AI Slop Code RIsk Monitor

Ralim/IronOS

Open Source Soldering Iron firmware

6.5 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for Ralim/IronOS, a C project with 8,382 GitHub stars. SynthScan examined 507,621 lines of code across 1016 source files, recording 4550 pattern matches distributed across 11 syntactic categories. The legacy adjusted pattern signal is 6.5 (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.

6.5
Adjusted Signal
6.5
Raw Pattern Score
100%
Time Factor
2026-10-05
Last Push
8.4K
Stars
C
Language
507.6K
Lines of Code
1.0K
Files
4.5K
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 27.3/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 4490 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 28 finding(s).

Agent Over-Engineering Ratio 0.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 54 finding(s).

PR Review Velocity Impact 36.4/100 · MEDIUM

Which changes need focused human review? 4550 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 1MEDIUM 20LOW 4529

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 4550 distinct pattern matches across 11 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 Block4440 hits · 3170 pts
SeverityFileLineSnippetContext
LOWsource/Core/Inc/main.hpp41#endifCOMMENT
LOWsource/Core/Inc/Settings.h161// #ifdef TIPTYPE_TS80COMMENT
LOWsource/Core/Inc/Settings.h201uint16_t lookupHallEffectThreshold();COMMENT
LOWsource/Core/Inc/settingsGUI.hpp1/*COMMENT
LOWsource/Core/Inc/Types.h1#ifndef TYPES_H_COMMENT
LOWsource/Core/Inc/power.hpp1/*COMMENT
LOWsource/Core/Inc/Translation_multi.h1#ifndef TRANSLATION_MULTI_H_COMMENT
LOWsource/Core/Inc/stm32f1xx_hal_conf.h161#define MAC_ADDR0 2COMMENT
LOWsource/Core/Inc/stm32f1xx_hal_conf.h181#define PHY_CONFIG_DELAY ((uint32_t)0x00000FFF)COMMENT
LOWsource/Core/Inc/stm32f1xx_hal_conf.h221#ifdef HAL_GPIO_MODULE_ENABLEDCOMMENT
LOWsource/Core/Inc/stm32f1xx_hal_conf.h241#ifdef HAL_CORTEX_MODULE_ENABLEDCOMMENT
LOWsource/Core/Inc/stm32f1xx_hal_conf.h261#ifdef HAL_SRAM_MODULE_ENABLEDCOMMENT
LOWsource/Core/Inc/stm32f1xx_hal_conf.h281#ifdef HAL_PWR_MODULE_ENABLEDCOMMENT
LOWsource/Core/Inc/stm32f1xx_hal_conf.h301#ifdef HAL_NAND_MODULE_ENABLEDCOMMENT
LOWsource/Core/Inc/stm32f1xx_hal_conf.h321#ifdef HAL_IRDA_MODULE_ENABLEDCOMMENT
LOWsource/Core/Drivers/accelerometers_common.h1#ifndef CORE_DRIVERS_ACCELEROMTERS_COMMON_H_COMMENT
LOWsource/Core/Drivers/LIS2DH12_defines.hpp1/*COMMENT
LOWsource/Core/Drivers/LIS2DH12_defines.hpp21#define LIS_INT1_CFG 0xB0 | 0x80COMMENT
LOWsource/Core/Drivers/BMA223_defines.h1/*COMMENT
LOWsource/Core/Drivers/BMA223_defines.h21#define BMA223_INT_STATUS_1 0x0ACOMMENT
LOWsource/Core/Drivers/BMA223_defines.h41#define BMA223_INT_1 0x23COMMENT
LOWsource/Core/Drivers/BMA223_defines.h61#define BMA223_OFC_OFFSET_Y 0x39COMMENT
LOWsource/Core/Drivers/FS2711.cpp1#include "configuration.h"COMMENT
LOWsource/Core/Drivers/WS2812.h1/*COMMENT
LOWsource/Core/Drivers/FS2711_defines.h1#ifndef _FS2711_DEFINE_HPP_COMMENT
LOWsource/Core/Drivers/FS2711_defines.h21#define FS2711_PROTOCOL_QC2A 4COMMENT
LOWsource/Core/Drivers/FS2711_defines.h41#define FS2711_REG_MODE_SET 0xA0 // Mode setCOMMENT
LOWsource/Core/Drivers/FS2711_defines.h61#define FS2711_REG_PROTOCOL_EXISTS 0xF8COMMENT
LOWsource/Core/Drivers/MMA8652FC_defines.h21COMMENT
LOWsource/Core/Drivers/MMA8652FC_defines.h41#define TRANSIENT_CFG_REG 0x1D // TRANSIENT_CFG Transient Configuration RegisterCOMMENT
LOWsource/Core/Drivers/MMA8652FC_defines.h61#define CTRL_REG5 0x2E // CTRL_REG5 Interrupt Configuration RegisterCOMMENT
LOWsource/Core/Drivers/MMA8652FC_defines.h81#define Y_LSB_REG 0X04COMMENT
