AI Slop Code RIsk Monitor

google/draco

Draco is a library for compressing and decompressing 3D geometric meshes and point clouds. It is intended to improve the storage and transmission of 3D graphics.

8.4 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for google/draco, a C++ project with 7,509 GitHub stars. SynthScan examined 45,894 lines of code across 375 source files, recording 386 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 8.4 (Moderate 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.

8.4
Adjusted Signal
8.4
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
7.5K
Stars
C++
Language
45.9K
Lines of Code
375
Files
386
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 34.4/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 386 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 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 34.3/100 · MEDIUM

Which changes need focused human review? 386 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

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 386

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 386 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 Block376 hits · 376 pts
SeverityFileLineSnippetContext
LOWCMakeLists.txt1# Copyright 2021 The Draco AuthorsCOMMENT
LOWunity/DracoDecodingObject.cs1// Copyright 2017 The Draco Authors.COMMENT
LOWunity/DracoMeshLoader.cs1// Copyright 2017 The Draco Authors.COMMENT
LOWunity/Editor/DracoFileImporter.cs1// Copyright 2017 The Draco Authors.COMMENT
LOWdocs/_config.yml1# Welcome to Jekyll!COMMENT
LOWjavascript/example/geometry_helper.js1// Copyright 2017 The Draco Authors.COMMENT
LOWjavascript/npm/draco3dgltf/draco_nodejs_example.js1// Copyright 2017 The Draco Authors.COMMENT
LOW…t/npm/draco3d/draco_minimal_encoder_decoder_example.js1// This is a minimal example showing how to create the Draco decoder andCOMMENT
LOWjavascript/npm/draco3d/draco_nodejs_example.js1// Copyright 2017 The Draco Authors.COMMENT
LOWsrc/draco/mesh/mesh_cleanup.h1// Copyright 2016 The Draco Authors.COMMENT
LOWsrc/draco/mesh/mesh_are_equivalent.h1// Copyright 2016 The Draco Authors.COMMENT
LOWsrc/draco/mesh/mesh_utils.h1// Copyright 2019 The Draco Authors.COMMENT
LOWsrc/draco/mesh/mesh_utils.h21#include "Eigen/Geometry"COMMENT
LOWsrc/draco/mesh/mesh_utils.h41 // feature textures, the textures must be owned by the |mesh| otherwise anCOMMENT
LOWsrc/draco/mesh/mesh_utils.h81 // Returns a sorted list of degenerate faces for |att|. |att| must use |mesh|COMMENT
LOWsrc/draco/mesh/triangle_soup_mesh_builder.h1// Copyright 2016 The Draco Authors.COMMENT
LOWsrc/draco/mesh/triangle_soup_mesh_builder.h21#include "draco/draco_features.h"COMMENT
LOWsrc/draco/mesh/mesh_connected_components.h1// Copyright 2016 The Draco Authors.COMMENT
LOWsrc/draco/mesh/corner_table_iterators.h1// Copyright 2016 The Draco Authors.COMMENT
LOWsrc/draco/mesh/mesh.h1// Copyright 2016 The Draco Authors.COMMENT
LOWsrc/draco/mesh/mesh.h21#include "draco/attributes/geometry_indices.h"COMMENT
LOWsrc/draco/mesh/mesh.h101#ifdef DRACO_TRANSCODER_SUPPORTEDCOMMENT
LOWsrc/draco/mesh/mesh.h301 // Exposes |faces_|. Use |faces_| at your own risk. DO NOT store theCOMMENT
LOWsrc/draco/mesh/mesh.h341 // If for a given property attributes index, the material indices are empty,COMMENT
LOWsrc/draco/mesh/mesh_indices.h1// Copyright 2022 The Draco Authors.COMMENT
LOWsrc/draco/mesh/mesh_attribute_corner_table.h1// Copyright 2016 The Draco Authors.COMMENT
LOWsrc/draco/mesh/mesh_splitter.h1// Copyright 2017 The Draco Authors.COMMENT
LOWsrc/draco/mesh/mesh_splitter.h21#include "draco/draco_features.h"COMMENT
LOWsrc/draco/mesh/mesh_splitter.h41 // be deleted but material indices may still be preserved depending on theCOMMENT
LOWsrc/draco/mesh/mesh_splitter.h61 // sub-meshes are going to be copied over. Any redundant mesh features onCOMMENT
