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AI Slop Code Risk Monitor

HarbourMasters/Shipwright

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

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for HarbourMasters/Shipwright, a C project with 5,805 GitHub stars. SynthScan examined 4,300,394 lines of code across 23589 source files, recording 775 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.2 (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.

0.2
Adjusted Signal
0.2
Raw Pattern Score
100%
Time Factor
2026-10-24
Last Push
5.8K
Stars
C
Language
4.3M
Lines of Code
23.6K
Files
775
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 0.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 773 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? 2 finding(s).

PR Review Velocity Impact 0.9/100 · LOW

Which changes need focused human review? 775 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 7LOW 768

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 775 distinct pattern matches across 5 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 Block766 hits · 643 pts
SeverityFileLineSnippetContext
LOWrun-clang-format.sh1# Default to clang-format-14; override CLANG_FORMAT to use another 14.x binaryCOMMENT
LOWrun-clang-format.sh21#COMMENT
LOW.devcontainer/devcontainer.json21 // Use 'forwardPorts' to make a list of ports inside the container available locally.COMMENT
LOWsoh/resource.h1//{{NO_DEPENDENCIES}}COMMENT
LOWsoh/include/command_macros_base.h21COMMENT
LOWsoh/include/z64interface.h1#ifndef Z64INTERFACE_HCOMMENT
LOWsoh/include/z64interface.h21COMMENT
LOWsoh/include/z64interface.h41 * These are the colors for the hearts in the interface. The prim color is the red color of the heartCOMMENT
LOWsoh/include/z64interface.h81COMMENT
LOWsoh/include/alignment.h1#ifndef ALIGNMENT_HCOMMENT
LOWsoh/include/vt.h1#ifndef VT_HCOMMENT
LOWsoh/include/vt.h21COMMENT
LOWsoh/include/align_asset_macro.h1#ifndef ALIGN_ASSET_MACRO_HCOMMENT
LOWsoh/include/z64camera.h1#ifndef Z64CAMERA_HCOMMENT
LOWsoh/include/z64camera.h21COMMENT
LOWsoh/include/global.h1#pragma onceCOMMENT
LOWsoh/include/global.h21#define _AudioseqSegmentRomStart "Audioseq"COMMENT
LOWsoh/include/global.h41#define _map_name_staticSegmentRomStart 0COMMENT
LOWsoh/include/message_data_fmt.h21COMMENT
LOWsoh/include/message_data_fmt.h41#define CTRL_ITEM_ICON 13COMMENT
LOWsoh/include/message_data_fmt.h61// Color magic values, in single-digit hex without prefixCOMMENT
LOWsoh/include/message_data_fmt.h81#define BOX_BREAK STR(CTRL_BOX_BREAK)COMMENT
LOWsoh/include/message_data_fmt.h101#define POINTS STR(CTRL_POINTS)COMMENT
LOWsoh/include/message_data_fmt.h121COMMENT
LOWsoh/include/message_data_fmt.h141#define MSGCOL_LIGHTBLUE HEX(CTRL_LIGHTBLUE)COMMENT
LOWsoh/include/message_data_fmt.h161#define MESSAGE_FADE2 HEX(CTRL_FADE2)COMMENT
LOWsoh/include/message_data_fmt.h181#define MESSAGE_SHIFT_JPN 0x86C7COMMENT
LOWsoh/include/message_data_fmt.h201#define MESSAGE_UNSKIPPABLE_JPN 0x8199COMMENT
LOWsoh/include/z64save.h1#ifndef Z64SAVE_HCOMMENT
LOWsoh/include/z64save.h441} HighScores;COMMENT
LOWsoh/include/z64save.h501#define EVENTCHKINF_OBTAINED_KOKIRI_EMERALD_DEKU_TREE_DEAD 0x07COMMENT
LOWsoh/include/z64save.h521#define EVENTCHKINF_21 0x21COMMENT
LOWsoh/include/z64save.h541// 0x40COMMENT
