Repository Analysis

lzhoang2801/OpCore-Simplify

A tool designed to simplify the creation of OpenCore EFI

9.7 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of lzhoang2801/OpCore-Simplify, a Python project with 7,329 GitHub stars. SynthScan v2.0 examined 15,219 lines of code across 28 source files, recording 142 pattern matches distributed across 9 syntactic categories. The overall adjusted score of 9.7 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

9.7
Adjusted Score
9.7
Raw Score
100%
Time Factor
2026-08-27
Last Push
7.3K
Stars
Python
Language
15.2K
Lines of Code
28
Files
142
Pattern Hits
2026-08-29
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

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

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 10LOW 132

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 142 distinct pattern matches across 9 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Deep Nesting61 hits · 54 pts
SeverityFileLineSnippetContext
LOWupdater.py73CODE
LOWupdater.py133CODE
LOWOpCore-Simplify.py36CODE
LOWOpCore-Simplify.py134CODE
LOWOpCore-Simplify.py199CODE
LOWOpCore-Simplify.py363CODE
LOWScripts/dsdt.py78CODE
LOWScripts/dsdt.py282CODE
LOWScripts/dsdt.py345CODE
LOWScripts/dsdt.py557CODE
LOWScripts/dsdt.py668CODE
LOWScripts/report_validator.py242CODE
LOWScripts/run.py99CODE
LOWScripts/config_prodigy.py69CODE
LOWScripts/config_prodigy.py240CODE
LOWScripts/config_prodigy.py309CODE
LOWScripts/config_prodigy.py430CODE
LOWScripts/config_prodigy.py447CODE
LOWScripts/config_prodigy.py505CODE
LOWScripts/config_prodigy.py615CODE
LOWScripts/smbios.py93CODE
LOWScripts/smbios.py163CODE
LOWScripts/kext_maestro.py31CODE
LOWScripts/kext_maestro.py134CODE
LOWScripts/kext_maestro.py443CODE
LOWScripts/kext_maestro.py513CODE
LOWScripts/kext_maestro.py541CODE
LOWScripts/kext_maestro.py704CODE
LOWScripts/gathering_files.py45CODE
LOWScripts/gathering_files.py95CODE
LOWScripts/gathering_files.py150CODE
LOWScripts/acpi_guru.py118CODE
LOWScripts/acpi_guru.py358CODE
LOWScripts/acpi_guru.py407CODE
LOWScripts/acpi_guru.py572CODE
LOWScripts/acpi_guru.py646CODE
LOWScripts/acpi_guru.py708CODE
LOWScripts/acpi_guru.py963CODE
LOWScripts/acpi_guru.py1225CODE
LOWScripts/acpi_guru.py1641CODE
LOWScripts/acpi_guru.py1813CODE
LOWScripts/acpi_guru.py1844CODE
LOWScripts/acpi_guru.py2905CODE
LOWScripts/acpi_guru.py3035CODE
LOWScripts/acpi_guru.py3237CODE
LOWScripts/acpi_guru.py1237CODE
LOWScripts/hardware_customizer.py11CODE
LOWScripts/hardware_customizer.py117CODE
LOWScripts/hardware_customizer.py192CODE
LOWScripts/resource_fetcher.py158CODE
LOWScripts/compatibility_checker.py95CODE
LOWScripts/compatibility_checker.py254CODE
LOWScripts/wifi_profile_extractor.py130CODE
LOWScripts/wifi_profile_extractor.py211CODE
LOWScripts/wifi_profile_extractor.py262CODE
LOWScripts/wifi_profile_extractor.py288CODE
LOWScripts/utils.py61CODE
LOWScripts/utils.py172CODE
LOWScripts/integrity_checker.py41CODE
LOWScripts/github.py81CODE
1 more matches not shown…
Excessive Try-Catch Wrapping30 hits · 42 pts
SeverityFileLineSnippetContext
LOWupdater.py30 except Exception as e:CODE
MEDIUMupdater.py31 print("Error reading current SHA version: {}".format(str(e)))CODE
LOWupdater.py39 except Exception as e:CODE
MEDIUMupdater.py40 print("Error fetching latest SHA version: {}".format(str(e)))CODE
LOWupdater.py69 except Exception as e:CODE
LOWupdater.py107 except Exception as e:CODE
LOWupdater.py119 except Exception as e:CODE
LOWupdater.py129 except Exception as e:CODE
MEDIUMupdater.py123def save_latest_sha_version(self, latest_sha):CODE
LOWOpCore-Simplify.py309 except Exception as e:CODE
LOWOpCore-Simplify.py444 except Exception as e:CODE
LOWOpCore-Simplify.py469 except Exception as e:CODE
LOWScripts/dsdt.py257 except Exception as e:CODE
LOWScripts/dsdt.py311 except Exception as e:CODE
MEDIUMScripts/dsdt.py312 print("An error occurred :(\n - {}".format(e))CODE
LOWScripts/dsdt.py385 except Exception as e:CODE
LOWScripts/report_validator.py233 except Exception as e:CODE
LOWScripts/acpi_guru.py1248 except Exception as e:STRING
LOWScripts/acpi_guru.py1260 except Exception as e:STRING
LOWScripts/resource_fetcher.py39 except Exception as e:CODE
LOWScripts/resource_fetcher.py56 except Exception as e:CODE
LOWScripts/resource_fetcher.py87 except Exception as e:CODE
LOWScripts/resource_fetcher.py92 except Exception as e:CODE
LOWScripts/resource_fetcher.py102 except Exception as e:CODE
MEDIUMScripts/resource_fetcher.py103 print("Error parsing content as {}: {}".format(content_type, e))CODE
MEDIUMScripts/resource_fetcher.py32def create_ssl_context(self):CODE
MEDIUMScripts/resource_fetcher.py44def _make_request(self, resource_url, timeout=10):CODE