LOWsource/Core/Drivers/MMA8652FC_defines.h101#define FHZ400 0x1 // 400hzCOMMENT
LOWsource/Core/Drivers/MMA8652FC_defines.h121#define INT_EN_FF_MT 1 << 2 // Freefall/Motion Interrupt EnableCOMMENT
LOWsource/Core/Drivers/OLED.hpp21#endifCOMMENT
LOWsource/Core/Drivers/OLED.hpp41COMMENT
LOWsource/Core/Drivers/HUB238.hpp1#pragma onceCOMMENT
LOWsource/Core/Drivers/HUB238.hpp21#define HUB238_REG_GO_COMMAND 0x09COMMENT
LOWsource/Core/Drivers/Si7210_defines.h21#define SI7210_CTRL1 0xC6UCOMMENT
LOWsource/Core/Drivers/Si7210_defines.h41#define MEAS_MASK 0x80UCOMMENT
LOWsource/Core/Drivers/Si7210_defines.h61#define DSP_SIGM_DATA_FLAG 0x80UCOMMENT
LOWsource/Core/Drivers/Si7210_defines.h81#define DF_BURSTSIZE_2 0x1U << 5COMMENT
LOWsource/Core/Drivers/MSA301_defines.h1/*COMMENT
LOWsource/Core/Drivers/MSA301_defines.h21#define MSA301_REG_CLICKSTATUS 0x0B ///< Register address for click/doubleclick statusCOMMENT
LOWsource/Core/Drivers/Font.h501 COMMENT
LOWsource/Core/Drivers/Font.h581 #endifCOMMENT
LOWsource/Core/Drivers/USBPD.cpp1#include "USBPD.h"COMMENT
LOWsource/Core/Drivers/SC7A20_defines.h1/*COMMENT
LOWsource/Core/Drivers/SC7A20_defines.h21#define SC7A20_CTRL_REG5 0x24COMMENT
LOWsource/Core/Drivers/SC7A20_defines.h41#define SC7A20_INT2_DURATION 0x37COMMENT
LOWsource/Core/BSP/BSP_QC.h21// Set the DP pin to 3.3VCOMMENT
LOWsource/Core/BSP/BSP.h1#include "BSP_Flash.h"COMMENT
LOWsource/Core/BSP/BSP.h41#ifdef TIP_CURRENT_LIMIT_CHOPCOMMENT
LOWsource/Core/BSP/Pinecil/BSP.cpp1// BSP mapping functionsCOMMENT
LOWsource/Core/BSP/Pinecil/BSP.cpp21COMMENT
LOWsource/Core/BSP/Pinecil/Pins.h1/*COMMENT
LOWsource/Core/BSP/Pinecil/Pins.h21#define TIP_TEMP_ADC1_CHANNEL ADC_CHANNEL_1COMMENT
LOWsource/Core/BSP/Pinecil/Pins.h41#define QC_DP_LOW_Pin BIT(7)COMMENT
LOWsource/Core/BSP/Pinecil/configuration.h81#define POWER_PULSE_MAX 100 // x10 max wattsCOMMENT
LOWsource/Core/BSP/Pinecil/configuration.h101 * Detailed idle screen (off for first time users)COMMENT
4380 more matches not shown…
Excessive Try-Catch Wrapping30 hits · 48 pts
SeverityFileLineSnippetContext
MEDIUMsource/dfuse-pack.py255 print("Error: IntelHex python module could not be found")CODE
LOWsource/Settings/test_config_parser.py61 except Exception as e:CODE
LOWsource/Settings/test_config_parser.py84 except Exception as e:CODE
MEDIUMsource/Settings/test_config_parser.py85 print(f"Error parsing {model}: {e}", file=sys.stderr)CODE
LOWsource/Settings/config_parser.py264 except Exception as e:CODE
MEDIUMsource/Settings/config_parser.py265 print(f"Error: {e}", file=sys.stderr)CODE
MEDIUMsource/Settings/test_generate_settings.py24 print(f"Error importing modules: {e}")CODE
LOW⚡source/Settings/generate_settings.py100 except Exception as e:CODE
MEDIUM⚡source/Settings/generate_settings.py101 print(f"Error loading settings definitions: {e}")CODE
LOW⚡source/Settings/generate_settings.py111 except Exception as nested_e:CODE
LOWsource/Settings/generate_settings.py122 except Exception as e:CODE
MEDIUMsource/Settings/generate_settings.py123 print(f"Error reading template file: {e}")CODE
LOWsource/Settings/generate_settings.py136 except Exception as e:CODE
MEDIUMsource/Settings/generate_settings.py137 print(f"Error writing output file: {e}")CODE
LOWsource/Settings/lib/settings_cli.py103 except Exception as e:CODE
MEDIUMsource/Settings/lib/settings_cli.py104 print(f"Error loading BSP configuration: {e}")CODE
MEDIUM⚡source/Settings/lib/settings_cli.py134 print(f"Error: Settings definition file '{args.definitions}' does not exist.")CODE
LOW⚡source/Settings/lib/settings_cli.py144 except Exception as e:CODE
MEDIUM⚡source/Settings/lib/settings_cli.py145 print(f"Error loading settings definitions: {e}")CODE
