AI Slop Code RIsk Monitor

google/wuffs

Wrangling Untrusted File Formats Safely

4.4 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for google/wuffs, a C project with 4,848 GitHub stars. SynthScan examined 159,892 lines of code across 451 source files, recording 665 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 4.4 (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.

4.4
Adjusted Signal
4.4
Raw Pattern Score
100%
Time Factor
2026-10-06
Last Push
4.8K
Stars
C
Language
159.9K
Lines of Code
451
Files
665
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 18.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 647 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 1.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 18 finding(s).

PR Review Velocity Impact 20.0/100 · LOW

Which changes need focused human review? 665 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 25LOW 640

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 665 distinct pattern matches across 6 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 Block638 hits · 633 pts
SeverityFileLineSnippetContext
LOWbuild-fuzz.sh1#!/bin/bash -euCOMMENT
LOWbuild-example.sh1#!/bin/bash -euCOMMENT
LOWbuild-all.sh1#!/bin/bash -euCOMMENT
LOWbuild-all.sh21#COMMENT
LOWcmd/wuffs-c/release.go161)COMMENT
LOWcmd/wuffs-c/release.go181#pragma GCC diagnostic ignored "-Wimplicit-fallthrough"COMMENT
LOWcmd/wuffs-c/main.go1// Copyright 2017 The Wuffs Authors.COMMENT
LOWcmd/handsum/main.go1// Copyright 2025 The Wuffs Authors.COMMENT
LOWcmd/wuffs/main.go1// Copyright 2017 The Wuffs Authors.COMMENT
LOWcmd/commonflags/commonflags.go1// Copyright 2017 The Wuffs Authors.COMMENT
LOWcmd/dumbindent/main.go1// Copyright 2020 The Wuffs Authors.COMMENT
LOWcmd/dumbindent/main.go21// Pass -spaces=N or -tabs to use N spaces or 1 tab per indent level. TheCOMMENT
LOWcmd/dumbindent/main.go41// real 0m0.668sCOMMENT
LOWcmd/ractool/gen.go1// Copyright 2019 The Wuffs Authors.COMMENT
LOWcmd/ractool/main.go1// Copyright 2019 The Wuffs Authors.COMMENT
LOWcmd/wuffsfmt/main.go1// Copyright 2017 The Wuffs Authors.COMMENT
LOWtest/3pdata/fetch-pngsuite.sh1#!/bin/bash -euCOMMENT
LOWtest/3pdata/fetch-blinksuite.sh1#!/bin/bash -euCOMMENT
LOWtest/3pdata/fetch-golangsuite.sh1#!/bin/bash -euCOMMENT
LOWtest/3pdata/fetch-tgasuite.sh1#!/bin/bash -euCOMMENT
LOWtest/3pdata/fetch-webpsuite.sh1#!/bin/bash -euCOMMENT
LOWtest/3pdata/fetch-bmpsuite.sh1#!/bin/bash -euCOMMENT
LOWtest/3pdata/fetch-xzsuite.sh1#!/bin/bash -euCOMMENT
LOWtest/3pdata/fetch-xzsuite.sh21# Check out a specific commit (from February 2024).COMMENT
LOWtest/3pdata/fetch-xzsuite.sh41# contains a backdoor:COMMENT
LOWtest/3pdata/fetch-xzsuite.sh61# nigeltao/xz-tests-files at 6e0194063a6dc205d4db35e307778efe1c9f1875 doesCOMMENT
LOWtest/3pdata/fetch-xzsuite.sh81#COMMENT
LOWtest/data/hello.sh1#!/bin/bash -euCOMMENT
LOWtest/data/artificial-thumbhash/make.go1// Copyright 2024 The Wuffs Authors.COMMENT
LOWtest/data/artificial-thumbhash/make.go21// of the original thumbhash description or implementation. But "\xC3\xBE" isCOMMENT
LOW…if/pixel-data-too-much-bad-lzw.gif.make-artificial.txt21# The frame area is 4 pixels and we supply 4 but then an invalid LZW code.COMMENT
LOW…icial-gif/multiple-loop-counts.gif.make-artificial.txt1# Feed this file to script/make-artificial.goCOMMENT
LOW…f/pixel-data-too-much-good-lzw.gif.make-artificial.txt21# The frame area is 4 pixels but we supply 5 (that's still valid LZW data).COMMENT
LOW…a/artificial-gif/metadata-full.gif.make-artificial.txt21# Application Identifier "ICCRGBG1".COMMENT
LOW…ficial-gif/frame-out-of-bounds.gif.make-artificial.txt1# Feed this file to script/make-artificial.goCOMMENT
LOW…ficial-gif/frame-out-of-bounds.gif.make-artificial.txt21# 5. Expand the image width×height to 4×5, so that no frames are clipped. ThisCOMMENT
LOW…ficial-gif/frame-out-of-bounds.gif.make-artificial.txt41# but a surprised user filed https://github.com/golang/go/issues/20856 whenCOMMENT
LOW…l-deflate/distance-code-31.deflate.make-artificial.txt1# Feed this file to script/make-artificial.goCOMMENT
LOW…a/artificial-bzip2/huffman-258.bz2.make-artificial.txt21 bits 16 0xFFFFCOMMENT
