AI Slop Code Risk Monitor

opa334/Dopamine

SlopCodeMonitor badge for opa334/Dopamine Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Dopamine is a semi-untethered jailbreak for iOS 15 to 26(.0.1)

3.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for opa334/Dopamine, a C project with 7,148 GitHub stars. SynthScan examined 68,294 lines of code across 472 source files, recording 229 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 3.4 (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.

3.4
Adjusted Signal
3.4
Raw Pattern Score
100%
Time Factor
2026-10-20
Last Push
7.1K
Stars
C
Language
68.3K
Lines of Code
472
Files
229
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 15.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 229 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 15.4/100 · LOW

Which changes need focused human review? 229 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 229

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 229 distinct pattern matches across 2 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 Block228 hits · 228 pts
SeverityFileLineSnippetContext
LOWBaseBin/dopamine/external/include/zdict.h21COMMENT
LOWBaseBin/dopamine/external/include/zdict.h281#define ZSTD_ZDICT_H_STATICCOMMENT
LOWBaseBin/dopamine/external/include/zdict.h461# define ZDICT_DEPRECATED(message) __attribute__((deprecated(message)))COMMENT
LOWBaseBin/dopamine/external/include/zstd_errors.h21# ifdef ZSTDERRORLIB_VISIBILITYCOMMENT
LOWBaseBin/dopamine/external/include/zstd.h21#endif /* ZSTD_STATIC_LINKING_ONLY */COMMENT
LOWBaseBin/dopamine/external/include/zstd.h41# define ZSTDLIB_HIDDEN __attribute__ ((visibility ("hidden")))COMMENT
LOWBaseBin/dopamine/external/include/zstd.h61# define ZSTD_DEPRECATED(message) /* disable deprecation warnings */COMMENT
LOWBaseBin/dopamine/external/include/zstd.h1261COMMENT
LOWBaseBin/dopamine/src/corellium.h1#define KERN_INFO_VA 0x00COMMENT
LOWBaseBin/dopamine/src/corellium.h21// returns amount of data copied successfullyCOMMENT
LOWBaseBin/dopamine/src/main.m1#include <stdio.h>COMMENT
LOWBaseBin/dopamine/src/main.m21#import <libjailbreak/libjailbreak.h>COMMENT
LOWBaseBin/dyldhook/src/spinlock_fix.c1#if IOS==15 && __arm64e__COMMENT
LOWBaseBin/dyldhook/src/lv_bypass.c1#include <stdint.h>COMMENT
LOWBaseBin/dyldhook/src/machomerger_hook.h1#ifndef __MACHOMERGER_HOOK_HCOMMENT
LOWBaseBin/dyldhook/src/fakelib_redirect.c1#include <stdint.h>COMMENT
LOWBaseBin/dyldhook/src/main.c181 // if (gDyldHookLog) {COMMENT
LOW…idownloadd/src/idownloadd/idownloadd-Bridging-Header.h1//COMMENT
LOWBaseBin/launchdhook/src/crashreporter.m1#include "crashreporter.h"COMMENT
LOWBaseBin/launchdhook/src/boomerang.c1#include <spawn.h>COMMENT
LOWBaseBin/launchdhook/src/main.m1#import <Foundation/Foundation.h>COMMENT
LOWBaseBin/launchdhook/src/main.m21#import "../systemhook/src/common/hookd_external.h"COMMENT
