A tool designed to simplify the creation of OpenCore EFI
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).
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.
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.
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.
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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | updater.py | 73 | CODE | |
| LOW | updater.py | 133 | CODE | |
| LOW | OpCore-Simplify.py | 36 | CODE | |
| LOW | OpCore-Simplify.py | 134 | CODE | |
| LOW | OpCore-Simplify.py | 199 | CODE | |
| LOW | OpCore-Simplify.py | 363 | CODE | |
| LOW | Scripts/dsdt.py | 78 | CODE | |
| LOW | Scripts/dsdt.py | 282 | CODE | |
| LOW | Scripts/dsdt.py | 345 | CODE | |
| LOW | Scripts/dsdt.py | 557 | CODE | |
| LOW | Scripts/dsdt.py | 668 | CODE | |
| LOW | Scripts/report_validator.py | 242 | CODE | |
| LOW | Scripts/run.py | 99 | CODE | |
| LOW | Scripts/config_prodigy.py | 69 | CODE | |
| LOW | Scripts/config_prodigy.py | 240 | CODE | |
| LOW | Scripts/config_prodigy.py | 309 | CODE | |
| LOW | Scripts/config_prodigy.py | 430 | CODE | |
| LOW | Scripts/config_prodigy.py | 447 | CODE | |
| LOW | Scripts/config_prodigy.py | 505 | CODE | |
| LOW | Scripts/config_prodigy.py | 615 | CODE | |
| LOW | Scripts/smbios.py | 93 | CODE | |
| LOW | Scripts/smbios.py | 163 | CODE | |
| LOW | Scripts/kext_maestro.py | 31 | CODE | |
| LOW | Scripts/kext_maestro.py | 134 | CODE | |
| LOW | Scripts/kext_maestro.py | 443 | CODE | |
| LOW | Scripts/kext_maestro.py | 513 | CODE | |
| LOW | Scripts/kext_maestro.py | 541 | CODE | |
| LOW | Scripts/kext_maestro.py | 704 | CODE | |
| LOW | Scripts/gathering_files.py | 45 | CODE | |
| LOW | Scripts/gathering_files.py | 95 | CODE | |
| LOW | Scripts/gathering_files.py | 150 | CODE | |
| LOW | Scripts/acpi_guru.py | 118 | CODE | |
| LOW | Scripts/acpi_guru.py | 358 | CODE | |
| LOW | Scripts/acpi_guru.py | 407 | CODE | |
| LOW | Scripts/acpi_guru.py | 572 | CODE | |
| LOW | Scripts/acpi_guru.py | 646 | CODE | |
| LOW | Scripts/acpi_guru.py | 708 | CODE | |
| LOW | Scripts/acpi_guru.py | 963 | CODE | |
| LOW | Scripts/acpi_guru.py | 1225 | CODE | |
| LOW | Scripts/acpi_guru.py | 1641 | CODE | |
| LOW | Scripts/acpi_guru.py | 1813 | CODE | |
| LOW | Scripts/acpi_guru.py | 1844 | CODE | |
| LOW | Scripts/acpi_guru.py | 2905 | CODE | |
| LOW | Scripts/acpi_guru.py | 3035 | CODE | |
| LOW | Scripts/acpi_guru.py | 3237 | CODE | |
| LOW | Scripts/acpi_guru.py | 1237 | CODE | |
| LOW | Scripts/hardware_customizer.py | 11 | CODE | |
| LOW | Scripts/hardware_customizer.py | 117 | CODE | |
| LOW | Scripts/hardware_customizer.py | 192 | CODE | |
| LOW | Scripts/resource_fetcher.py | 158 | CODE | |
| LOW | Scripts/compatibility_checker.py | 95 | CODE | |
| LOW | Scripts/compatibility_checker.py | 254 | CODE | |
| LOW | Scripts/wifi_profile_extractor.py | 130 | CODE | |
| LOW | Scripts/wifi_profile_extractor.py | 211 | CODE | |
| LOW | Scripts/wifi_profile_extractor.py | 262 | CODE | |
| LOW | Scripts/wifi_profile_extractor.py | 288 | CODE | |
| LOW | Scripts/utils.py | 61 | CODE | |
| LOW | Scripts/utils.py | 172 | CODE | |
| LOW | Scripts/integrity_checker.py | 41 | CODE | |
| LOW | Scripts/github.py | 81 | CODE | |
| 1 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | updater.py | 30 | except Exception as e: | CODE |
| MEDIUM⚡ | updater.py | 31 | print("Error reading current SHA version: {}".format(str(e))) | CODE |
| LOW⚡ | updater.py | 39 | except Exception as e: | CODE |