LOWsource/Settings/lib/settings_cli.py172 except Exception as e:CODE
LOWsource/Settings/lib/settings_parser.py107 except Exception as e:CODE
MEDIUMsource/Settings/lib/settings_util.py33 print(f"Error: Model code '{model_code}' is not recognized.")CODE
LOWsource/Settings/lib/settings_util.py88 except Exception as e:CODE
MEDIUMsource/Settings/lib/settings_util.py89 print(f"Error evaluating expression '{expression}' -> '{result_expr}': {e}")CODE
LOWsource/Settings/lib/settings_model.py165 except Exception as e:CODE
MEDIUMsource/Settings/lib/settings_model.py166 print(f"Error loading settings from file: {e}")CODE
LOWsource/Settings/lib/settings_model.py226 except Exception as e:CODE
MEDIUMsource/Settings/lib/settings_model.py227 print(f"Error saving settings to file: {e}")CODE
LOWscripts/ci/generate_memory_usage_report.py249 except Exception:CODE
LOWscripts/ci/generate_memory_usage_report.py336 except Exception as exc: # pragma: no cover - CI utility scriptCODE
Unused Imports24 hits · 24 pts
SeverityFileLineSnippetContext
LOWsource/Settings/config_parser.py6CODE
LOWsource/Settings/generate_settings.py13CODE
LOWsource/Settings/lib/__init__.py13CODE
LOWsource/Settings/lib/__init__.py13CODE
LOWsource/Settings/lib/__init__.py14CODE
LOWsource/Settings/lib/__init__.py14CODE
LOWsource/Settings/lib/__init__.py15CODE
LOWsource/Settings/lib/__init__.py15CODE
LOWsource/Settings/lib/__init__.py16CODE
LOWsource/Settings/lib/__init__.py17CODE
LOWsource/Settings/lib/__init__.py17CODE
LOWsource/Settings/lib/__init__.py17CODE
LOWsource/Settings/lib/settings_parser.py6CODE
LOWsource/Settings/lib/settings_parser.py7CODE
LOWsource/Settings/lib/settings_model.py6CODE
LOWsource/Settings/lib/settings_model.py9CODE
LOWsource/Settings/lib/settings_model.py10CODE
LOWsource/Settings/lib/settings_model.py11CODE
LOWsource/Settings/lib/settings_model.py11CODE
LOWsource/Settings/lib/settings_model.py11CODE
LOWsource/Settings/lib/settings_model.py11CODE
LOWsource/Settings/lib/settings_model.py15CODE
LOWscripts/ci/generate_memory_usage_report.py12CODE
LOWTranslations/migrate.py4CODE
Hyper-Verbose Identifiers22 hits · 22 pts
SeverityFileLineSnippetContext
LOWsource/Settings/config_parser.py159 def _get_model_specific_blocks(self, content: str) -> List[tuple]:CODE
LOWsource/Settings/test_edit_settings.py120 def test_load_from_nonexistent_binary(self):CODE
LOWsource/Settings/test_edit_settings.py154 def test_save_to_binary_error_handling(self):CODE
LOWsource/Settings/test_generate_settings.py62 def test_load_yaml_and_convert(self):CODE
LOW⚡source/Settings/lib/settings_cli.py128def run_editing_settings_file_cli():CODE
LOWscripts/ci/generate_memory_usage_report.py239def load_language_local_names(translations_dir: pathlib.Path) -> Dict[str, str]:CODE
LOWTranslations/brieflz.py48def _fn_blz_workmem_size_level():CODE
LOWTranslations/make_translation_test.py8 def test_get_bytes_from_font_index(self):CODE
LOWTranslations/make_translation_test.py35 def test_no_language_id_collisions(self):CODE
LOWTranslations/make_translation.py92def validate_langcode_matches_content(filename: str, content: dict) -> None:CODE
LOWTranslations/make_translation.py238def description_uses_small_font(msg: str) -> bool:CODE
LOWTranslations/make_translation.py386def convert_letter_counts_to_ranked_symbols_with_forced(CODE
LOWTranslations/make_translation.py562def get_bytes_from_font_index(index: int) -> bytes:CODE
LOWTranslations/make_translation.py773def build_symbol_conversion_map(sym_list: List[str]) -> Dict[str, bytes]:CODE
LOWTranslations/make_translation.py805def make_font_table_named_cpp(CODE