LOW…a/artificial-bzip2/huffman-258.bz2.make-artificial.txt61COMMENT
LOWtest/data/artificial-xz-filter/make.go1// Copyright 2024 The Wuffs Authors.COMMENT
LOW…rtificial-jpeg/make-hippopotamus-bad-comment-length.go1// Copyright 2024 The Wuffs Authors.COMMENT
LOW…rtificial-jpeg/make-hippopotamus-bad-comment-length.go21// the itu-t81.pdf spec section B.1.1.4 "Marker segments") but libjpeg-turbo isCOMMENT
LOW…data/artificial-jpeg/make-hippopotamus-sof-dht-swap.go1// Copyright 2024 The Wuffs Authors.COMMENT
LOW…data/artificial-jpeg/make-hippopotamus-sof-dht-swap.go21//COMMENT
LOWtest/c/mimiclib/jpeg.c1// Copyright 2023 The Wuffs Authors.COMMENT
LOWtest/c/mimiclib/webp.c1// Copyright 2024 The Wuffs Authors.COMMENT
LOWtest/c/mimiclib/xxhash.c1// Copyright 2023 The Wuffs Authors.COMMENT
LOWtest/c/mimiclib/lzma.c1// Copyright 2023 The Wuffs Authors.COMMENT
LOWtest/c/mimiclib/deflate-gzip-zlib.c1// Copyright 2017 The Wuffs Authors.COMMENT
LOWtest/c/mimiclib/openssl.c1// Copyright 2023 The Wuffs Authors.COMMENT
LOWtest/c/mimiclib/gif.c1// Copyright 2017 The Wuffs Authors.COMMENT
LOWtest/c/mimiclib/gif.c41COMMENT
LOWtest/c/mimiclib/png.c1// Copyright 2020 The Wuffs Authors.COMMENT
LOWtest/c/mimiclib/png.c21// #define WUFFS_MIMICLIB_USE_STB_IMAGE_INSTEAD_OF_LIBPNG 1COMMENT
LOWtest/c/mimiclib/png.c281 for (size_t i = 0; i < quirks_len; i++) {COMMENT
LOWtest/c/mimiclib/bzip2.c1// Copyright 2022 The Wuffs Authors.COMMENT
LOWtest/c/mimiclib/stb.c1// Copyright 2023 The Wuffs Authors.COMMENT
LOWtest/c/std/json.c41// To use that single file as a "foo.c"-like implementation, instead of aCOMMENT
LOWtest/c/std/json.c3441COMMENT
578 more matches not shown…
Decorative Section Separators18 hits · 54 pts
SeverityFileLineSnippetContext
MEDIUMbuild-fuzz.sh12# ----------------COMMENT
MEDIUMbuild-example.sh12# ----------------COMMENT
MEDIUMbuild-all.sh12# ----------------COMMENT
MEDIUMtest/3pdata/fetch-pngsuite.sh12# ----------------COMMENT
MEDIUMtest/3pdata/fetch-blinksuite.sh12# ----------------COMMENT
MEDIUMtest/3pdata/fetch-golangsuite.sh12# ----------------COMMENT
MEDIUMtest/3pdata/fetch-tgasuite.sh12# ----------------COMMENT
MEDIUMtest/3pdata/fetch-webpsuite.sh12# ----------------COMMENT
MEDIUMtest/3pdata/fetch-bmpsuite.sh12# ----------------COMMENT
MEDIUMtest/3pdata/fetch-xzsuite.sh12# ----------------COMMENT
MEDIUMtest/data/hello.sh12# ----------------COMMENT
MEDIUMhello-wuffs-c/run.sh12# ----------------COMMENT
MEDIUMscript/print-nia-checksums.sh12# ----------------COMMENT
MEDIUMscript/confirm-matches-djpeg.sh12# ----------------COMMENT
MEDIUMscript/bench-history.sh12# ----------------COMMENT
MEDIUMscript/print-mzcat-checksums.sh12# ----------------COMMENT
MEDIUMscript/run-json-test-suite.sh12# ----------------COMMENT
MEDIUMdoc/note/enumerated-media-types.txt2# ----------------------COMMENT
AI Slop Vocabulary5 hits · 15 pts
SeverityFileLineSnippetContext
MEDIUM⚡test/data/nobel-prizes.json1{"prizes":[{"year":"2019","category":"chemistry","laureates":[{"id":"976","firstname":"John","surname":"Goodenough","motCODE
MEDIUM⚡test/data/nobel-prizes.json1{"prizes":[{"year":"2019","category":"chemistry","laureates":[{"id":"976","firstname":"John","surname":"Goodenough","motCODE
MEDIUM⚡test/data/nobel-prizes.json1{"prizes":[{"year":"2019","category":"chemistry","laureates":[{"id":"976","firstname":"John","surname":"Goodenough","motCODE
MEDIUMinternal/cgen/liveness.go50// Essentially, the state transitions are: strong is sticky, weak to strongCOMMENT
MEDIUMinternal/cgen/base/token-public.h93// for 1_DST_1_SRC_COPY) are in the FOO format. Definitely means that the lackCOMMENT
Self-Referential Comments2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMcmd/ractool/data.go136 $ # Create a shared dictionary. Using zstd-the-program produces aCODE
MEDIUMcmd/ractool/main.go137 $ # Create a shared dictionary. Using zstd-the-program produces aCODE
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
LOWhello-wuffs-c/wuffs-parse.c35 // // No need to call wuffs_demo__parser__initialize, but don't forget toCOMMENT
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOWinternal/cgen/base/image-public.h500// TODO: implement the other modes.COMMENT