AI Slop Code RIsk Monitor

rakudo/rakudo

🦋 Rakudo – Raku on MoarVM, JVM, and JS

16.7 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for rakudo/rakudo, a Raku project with 1,906 GitHub stars. SynthScan examined 98,509 lines of code across 253 source files, recording 650 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 16.7 (Elevated 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.

16.7
Adjusted Signal
16.7
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
1.9K
Stars
Raku
Language
98.5K
Lines of Code
253
Files
650
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 2.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 57 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 55.4/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 592 finding(s).

PR Review Velocity Impact 60.9/100 · HIGH

Which changes need focused human review? 650 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 599LOW 51

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 650 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.

Decorative Section Separators592 hits · 1590 pts
SeverityFileLineSnippetContext
MEDIUM⚡…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3563# ================================================COMMENT
MEDIUM⚡…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3571# ================================================COMMENT
MEDIUM⚡…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3579# ================================================COMMENT
MEDIUM⚡…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3588# ================================================COMMENT
MEDIUM⚡…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3616# ================================================COMMENT
MEDIUM⚡…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3626# ================================================COMMENT
MEDIUM⚡…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3634# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt10# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt14# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt756# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt1436# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt2123# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt2140# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt2228# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt2779# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3154# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3166# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3369# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3448# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3470# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3549# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3661# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3748# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3832# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt3845# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt4047# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt4123# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt4151# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt4190# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt4391# ================================================COMMENT
MEDIUM…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt4409# ================================================COMMENT
MEDIUM⚡…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3234# ================================================COMMENT
MEDIUM⚡…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3242# ================================================COMMENT
MEDIUM⚡…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3250# ================================================COMMENT
MEDIUM⚡…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3259# ================================================COMMENT
MEDIUM⚡…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3286# ================================================COMMENT
MEDIUM⚡…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3296# ================================================COMMENT
MEDIUM⚡…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3304# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt10# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt14# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt687# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt1330# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt1979# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt1996# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt2063# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt2546# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt2871# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt2883# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3058# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3124# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3143# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3220# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3328# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3410# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3489# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3502# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3688# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3759# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3787# ================================================COMMENT
