Supports running OpenWrt on Amlogic, Allwinner, and Rockchip devices. Support a311d, s922x, s905x3, s905x2, s912, s905d, s905x, s905w, s905, s905l, rk3588, rk3568, rk3399, rk3328, h6, etc.
This report presents the forensic synthetic code analysis of ophub/amlogic-s9xxx-openwrt, a Shell project with 2,928 GitHub stars. SynthScan v2.0 examined 5,771 lines of code across 26 source files, recording 56 pattern matches distributed across 4 syntactic categories. The overall adjusted score of 25.8 places this repository in the Moderate 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 56 distinct pattern matches across 4 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 |
|---|---|---|---|---|
| MEDIUM⚡ | config/docker/make_docker_image.sh | 2 | #================================================================================================ | COMMENT |
| MEDIUM | config/docker/make_docker_image.sh | 50 | #================================================================================================ | COMMENT |
| MEDIUM | config/lede_master/diy-part2.sh | 2 | #======================================================================================================================= | COMMENT |
| MEDIUM | config/lede_master/diy-part2.sh | 7 | #======================================================================================================================= | COMMENT |
| MEDIUM | config/lede_master/diy-part1.sh | 2 | #======================================================================================================================= | COMMENT |
| MEDIUM | config/lede_master/diy-part1.sh | 7 | #======================================================================================================================= | COMMENT |
| MEDIUM⚡ | config/imagebuilder/imagebuilder.sh | 2 | #================================================================================================ | COMMENT |
| MEDIUM | config/imagebuilder/imagebuilder.sh | 57 | #================================================================================================ | COMMENT |
| MEDIUM | config/openwrt_main/diy-part2.sh | 2 | #======================================================================================================================= | COMMENT |
| MEDIUM | config/openwrt_main/diy-part2.sh | 7 | #======================================================================================================================= | COMMENT |
| MEDIUM | config/openwrt_main/diy-part1.sh | 2 | #======================================================================================================================= | COMMENT |
| MEDIUM | config/openwrt_main/diy-part1.sh | 7 | #======================================================================================================================= | COMMENT |
| MEDIUM | config/immortalwrt_master/diy-part2.sh | 2 | #======================================================================================================================= | COMMENT |
| MEDIUM | config/immortalwrt_master/diy-part2.sh | 7 | #======================================================================================================================= | COMMENT |
| MEDIUM | config/immortalwrt_master/diy-part1.sh | 2 | #======================================================================================================================= | COMMENT |
| MEDIUM | config/immortalwrt_master/diy-part1.sh | 7 | #======================================================================================================================= | COMMENT |
| MEDIUM⚡ | …files/common-files/etc/custom_service/start_service.sh | 2 | #======================================================================================== | COMMENT |
| MEDIUM⚡ | …files/common-files/etc/custom_service/start_service.sh | 17 | #======================================================================================== | COMMENT |
| MEDIUM | …ithub/workflows/build-openwrt-using-releases-files.yml | 1 | #===================================================================================== | COMMENT |
| MEDIUM | …ithub/workflows/build-openwrt-using-releases-files.yml | 4 | #===================================================================================== | COMMENT |
| MEDIUM | …thub/workflows/build-openwrt-using-unifreq-scripts.yml | 1 | #========================================================================== | COMMENT |