LOWBaseBin/launchdhook/src/spawn_hook.c1#include <spawn.h>COMMENT
LOWBaseBin/launchdhook/src/spawn_hook.c141 break;COMMENT
LOWBaseBin/launchdhook/src/jbserver/jbdomain_systemwide.c1#include "jbserver_global.h"COMMENT
LOWBaseBin/launchdhook/src/jbserver/jbserver_global.h1#ifndef JBSERVER_XPC_HCOMMENT
LOWBaseBin/libjailbreak/src/codesign.h1#ifndef LJB_CODESIGN_HCOMMENT
LOWBaseBin/libjailbreak/src/codesign.h21#define CS_REQUIRE_LV 0x00002000 /* require library validation */COMMENT
LOWBaseBin/libjailbreak/src/codesign.h41COMMENT
LOWBaseBin/libjailbreak/src/signatures.c1#include <stdlib.h>COMMENT
LOWBaseBin/libjailbreak/src/physrw_pte.c1#include "physrw_pte.h"COMMENT
LOWBaseBin/libjailbreak/src/physrw.h1#ifndef PHYSRW_HCOMMENT
LOWBaseBin/libjailbreak/src/pte.h1#ifndef PTE_HCOMMENT
LOWBaseBin/libjailbreak/src/pte.h21#define P_PAGE_MASK 0x3FFFCOMMENT
LOWBaseBin/libjailbreak/src/pte.h41#define ARM_PTE_NG 0x0000000000000800ullCOMMENT
LOWBaseBin/libjailbreak/src/pte.h61#define PMAP_TT_L1_LEVEL 0x1COMMENT
LOWBaseBin/libjailbreak/src/pte.h81#define ARM_16K_TT_L3_OFFMASK 0x0000000000003fffullCOMMENT
LOWBaseBin/libjailbreak/src/pte.h101#define ARM_4K_TT_L3_OFFMASK 0x0000000000000fffULLCOMMENT
LOWBaseBin/libjailbreak/src/kernel.c1#include "kernel.h"COMMENT
LOWBaseBin/libjailbreak/src/kernel.c161{COMMENT
LOWBaseBin/libjailbreak/src/util.c1#include "util.h"COMMENT
LOWBaseBin/libjailbreak/src/trustcache.c1#include "trustcache.h"COMMENT
LOWBaseBin/libjailbreak/src/jbroot.h41#endifCOMMENT
LOWBaseBin/libjailbreak/src/machine_info.h1#ifndef MACHINE_INFO_HCOMMENT
LOWBaseBin/libjailbreak/src/machine_info.h21/* A11 */COMMENT
LOWBaseBin/libjailbreak/src/machine_info.h41/* A15, M2 */COMMENT
LOWBaseBin/libjailbreak/src/machine_info.h61/* A18 Pro */COMMENT
LOWBaseBin/libjailbreak/src/jbserver_boomerang.c1#include "jbserver_boomerang.h"COMMENT
LOWBaseBin/libjailbreak/src/physrw_pte.h1#ifndef PHYSRW_PTE_HCOMMENT
LOWBaseBin/libjailbreak/src/tree_krw.h581 return (elm); \COMMENT
LOWBaseBin/libjailbreak/src/main.c1#include "jbclient_xpc.h"COMMENT
LOWBaseBin/libjailbreak/src/codesign.m1#include <Foundation/Foundation.h>COMMENT
LOWBaseBin/libjailbreak/src/pvh.h1#ifndef PVH_HCOMMENT
LOWBaseBin/libjailbreak/src/kernel.h1#ifndef KERNEL_HCOMMENT
LOWBaseBin/libjailbreak/src/primitives.h1#ifndef PRIMITIVES_HCOMMENT
LOWBaseBin/libjailbreak/src/info.h701COMMENT
LOWBaseBin/libjailbreak/src/jbserver_boomerang.h21#endifCOMMENT
LOWBaseBin/libjailbreak/src/jbclient_xpc.c1#include "jbclient_xpc.h"COMMENT
LOWBaseBin/libjailbreak/src/libjailbreak.h1#include "primitives.h"COMMENT
LOWBaseBin/forkfix/src/main.c1#include <stdio.h>COMMENT
168 more matches not shown…
Structural Annotation Overuse1 hit · 2 pts
SeverityFileLineSnippetContext
LOWBaseBin/libjailbreak/src/util.c1012// NOTE: This functions assumes both processes to be in a somewhat paused stateCOMMENT