LOWsoh/include/z64save.h561#define EVENTCHKINF_LEARNED_SERENADE_OF_WATER 0x52COMMENT
LOWsoh/include/z64save.h581#define EVENTCHKINF_6E 0x6ECOMMENT
LOWsoh/include/z64save.h601#define EVENTCHKINF_CARPENTERS_FREE_INDEX 9COMMENT
LOWsoh/include/z64save.h621#define EVENTCHKINF_ENTERED_HYRULE_CASTLE 0xA5COMMENT
LOWsoh/include/z64save.h641#define EVENTCHKINF_COMPLETED_WATER_TRIAL 0xBCCOMMENT
LOWsoh/include/z64save.h661#define EVENTCHKINF_SONGS_FOR_FROGS_SARIA_SHIFT 4COMMENT
LOWsoh/include/z64save.h681#define EVENTCHKINF_SKULLTULA_REWARD_10_SHIFT 10COMMENT
LOWsoh/include/z64save.h701#define ITEMGETINF_06 0x06COMMENT
LOWsoh/include/z64save.h721#define ITEMGETINF_18_SHIFT 8COMMENT
LOWsoh/include/z64save.h741#define ITEMGETINF_2C 0x2CCOMMENT
LOWsoh/include/z64save.h761#define INFTABLE_0E 0x0ECOMMENT
LOWsoh/include/z64save.h781#define INFTABLE_66 0x66COMMENT
LOWsoh/include/z64save.h801#define INFTABLE_B4 0xB4COMMENT
LOWsoh/include/z64save.h821#define INFTABLE_CE 0xCECOMMENT
LOWsoh/include/z64save.h841#define INFTABLE_SPOKE_TO_GORON_LINK 0x10ECOMMENT
LOWsoh/include/z64save.h861#define INFTABLE_162 0x162COMMENT
LOWsoh/include/z64save.h881#define INFTABLE_198 0x198COMMENT
LOWsoh/include/z64save.h901#define INFTABLE_1A6_SHIFT 6COMMENT
LOWsoh/include/z64save.h921#define EVENTINF_HORSES_HORSETYPE_SHIFT 4COMMENT
LOWsoh/include/attributes.h1#ifndef ATTRIBUTES_HCOMMENT
LOWsoh/include/z64audio.h1#ifndef Z64_AUDIO_HCOMMENT
LOWsoh/include/z64player.h661 FLAG_GS_TOKEN,COMMENT
LOWsoh/include/z64player.h681#define PLAYER_STATE1_CARRYING_ACTOR (1 << 11) // Currently carrying an actorCOMMENT
LOWsoh/include/z64player.h701#define PLAYER_STATE1_FLOOR_DISABLED (1u << 31) //Used for grottosCOMMENT
LOWsoh/include/z64player.h721#define PLAYER_STATE2_CRAWLING (1 << 18) // Crawling through a crawlspaceCOMMENT
LOWsoh/include/z64player.h741#define PLAYER_STATE3_FORCE_PULL_OCARINA (1 << 5)COMMENT
LOWsoh/include/z64actor_enum.h21};COMMENT
706 more matches not shown…
AI Slop Vocabulary5 hits · 15 pts
SeverityFileLineSnippetContext
MEDIUMsoh/include/functions.h2456// Exposing these methods to leverage them from the file select screen to render messagesCOMMENT
MEDIUMsoh/soh/SohGui/MenuTypes.h95// It is recommended to utilize `disabledInfo`/`DisableReason` to list out all reasons for disabling and isHidden soCOMMENT
MEDIUMsoh/src/code/z_parameter.c5428 // Render enemy health bar after Z-target to leverage set variablesCOMMENT
MEDIUMsoh/src/code/graph.c536 // SOH [Debugging] Force open/close disp string handling on so that the graphics debugger can leverage itCOMMENT
MEDIUMsoh/src/code/graph.c549 // SOH [Debugging] Force open/close disp string handling on so that the graphics debugger can leverage itCOMMENT
Excessive Try-Catch Wrapping2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMsoh/fixbaserom.py33 print("Error: Could not find baserom_original_non_mq.z64/baserom_original_non_mq.n64/baserom_original_non_mq.v64.")CODE
MEDIUMsoh/fixbaserom.py82 print("Error: Expected a hash of 9c1d795429220f5389045693a011b8f6 but got " + str_hash + ". " +CODE
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWsoh/fixbaserom.py47# Check if ROM needs to be byte/word swappedCOMMENT
Example Usage Blocks1 hit · 2 pts
SeverityFileLineSnippetContext
LOWsoh/soh/SohGui/UIWidgets.hpp520// Example usage:COMMENT