LOWsrc/draco/mesh/mesh_splitter.h81 // Note that at this moment, disabling deduplication works ONLY for pointCOMMENT
LOWsrc/draco/mesh/valence_cache.h1// Copyright 2016 The Draco Authors.COMMENT
LOWsrc/draco/mesh/mesh_stripifier.h1// Copyright 2017 The Draco Authors.COMMENT
LOWsrc/draco/mesh/mesh_stripifier.h21COMMENT
LOWsrc/draco/mesh/mesh_stripifier.h41 // Generate triangle strips for a given mesh and output them to the outputCOMMENT
LOWsrc/draco/mesh/mesh_stripifier.h221COMMENT
LOWsrc/draco/mesh/mesh_misc_functions.h1// Copyright 2016 The Draco Authors.COMMENT
LOWsrc/draco/mesh/corner_table.h1// Copyright 2016 The Draco Authors.COMMENT
LOWsrc/draco/mesh/corner_table.h21#include "draco/attributes/geometry_indices.h"COMMENT
LOWsrc/draco/mesh/corner_table.h41// \o/COMMENT
LOWsrc/draco/mesh/mesh_features.h1// Copyright 2022 The Draco Authors.COMMENT
LOWsrc/draco/mesh/mesh_features.h21#include <string>COMMENT
LOWsrc/draco/unity/draco_unity_plugin.h1// Copyright 2017 The Draco Authors.COMMENT
LOWsrc/draco/unity/draco_unity_plugin.h81COMMENT
LOWsrc/draco/maya/draco_maya_plugin.h1// Licensed under the Apache License, Version 2.0 (the "License");COMMENT
LOWsrc/draco/tools/draco_transcoder_lib.h1// Copyright 2021 The Draco Authors.COMMENT
LOWsrc/draco/tools/draco_transcoder_lib.h41// glTF supported extensions:COMMENT
LOWsrc/draco/tools/install_test/CMakeLists.txt1# Copyright 2022 The Draco AuthorsCOMMENT
LOWsrc/draco/tools/install_test/test.py1#!/usr/bin/python3COMMENT
LOWsrc/draco/tools/fuzz/build.sh1#!/bin/bash -euCOMMENT
LOWsrc/draco/point_cloud/point_cloud.h1// Copyright 2016 The Draco Authors.COMMENT
LOWsrc/draco/point_cloud/point_cloud.h101 // mapping between point indices and attribute value indices is set toCOMMENT
LOWsrc/draco/point_cloud/point_cloud.h121 // Deletes an attribute with specified attribute id. Note that this changesCOMMENT
LOWsrc/draco/point_cloud/point_cloud_builder.h1// Copyright 2016 The Draco Authors.COMMENT
LOWsrc/draco/point_cloud/point_cloud_builder.h21COMMENT
LOWsrc/draco/point_cloud/point_cloud_builder.h61COMMENT
LOWsrc/draco/core/vector_d.h1// Copyright 2016 The Draco Authors.COMMENT
LOWsrc/draco/core/bit_utils.h1// Copyright 2016 The Draco Authors.COMMENT
LOWsrc/draco/core/status.h1// Copyright 2017 The Draco Authors.COMMENT
LOWsrc/draco/core/divide.h1// Copyright 2016 The Draco Authors.COMMENT
316 more matches not shown…
Hyper-Verbose Identifiers9 hits · 9 pts
SeverityFileLineSnippetContext
LOWjavascript/draco_decoder.js22)(info)},instantiate:function(binary,info){return{then:function(ok){var module=new WebAssembly.Module(binary);ok({"instaCODE
LOWjavascript/draco_decoder_gltf.js21)(info)},instantiate:function(binary,info){return{then:function(ok){var module=new WebAssembly.Module(binary);ok({"instaCODE
LOWjavascript/draco_encoder.js23)(info)},instantiate:function(binary,info){return{then:function(ok){var module=new WebAssembly.Module(binary);ok({"instaCODE
LOWjavascript/with_asserts/draco_decoder.js22)(info)},instantiate:function(binary,info){return{then:function(ok){var module=new WebAssembly.Module(binary);ok({"instaCODE
LOWjavascript/with_asserts/draco_encoder.js23)(info)},instantiate:function(binary,info){return{then:function(ok){var module=new WebAssembly.Module(binary);ok({"instaCODE
LOWsrc/draco/tools/install_test/test.py86def cmake_get_available_generators():CODE
LOWsrc/draco/tools/install_test/test.py125def run_process_and_capture_output(cmd, env=None):CODE
LOWsrc/draco/tools/install_test/test.py166def create_output_directories():CODE
LOWsrc/draco/tools/install_test/test.py260def build_and_install_transcoder_dependencies():CODE
Verbosity Indicators1 hit · 2 pts
SeverityFileLineSnippetContext
LOWsrc/draco/mesh/mesh.h106 // The purpose of this function is to allow users to add attributes withCOMMENT