LOWScripts/wifi_profile_extractor.py165 except Exception as e:CODE
MEDIUMScripts/wifi_profile_extractor.py167 print("Error processing network '{}': {}".format(ssid, str(e)))CODE
LOWScripts/utils.py28 except Exception as e:CODE
Hyper-Verbose Identifiers29 hits · 27 pts
SeverityFileLineSnippetContext
LOWScripts/dsdt.py752 def get_device_paths_with_hid(self, hid="ACPI000E", table=None):CODE
LOWScripts/config_prodigy.py240 def select_audio_codec_layout(self, hardware_report, config=None, controller_required=False):CODE
LOWScripts/kext_maestro.py670 def verify_kext_compatibility(self, kext_names, target_darwin_version):CODE
LOWScripts/gathering_files.py45 def fetch_latest_products_info(self, kexts, local_download_history):CODE
LOWScripts/gathering_files.py95 def move_bootloader_kexts_to_product_directory(self, product_name):CODE
LOWScripts/acpi_guru.py407 def enable_cpu_power_management(self):CODE
LOWScripts/acpi_guru.py1504 def add_intel_management_engine(self):CODE
LOWScripts/acpi_guru.py1544 def add_memory_controller_device(self):CODE
LOWScripts/acpi_guru.py1592 def add_system_management_bus_device(self):CODE
LOWScripts/acpi_guru.py1813 def findall_power_resource_blocks(self, table_lines):CODE
LOWScripts/acpi_guru.py1836 def is_method_in_power_resource(self, method, table_lines):CODE
LOWScripts/acpi_guru.py1844 def disable_unsupported_device(self):CODE
LOWScripts/acpi_guru.py2762 def surface_laptop_special_patch(self):CODE
LOWScripts/acpi_guru.py2036 def enable_backlight_controls(self):STRING
LOWScripts/acpi_guru.py2948 def process_embedded_control_region(self, table, start_idx):STRING
LOWScripts/acpi_guru.py3321 def customize_patch_selection(self):STRING
LOWScripts/compatibility_checker.py26 def _restrict_native_compatibility(self, compatibility):CODE
LOWScripts/compatibility_checker.py226 def check_sound_compatibility(self):CODE
LOWScripts/compatibility_checker.py246 def check_biometric_compatibility(self):CODE
LOWScripts/compatibility_checker.py254 def check_network_compatibility(self):CODE
LOWScripts/compatibility_checker.py307 def check_storage_compatibility(self):CODE
LOWScripts/compatibility_checker.py366 def check_bluetooth_compatibility(self):CODE
LOWScripts/compatibility_checker.py384 def check_sd_controller_compatibility(self):CODE
LOWScripts/wifi_profile_extractor.py67 def get_wifi_password_windows(self, ssid):CODE
LOWScripts/wifi_profile_extractor.py189 def get_preferred_networks_macos(self, interface):CODE
LOWScripts/wifi_profile_extractor.py211 def get_preferred_networks_windows(self):CODE
LOWScripts/wifi_profile_extractor.py241 def get_preferred_networks_linux(self):CODE
LOWScripts/datasets/os_data.py20def get_latest_darwin_version(include_beta=True):CODE
LOWScripts/datasets/os_data.py28def get_lowest_darwin_version():CODE
Redundant / Tautological Comments9 hits · 10 pts
SeverityFileLineSnippetContext
LOWScripts/dsdt.py587 # Check if our hex string is uniqueCOMMENT
LOWScripts/run.py122 # Check if we have sudoCOMMENT
LOWScripts/acpi_guru.py138 # Check if there's an ACPI directory within the passedCOMMENT
LOWScripts/acpi_guru.py601 # Check if we retain the _HID hereCOMMENT
LOWScripts/acpi_guru.py617 # Check if just a filler lineCOMMENT
LOWScripts/acpi_guru.py749 # Check if we found the valuesCOMMENT
LOWScripts/acpi_guru.py1140 # Check if we need to setup an RTC range correctionSTRING
LOWScripts/acpi_guru.py1167 # Check if we do not have an RTC device at allSTRING
LOWScripts/acpi_guru.py1240 # Check if we have an IntObj or MethodObjSTRING
Self-Referential Comments2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMScripts/dsdt.py103 # Create a temp dir and copy all files thereCOMMENT
MEDIUMScripts/acpi_guru.py1408 # Create the faked ECSTRING
Over-Commented Block4 hits · 4 pts
SeverityFileLineSnippetContext
LOWScripts/acpi_guru.py541 }"""COMMENT
LOWScripts/acpi_guru.py1061 val += "{} _CRS to XCRS".format(" and " if val else x["dev_name"])COMMENT
LOWScripts/acpi_guru.py1201 #self.write_ssdt("SSDT-RTCAWAC",ssdt)COMMENT
LOWScripts/acpi_guru.py1321 #else:COMMENT
AI Slop Vocabulary3 hits · 3 pts
SeverityFileLineSnippetContext
LOWScripts/run.py151 # We only ran one command - just return that outputCOMMENT
LOWScripts/acpi_guru.py178 # If it loads fine - just return the pathCOMMENT
LOWScripts/acpi_guru.py1123 # AWAC device with no STAS, and no _STA - let's just add oneSTRING
Unused Imports3 hits · 3 pts
SeverityFileLineSnippetContext
LOWScripts/dsdt.py3CODE
LOWScripts/resource_fetcher.py17CODE
LOWScripts/integrity_checker.py3CODE
AI Structural Patterns1 hit · 1 pts
SeverityFileLineSnippetContext
LOWScripts/datasets/kext_data.py5CODE