.COMMENT
LOWsrc/jvm/clojure/asm/ClassReader.java1861 // - The offset of the current 'stack_map_frame' in the StackMap[Table] attribute, or 0.COMMENT
LOWsrc/jvm/clojure/asm/ClassReader.java1941 }COMMENT
LOWsrc/jvm/clojure/asm/ClassReader.java3441 // Skip the access_flags, this_class, super_class, and interfaces_count fields (using 2 bytesCOMMENT
LOWsrc/jvm/clojure/asm/Attribute.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/AnnotationVisitor.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/TypeReference.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/Handle.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/Edge.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/ClassTooLargeException.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/MethodTooLargeException.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/Constants.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/commons/TableSwitchGenerator.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/commons/Method.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/commons/GeneratorAdapter.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/asm/commons/LocalVariablesSorter.java1// ASM: a very small and fast Java bytecode manipulation frameworkCOMMENT
LOWsrc/jvm/clojure/lang/Ref.java121//void validate(IFn vf, Object val){COMMENT
LOWsrc/jvm/clojure/lang/Ref.java141// validator = vf;COMMENT
LOWsrc/jvm/clojure/lang/Compiler.java2901COMMENT
LOWsrc/jvm/clojure/lang/Compiler.java2921// gen.visitTryCatchBlock(startTry, endTry, finallyLabel, null);COMMENT
LOWsrc/jvm/clojure/lang/Compiler.java2941//COMMENT
LOWsrc/jvm/clojure/lang/Compiler.java3941// this.site = site;COMMENT
LOWsrc/jvm/clojure/lang/Compiler.java3961// }COMMENT
LOWsrc/jvm/clojure/lang/Compiler.java4761 public final IPersistentCollection methods(){COMMENT
LOWsrc/jvm/clojure/lang/Compiler.java5581COMMENT
LOWsrc/jvm/clojure/lang/Compiler.java6381// {COMMENT
LOWsrc/jvm/clojure/lang/PersistentVector.java581}COMMENT
LOWsrc/jvm/clojure/lang/PersistentVector.java601// }COMMENT
LOWsrc/jvm/clojure/lang/Numbers.java361COMMENT
LOWsrc/jvm/clojure/lang/Numbers.java1781// return -x;COMMENT
LOWsrc/jvm/clojure/lang/Numbers.java1821//}COMMENT
LOWsrc/jvm/clojure/lang/RT.java721 if(seq == null)COMMENT
LOWsrc/jvm/clojure/lang/ASeq.java101// Object ret = first();COMMENT
LOWsrc/jvm/clojure/lang/PersistentTreeMap.java941 {COMMENT