| MEDIUM⚡ | updater.py | 40 | print("Error fetching latest SHA version: {}".format(str(e))) | CODE |
| LOW | updater.py | 69 | except Exception as e: | CODE |
| LOW | updater.py | 107 | except Exception as e: | CODE |
| LOW | updater.py | 119 | except Exception as e: | CODE |
| LOW | updater.py | 129 | except Exception as e: | CODE |
| MEDIUM | updater.py | 123 | def save_latest_sha_version(self, latest_sha): | CODE |
| LOW | OpCore-Simplify.py | 309 | except Exception as e: | CODE |
| LOW | OpCore-Simplify.py | 444 | except Exception as e: | CODE |
| LOW | OpCore-Simplify.py | 469 | except Exception as e: | CODE |
| LOW | Scripts/dsdt.py | 257 | except Exception as e: | CODE |
| LOW | Scripts/dsdt.py | 311 | except Exception as e: | CODE |
| MEDIUM | Scripts/dsdt.py | 312 | print("An error occurred :(\n - {}".format(e)) | CODE |
| LOW | Scripts/dsdt.py | 385 | except Exception as e: | CODE |
| LOW | Scripts/report_validator.py | 233 | except Exception as e: | CODE |
| LOW | Scripts/acpi_guru.py | 1248 | except Exception as e: | STRING |
| LOW | Scripts/acpi_guru.py | 1260 | except Exception as e: | STRING |
| LOW | Scripts/resource_fetcher.py | 39 | except Exception as e: | CODE |
| LOW | Scripts/resource_fetcher.py | 56 | except Exception as e: | CODE |
| LOW⚡ | Scripts/resource_fetcher.py | 87 | except Exception as e: | CODE |
| LOW⚡ | Scripts/resource_fetcher.py | 92 | except Exception as e: | CODE |
| LOW⚡ | Scripts/resource_fetcher.py | 102 | except Exception as e: | CODE |
| MEDIUM⚡ | Scripts/resource_fetcher.py | 103 | print("Error parsing content as {}: {}".format(content_type, e)) | CODE |
| MEDIUM | Scripts/resource_fetcher.py | 32 | def create_ssl_context(self): | CODE |
| MEDIUM | Scripts/resource_fetcher.py | 44 | def _make_request(self, resource_url, timeout=10): | CODE |
| LOW | Scripts/wifi_profile_extractor.py | 165 | except Exception as e: | CODE |
| MEDIUM | Scripts/wifi_profile_extractor.py | 167 | print("Error processing network '{}': {}".format(ssid, str(e))) | CODE |
| LOW | Scripts/utils.py | 28 | except Exception as e: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | Scripts/dsdt.py | 752 | def get_device_paths_with_hid(self, hid="ACPI000E", table=None): | CODE |
| LOW | Scripts/config_prodigy.py | 240 | def select_audio_codec_layout(self, hardware_report, config=None, controller_required=False): | CODE |
| LOW | Scripts/kext_maestro.py | 670 | def verify_kext_compatibility(self, kext_names, target_darwin_version): | CODE |
| LOW | Scripts/gathering_files.py | 45 | def fetch_latest_products_info(self, kexts, local_download_history): | CODE |
| LOW | Scripts/gathering_files.py | 95 | def move_bootloader_kexts_to_product_directory(self, product_name): | CODE |
| LOW | Scripts/acpi_guru.py | 407 | def enable_cpu_power_management(self): | CODE |
| LOW | Scripts/acpi_guru.py | 1504 | def add_intel_management_engine(self): | CODE |
| LOW | Scripts/acpi_guru.py | 1544 | def add_memory_controller_device(self): | CODE |
| LOW | Scripts/acpi_guru.py | 1592 | def add_system_management_bus_device(self): | CODE |
| LOW | Scripts/acpi_guru.py | 1813 | def findall_power_resource_blocks(self, table_lines): | CODE |
| LOW | Scripts/acpi_guru.py | 1836 | def is_method_in_power_resource(self, method, table_lines): | CODE |
| LOW | Scripts/acpi_guru.py | 1844 | def disable_unsupported_device(self): | CODE |
| LOW | Scripts/acpi_guru.py | 2762 | def surface_laptop_special_patch(self): | CODE |
