AI Slop Code RIsk Monitor

palera1n/palera1n

Jailbreak for A8 through A11, T2 devices, on iOS/iPadOS/tvOS 15.0, bridgeOS 5.0 and higher.

9.8 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for palera1n/palera1n, a C project with 6,558 GitHub stars. SynthScan examined 11,092 lines of code across 41 source files, recording 162 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 9.8 (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.

9.8
Adjusted Signal
9.8
Raw Pattern Score
100%
Time Factor
2026-10-03
Last Push
6.6K
Stars
C
Language
11.1K
Lines of Code
41
Files
162
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 38.7/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 162 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 51.8/100 · HIGH

Which changes need focused human review? 162 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 162

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 162 distinct pattern matches across 1 syntactic category. 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 Block162 hits · 108 pts
SeverityFileLineSnippetContext
LOWinclude/palerain.h1#ifndef PALERAIN_HCOMMENT
LOWinclude/palerain.h21#define palerain_option_version 129COMMENT
LOWinclude/paleinfo.h21// (UINT64_C(1) << 3) /* Deprecated and removed */COMMENT
LOWinclude/paleinfo.h41#define palerain_option_overlay (UINT64_C(1) << 23) /* there is an overlay (should always be true) */COMMENT
LOWinclude/tui.h1#ifndef TUI_HCOMMENT
LOWinclude/tui.h21COMMENT
LOWinclude/tui.h41#define BG_YELLOW 43COMMENT
LOWinclude/ANSI-color-codes.h1/*COMMENT
LOWinclude/ANSI-color-codes.h21#define BBLK "\033[1;30m"COMMENT
LOWinclude/ANSI-color-codes.h41#define BLKB "\033[40m"COMMENT
LOWinclude/ANSI-color-codes.h61#define HBLK "\033[0;90m"COMMENT
LOWinclude/ANSI-color-codes.h81#define reset "\033[0m"COMMENT
LOWsrc/log.c1#include <time.h>COMMENT
LOWsrc/tui_screen_jailbreak.c1#ifdef TUICOMMENT
LOWsrc/lock_vars.c1#include <stdio.h>COMMENT
LOWsrc/exec_checkra1n.c1#include <stdio.h>COMMENT
LOWsrc/credits.c1#include <stdio.h>COMMENT
LOWsrc/devhelper.c1#include <stdio.h>COMMENT
LOWsrc/devhelper.c21#include <inttypes.h>COMMENT
LOWsrc/tui_screen_main.c1#ifdef TUICOMMENT
LOWsrc/usb_iokit.c21 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHERCOMMENT
LOWsrc/tui_main.c1#ifdef TUICOMMENT
LOWsrc/tui_screen_enter_recovery.c1#ifdef TUICOMMENT
LOWsrc/tui_screen_enter_dfu.c1#ifdef TUICOMMENT
LOWsrc/tui_screen_options.c1#ifdef TUICOMMENT
LOWsrc/override_file.c1#include <palerain.h>COMMENT
LOWsrc/main.c1#include <stdio.h>COMMENT
LOWsrc/dfuhelper.c1#include <stdio.h>COMMENT
LOWsrc/dfuhelper.c21#include <libimobiledevice/lockdown.h>COMMENT
LOWsrc/pongo_helper.c1#include <errno.h>COMMENT
LOWsrc/usb_libusb.c21 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHERCOMMENT
LOWsrc/optparse.c1#include <stdio.h>COMMENT
LOWsrc/tools/counterfeit_elf.h81#define ELFMAG3 'F'COMMENT
LOWsrc/tools/counterfeit_elf.h101COMMENT
LOWsrc/tools/counterfeit_elf.h121#define EI_PAD 9COMMENT
LOWsrc/tools/counterfeit_elf.h141#define EM_386 3COMMENT
LOWsrc/tools/counterfeit_elf.h161#define EM_ARM 40COMMENT
LOWsrc/tools/counterfeit_elf.h181#define EM_ST100 60COMMENT
LOWsrc/tools/counterfeit_elf.h201#define EM_HUANY 81COMMENT
LOWsrc/tools/counterfeit_elf.h221#define EM_SNP1K 99COMMENT
LOWsrc/tools/counterfeit_elf.h241#define EM_CE 119COMMENT
LOWsrc/tools/counterfeit_elf.h261#define EM_QDSP6 164COMMENT
LOWsrc/tools/counterfeit_elf.h281#define EM_STM8 186COMMENT
LOWsrc/tools/counterfeit_elf.h301#define EM_KMX32 211COMMENT
LOWsrc/tools/counterfeit_elf.h361#define SHN_HIPROC 0xff1fCOMMENT
LOWsrc/tools/counterfeit_elf.h381#define SHT_SHLIB 10COMMENT
LOWsrc/tools/counterfeit_elf.h401#define SHT_HISUNW 0x6fffffffCOMMENT
LOWsrc/tools/counterfeit_elf.h481#define SYMINFO_FLG_COPY 0x0004COMMENT
LOWsrc/tools/counterfeit_elf.h501#define STB_GNU_UNIQUE 10COMMENT
LOWsrc/tools/counterfeit_elf.h601#define PT_NUM 8COMMENT
LOWsrc/tools/counterfeit_elf.h621#define PF_R (1 << 2)COMMENT
LOWsrc/tools/counterfeit_elf.h641#define NT_LWPSTATUS 16COMMENT
LOWsrc/tools/counterfeit_elf.h661#define NT_PPC_TM_CPPR 0x10eCOMMENT
LOWsrc/tools/counterfeit_elf.h681#define NT_ARM_TLS 0x401COMMENT
LOWsrc/tools/counterfeit_elf.h721#define DT_NULL 0COMMENT
LOWsrc/tools/counterfeit_elf.h741#define DT_PLTREL 20COMMENT
LOWsrc/tools/counterfeit_elf.h761#define DT_PROCNUM DT_MIPS_NUMCOMMENT
LOWsrc/tools/counterfeit_elf.h781#define DT_GNU_HASH 0x6ffffef5COMMENT
LOWsrc/tools/counterfeit_elf.h801#define DT_RELCOUNT 0x6ffffffaCOMMENT
LOWsrc/tools/counterfeit_elf.h821COMMENT
102 more matches not shown…