LOWTranslations/make_translation.py1247def get_translation_common_text(CODE
LOWTranslations/make_translation.py1313def get_translation_strings_and_indices_text(CODE
LOWTranslations/make_translation.py1561def get_translation_sanity_checks_text(defs: dict) -> str:CODE
LOWTranslations/font_tables.py106def get_font_map_latin_extended() -> Dict[str, bytes]:CODE
LOWTranslations/font_tables.py498def get_small_font_map_ascii_basic() -> Dict[str, bytes]:CODE
LOWTranslations/font_tables.py600def get_small_font_map_latin_extended() -> Dict[str, bytes]:CODE
LOWTranslations/font_tables.py881def get_small_font_map_cyrillic() -> Dict[str, bytes]:CODE
Redundant / Tautological Comments10 hits · 16 pts
SeverityFileLineSnippetContext
LOWsource/Settings/test_generate_settings.py105 # Check if the script executed successfullyCOMMENT
LOWsource/Settings/generate_settings.py53 # Check if settings definitions file existsCOMMENT
LOW⚡source/Settings/lib/settings_cli.py132 # Check if settings definitions file existsCOMMENT
LOWsource/Settings/lib/settings_cli.py185 # Check if output is hex and we need intelhex moduleCOMMENT
LOWsource/Settings/lib/settings_parser.py113 # Check if any values are still unresolvedCOMMENT
LOWsource/Settings/lib/settings_model.py92 # Read the fileCOMMENT
LOWsource/Settings/lib/settings_model.py115 # Check if file size is correctCOMMENT
LOWsource/Settings/lib/settings_model.py265 # Check if value is in rangeCOMMENT
LOWsource/Settings/lib/settings_model.py293 # Check if value respects the increment stepCOMMENT
LOWsource/Settings/lib/settings_model.py295 # Check if value is min_int + n*inc_intCOMMENT
Self-Referential Comments5 hits · 15 pts
SeverityFileLineSnippetContext
MEDIUMsource/Settings/test_edit_settings.py39 # Create a temporary YAML file for testingCOMMENT
MEDIUMsource/Settings/test_edit_settings.py65 # Create a temporary binary file for testingCOMMENT
MEDIUMsource/Settings/test_generate_settings.py41 # Create a simple test YAML fileCOMMENT
MEDIUMsource/Settings/lib/settings_parser.py25 # Create a dictionary of values to use for resolving expressionsCOMMENT
MEDIUMsource/Settings/lib/settings_model.py211 # Create a new Intel HEX objectCOMMENT
Deep Nesting12 hits · 12 pts
SeverityFileLineSnippetContext
LOWsource/metadata.py50CODE
LOWsource/Settings/test_config_parser.py9CODE
LOWsource/Settings/config_parser.py132CODE
LOWsource/Settings/config_parser.py181CODE
LOWsource/Settings/lib/settings_parser.py15CODE
LOWsource/Settings/lib/settings_model.py69CODE
LOWsource/Settings/lib/settings_model.py230CODE
LOWTranslations/make_translation.py438CODE
LOWTranslations/make_translation.py511CODE
LOWTranslations/make_translation.py1572CODE
LOWTranslations/make_translation.py1629CODE
LOWTranslations/font_tables.py1007CODE
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHsource/Settings/config_parser.py153except ValueError:CODE
Fake / Example Data4 hits · 4 pts
SeverityFileLineSnippetContext
LOW…omponents/ble/ble_stack/common/tinycrypt/source/hmac.c58 const uint8_t dummy_key[TC_SHA256_BLOCK_SIZE];CODE
LOW…omponents/ble/ble_stack/common/tinycrypt/source/hmac.c70 (void)tc_sha256_update(&dummy_state.hash_state, dummy_key, key_size);CODE
LOWTranslations/brieflz_test.py7 b"Lorem ipsum dolor sit amet, consectetur adipiscing elit. "CODE
LOWTranslations/brieflz_test.py7 b"Lorem ipsum dolor sit amet, consectetur adipiscing elit. "CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsource/Core/brieflz/brieflz_leparse.h46// Essentially, this improves the worst case for the parsing at a small costCOMMENT
Modern Structural Boilerplate1 hit · 1 pts
SeverityFileLineSnippetContext
LOWsource/Settings/lib/__init__.py23__all__ = [CODE