MEDIUM…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt3823# ================================================COMMENT
532 more matches not shown…
Over-Commented Block50 hits · 44 pts
SeverityFileLineSnippetContext
LOWazure-pipelines.yml1# This is the Azure Pipelines configuration is also used to create theCOMMENT
LOWtools/autounfudge.pl321 close $diff_fh if $diff_fh;COMMENT
LOWtools/update-passing-test-data.pl181 # Not sure if limiting is required as this script is notCOMMENT
LOWt/spectest.data.6.c1# This is a list of all spec tests that are expected to pass.COMMENT
LOWt/04-nativecall/26-varargs.c1#include <stdio.h>COMMENT
LOWt/04-nativecall/12-sizeof.c1#ifdef _WIN32COMMENT
LOWt/04-nativecall/02-simple-args.c1#include <stdio.h>COMMENT
LOWt/3rdparty/Unicode/18.0.0/LineBreak.txt1# LineBreak-18.0.0.txtCOMMENT
LOWt/3rdparty/Unicode/18.0.0/LineBreak.txt21# "AI", "AK", "AL", "AP", "AS", "B2", "BA", "BB", "CB", "CJ",COMMENT
LOWt/3rdparty/Unicode/18.0.0/LineBreak.txt41#COMMENT
LOW…ty/Unicode/18.0.0/extracted/DerivedGeneralCategory.txt1# DerivedGeneralCategory-18.0.0.txtCOMMENT
LOWt/3rdparty/Unicode/12.1.0/LineBreak.txt1# LineBreak-12.1.0.txtCOMMENT
LOWt/3rdparty/Unicode/12.1.0/LineBreak.txt21# "AI", "AL", "B2", "BA", "BB", "CB", "CJ", "CL", "CP", "EB",COMMENT
LOWt/3rdparty/Unicode/12.1.0/LineBreak.txt41# Character ranges are specified as for other property files in theCOMMENT
LOW…ty/Unicode/12.1.0/extracted/DerivedGeneralCategory.txt1# DerivedGeneralCategory-12.1.0.txtCOMMENT
LOWt/3rdparty/Unicode/17.0.0/LineBreak.txt1# LineBreak-17.0.0.txtCOMMENT
LOWt/3rdparty/Unicode/17.0.0/LineBreak.txt21# "AI", "AK", "AL", "AP", "AS", "B2", "BA", "BB", "CB", "CJ",COMMENT
LOWt/3rdparty/Unicode/17.0.0/LineBreak.txt41#COMMENT
LOW…ty/Unicode/17.0.0/extracted/DerivedGeneralCategory.txt1# DerivedGeneralCategory-17.0.0.txtCOMMENT
LOWt/3rdparty/Unicode/15.0.0/LineBreak.txt1# LineBreak-15.0.0.txtCOMMENT
LOWt/3rdparty/Unicode/15.0.0/LineBreak.txt21# "AI", "AL", "B2", "BA", "BB", "CB", "CJ", "CL", "CP", "EB",COMMENT
LOWt/3rdparty/Unicode/15.0.0/LineBreak.txt41#COMMENT
LOW…ty/Unicode/15.0.0/extracted/DerivedGeneralCategory.txt1# DerivedGeneralCategory-15.0.0.txtCOMMENT
LOWt/3rdparty/Unicode/11.0.0/LineBreak.txt1# LineBreak-11.0.0.txtCOMMENT
LOWt/3rdparty/Unicode/11.0.0/LineBreak.txt21# "AI", "AL", "B2", "BA", "BB", "CB", "CJ", "CL", "CP", "EB",COMMENT
LOWt/3rdparty/Unicode/11.0.0/LineBreak.txt41# Character ranges are specified as for other property files in theCOMMENT
LOW…ty/Unicode/11.0.0/extracted/DerivedGeneralCategory.txt1# DerivedGeneralCategory-11.0.0.txtCOMMENT
LOWt/3rdparty/Unicode/13.0.0/LineBreak.txt1# LineBreak-13.0.0.txtCOMMENT
LOWt/3rdparty/Unicode/13.0.0/LineBreak.txt21# "AI", "AL", "B2", "BA", "BB", "CB", "CJ", "CL", "CP", "EB",COMMENT
LOWt/3rdparty/Unicode/13.0.0/LineBreak.txt41#COMMENT
LOW…3rdparty/Unicode/13.0.0/extracted/DerivedLineBreak.txt1# DerivedLineBreak-13.0.0.txtCOMMENT
LOW…arty/Unicode/13.0.0/extracted/DerivedNumericValues.txt1# DerivedNumericValues-13.0.0.txtCOMMENT
LOW…arty/Unicode/13.0.0/extracted/DerivedNumericValues.txt21# This field is empty; it used to be a copy of the numeric type.COMMENT
LOW…3rdparty/Unicode/13.0.0/extracted/DerivedBidiClass.txt1# DerivedBidiClass-13.0.0.txtCOMMENT
LOW…3rdparty/Unicode/13.0.0/extracted/DerivedBidiClass.txt21# This includes code points in the Arabic, Syriac, and Thaana blocks, among others.COMMENT
LOW…dparty/Unicode/13.0.0/extracted/DerivedNumericType.txt1# DerivedNumericType-13.0.0.txtCOMMENT
LOW…party/Unicode/13.0.0/extracted/DerivedJoiningGroup.txt1# DerivedJoiningGroup-13.0.0.txtCOMMENT
LOW…rty/Unicode/13.0.0/extracted/DerivedEastAsianWidth.txt1# DerivedEastAsianWidth-13.0.0.txtCOMMENT
LOW…rty/Unicode/13.0.0/extracted/DerivedCombiningClass.txt1# DerivedCombiningClass-13.0.0.txtCOMMENT
LOW…/Unicode/13.0.0/extracted/DerivedDecompositionType.txt1# DerivedDecompositionType-13.0.0.txtCOMMENT
LOW…ty/Unicode/13.0.0/extracted/DerivedGeneralCategory.txt1# DerivedGeneralCategory-13.0.0.txtCOMMENT
LOW…dparty/Unicode/13.0.0/extracted/DerivedJoiningType.txt1# DerivedJoiningType-13.0.0.txtCOMMENT
LOWsrc/runner/runner.c1/* This file contains the code for the executable runner template. TheCOMMENT
LOWsrc/runner/whereami.c1// (‑●‑●)> dual licensed under the WTFPL v2 and MIT licensesCOMMENT
LOWsrc/runner/whereami.c21#endifCOMMENT
LOWsrc/runner/whereami.c41#if defined(_MSC_VER)COMMENT
LOWsrc/runner/whereami.c161}COMMENT
LOWsrc/runner/whereami.c221COMMENT
LOWsrc/runner/whereami.h1// (‑●‑●)> dual licensed under the WTFPL v2 and MIT licensesCOMMENT
LOWsrc/vm/moar/runner/main.c1#include <stdio.h>COMMENT
Modern AI Meta-Vocabulary7 hits · 13 pts
SeverityFileLineSnippetContext
MEDIUMt/3rdparty/Unicode/18.0.0/LineBreak.txt1935B77D..B797 ; H3 # Lo [27] HANGUL SYLLABLE RAG..HANGUL SYLLABLE RAHCODE
MEDIUMt/3rdparty/Unicode/12.1.0/LineBreak.txt1896B77D..B797;H3 # Lo [27] HANGUL SYLLABLE RAG..HANGUL SYLLABLE RAHCODE
MEDIUMt/3rdparty/Unicode/17.0.0/LineBreak.txt1927B77D..B797 ; H3 # Lo [27] HANGUL SYLLABLE RAG..HANGUL SYLLABLE RAHCODE
MEDIUMt/3rdparty/Unicode/15.0.0/LineBreak.txt1931B77D..B797;H3 # Lo [27] HANGUL SYLLABLE RAG..HANGUL SYLLABLE RAHCODE
MEDIUMt/3rdparty/Unicode/11.0.0/LineBreak.txt1901B77D..B797;H3 # Lo [27] HANGUL SYLLABLE RAG..HANGUL SYLLABLE RAHCODE
MEDIUMt/3rdparty/Unicode/13.0.0/LineBreak.txt1904B77D..B797;H3 # Lo [27] HANGUL SYLLABLE RAG..HANGUL SYLLABLE RAHCODE
MEDIUM…3rdparty/Unicode/13.0.0/extracted/DerivedLineBreak.txt3293B77D..B797 ; H3 # Lo [27] HANGUL SYLLABLE RAG..HANGUL SYLLABLE RAHCODE
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWt/04-nativecall/08-callbacks.c30 cb("lorem ipsum");CODE