| MEDIUM | …thub/workflows/build-openwrt-using-unifreq-scripts.yml | 5 | #========================================================================== | COMMENT |
| MEDIUM | .github/workflows/compile-kernel.yml | 1 | #========================================================================== | COMMENT |
| MEDIUM | .github/workflows/compile-kernel.yml | 5 | #========================================================================== | COMMENT |
| MEDIUM | .github/workflows/delete-older-releases-workflows.yml | 1 | #========================================================================== | COMMENT |
| MEDIUM | .github/workflows/delete-older-releases-workflows.yml | 4 | #========================================================================== | COMMENT |
| MEDIUM | .github/workflows/build-openwrt-system-image.yml | 1 | #============================================================================================ | COMMENT |
| MEDIUM | .github/workflows/build-openwrt-system-image.yml | 4 | #============================================================================================ | COMMENT |
| MEDIUM | .github/workflows/build-openwrt-using-imagebuilder.yml | 1 | #===================================================================================== | COMMENT |
| MEDIUM | .github/workflows/build-openwrt-using-imagebuilder.yml | 7 | #===================================================================================== | COMMENT |
| MEDIUM | .github/workflows/build-openwer-docker-image.yml | 1 | #===================================================================================== | COMMENT |
| MEDIUM | .github/workflows/build-openwer-docker-image.yml | 5 | #===================================================================================== | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM⚡ | config/docker/make_docker_image.sh | 4 | # This file is licensed under the terms of the GNU General Public | COMMENT |
| MEDIUM⚡ | config/docker/make_docker_image.sh | 8 | # This file is a part of the OpenWrt Docker Image Builder | COMMENT |
| MEDIUM⚡ | config/imagebuilder/imagebuilder.sh | 4 | # This file is licensed under the terms of the GNU General Public | COMMENT |
| MEDIUM⚡ | config/imagebuilder/imagebuilder.sh | 8 | # This file is a part of the OpenWrt Image Builder workflow | COMMENT |
| MEDIUM⚡ | …files/common-files/etc/custom_service/start_service.sh | 4 | # This file is licensed under the terms of the GNU General Public | COMMENT |
| MEDIUM⚡ | …files/common-files/etc/custom_service/start_service.sh | 8 | # This file is a part of the make OpenWrt for Amlogic, Rockchip and Allwinner | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | config/docker/make_docker_image.sh | 1 | #!/bin/bash | COMMENT |
| LOW | config/lede_master/diy-part2.sh | 1 | #!/bin/bash | COMMENT |
| LOW | config/lede_master/diy-part2.sh | 41 | else | COMMENT |
| LOW | config/lede_master/diy-part1.sh | 1 | #!/bin/bash | COMMENT |
| LOW | config/imagebuilder/imagebuilder.sh | 1 | #!/bin/bash | COMMENT |
| LOW | config/imagebuilder/imagebuilder.sh | 21 | # Instructions: Download the official OpenWrt Image Builder, | COMMENT |
| LOW | config/openwrt_main/diy-part2.sh | 1 | #!/bin/bash | COMMENT |
| LOW | config/openwrt_main/diy-part2.sh | 41 | echo 'CONFIG_CCACHE_DIR=""' >>.config | COMMENT |
| LOW | config/openwrt_main/diy-part1.sh | 1 | #!/bin/bash | COMMENT |
| LOW | config/immortalwrt_master/diy-part2.sh | 1 | #!/bin/bash | COMMENT |
| LOW | config/immortalwrt_master/diy-part2.sh | 41 | echo 'CONFIG_CCACHE_DIR=""' >>.config | COMMENT |
| LOW | config/immortalwrt_master/diy-part1.sh | 1 | #!/bin/bash | COMMENT |
| LOW | …files/common-files/etc/custom_service/start_service.sh | 1 | #!/bin/bash | COMMENT |
| LOW | documents/README.cn.md | 641 | 如果你的现象如上所示,那么你需要在 TTL 上焊接一个电阻了: [X96 Max Plus's V4.0 主板示意图](https://user-images.githubusercontent.com/68696949/110910162 | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | config/docker/make_docker_image.sh | 79 | # Check if docker command exists | COMMENT |
| LOW | config/docker/make_docker_image.sh | 84 | # Check if Docker daemon is running | COMMENT |
| LOW | config/imagebuilder/imagebuilder.sh | 245 | # Check if the original archive exists | COMMENT |
| LOW | …files/common-files/etc/custom_service/start_service.sh | 173 | # Set MTU to 1500 for eth0 and br-lan | COMMENT |