| LOW | Scripts/acpi_guru.py | 2036 | def enable_backlight_controls(self): | STRING |
| LOW | Scripts/acpi_guru.py | 2948 | def process_embedded_control_region(self, table, start_idx): | STRING |
| LOW | Scripts/acpi_guru.py | 3321 | def customize_patch_selection(self): | STRING |
| LOW | Scripts/compatibility_checker.py | 26 | def _restrict_native_compatibility(self, compatibility): | CODE |
| LOW | Scripts/compatibility_checker.py | 226 | def check_sound_compatibility(self): | CODE |
| LOW | Scripts/compatibility_checker.py | 246 | def check_biometric_compatibility(self): | CODE |
| LOW | Scripts/compatibility_checker.py | 254 | def check_network_compatibility(self): | CODE |
| LOW | Scripts/compatibility_checker.py | 307 | def check_storage_compatibility(self): | CODE |
| LOW | Scripts/compatibility_checker.py | 366 | def check_bluetooth_compatibility(self): | CODE |
| LOW | Scripts/compatibility_checker.py | 384 | def check_sd_controller_compatibility(self): | CODE |
| LOW | Scripts/wifi_profile_extractor.py | 67 | def get_wifi_password_windows(self, ssid): | CODE |
| LOW | Scripts/wifi_profile_extractor.py | 189 | def get_preferred_networks_macos(self, interface): | CODE |
| LOW | Scripts/wifi_profile_extractor.py | 211 | def get_preferred_networks_windows(self): | CODE |
| LOW | Scripts/wifi_profile_extractor.py | 241 | def get_preferred_networks_linux(self): | CODE |
| LOW | Scripts/datasets/os_data.py | 20 | def get_latest_darwin_version(include_beta=True): | CODE |
| LOW | Scripts/datasets/os_data.py | 28 | def get_lowest_darwin_version(): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | Scripts/dsdt.py | 587 | # Check if our hex string is unique | COMMENT |
| LOW | Scripts/run.py | 122 | # Check if we have sudo | COMMENT |
| LOW | Scripts/acpi_guru.py | 138 | # Check if there's an ACPI directory within the passed | COMMENT |
| LOW | Scripts/acpi_guru.py | 601 | # Check if we retain the _HID here | COMMENT |
| LOW | Scripts/acpi_guru.py | 617 | # Check if just a filler line | COMMENT |
| LOW | Scripts/acpi_guru.py | 749 | # Check if we found the values | COMMENT |
| LOW | Scripts/acpi_guru.py | 1140 | # Check if we need to setup an RTC range correction | STRING |
| LOW | Scripts/acpi_guru.py | 1167 | # Check if we do not have an RTC device at all | STRING |
| LOW | Scripts/acpi_guru.py | 1240 | # Check if we have an IntObj or MethodObj | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | Scripts/dsdt.py | 103 | # Create a temp dir and copy all files there | COMMENT |
| MEDIUM | Scripts/acpi_guru.py | 1408 | # Create the faked EC | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | Scripts/acpi_guru.py | 541 | }""" | COMMENT |
| LOW | Scripts/acpi_guru.py | 1061 | val += "{} _CRS to XCRS".format(" and " if val else x["dev_name"]) | COMMENT |
| LOW | Scripts/acpi_guru.py | 1201 | #self.write_ssdt("SSDT-RTCAWAC",ssdt) | COMMENT |
| LOW | Scripts/acpi_guru.py | 1321 | #else: | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | Scripts/run.py | 151 | # We only ran one command - just return that output | COMMENT |
| LOW | Scripts/acpi_guru.py | 178 | # If it loads fine - just return the path | COMMENT |
| LOW | Scripts/acpi_guru.py | 1123 | # AWAC device with no STAS, and no _STA - let's just add one | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | Scripts/dsdt.py | 3 | CODE | |
| LOW | Scripts/resource_fetcher.py | 17 | CODE | |
| LOW | Scripts/integrity_checker.py | 3 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | Scripts/datasets/kext_data.py | 5 | CODE |