0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-08-23

Last Push

9.7K

Stars

Python

Language

158.0K

Lines of Code

794

Files

135

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 2.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 89 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 1.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 45 finding(s).

PR Review Velocity Impact 4.5/100 · LOW

Which changes need focused human review? 135 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 6LOW 129

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 135 distinct pattern matches across 5 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 Block85 hits · 85 pts

Severity	File	Line	Snippet	Context
LOW	docs/zh/docs/executable/pe/pe-excutable.md	161	#define IMAGE_FILE_RELOCS_STRIPPED 0x0001 // 表示文件不包含重定位信息，只能在原定的基址加载。如果原定基址不可用，加载器会报出错误	COMMENT
LOW	docs/zh/docs/executable/pe/pe-excutable.md	261	```c	COMMENT
LOW	docs/zh/docs/executable/pe/pe-excutable.md	281	// DLL 属性标志	COMMENT
LOW	docs/zh/docs/executable/pe/pe-excutable.md	381	#define IMAGE_SCN_ALIGN_2BYTES 0x00200000 // 2-byte 对齐。仅用于目标文件	COMMENT
LOW	docs/zh/docs/executable/elf/linking/symbol-resolve.md	221	#define D_PTR(map, i) (map)->i->d_un.d_ptr	COMMENT
LOW	docs/zh/docs/crypto/hash/complex.md	361		COMMENT
LOW	docs/zh/docs/reverse/tools/static-analyze/ghidra.md	1	# Ghidra	COMMENT
LOW	docs/zh/docs/reverse/tools/static-analyze/jadx.md	1	# jadx	COMMENT
LOW	docs/zh/docs/reverse/tools/debug/gdb.md	1	# gdb	COMMENT
LOW	docs/zh/docs/reverse/tools/debug/ollydbg.md	1	# ollydbg	COMMENT
LOW	docs/zh/docs/reverse/tools/debug/xdbg.md	1	# x64dbg/x32dbg	COMMENT
LOW	docs/zh/docs/reverse/tools/debug/windbg.md	1	# windbg	COMMENT
LOW	docs/zh/docs/reverse/language/go/introduction.md	1	# Golang 逆向入门	COMMENT
LOW	docs/zh/docs/reverse/language/python/introduction.md	1	# Python 逆向入门	COMMENT
LOW	docs/zh/docs/reverse/language/rust/introduction.md	1	# Rust 逆向入门	COMMENT
LOW	…s/android/basic_operating_mechanism/native_layer/so.md	141		COMMENT
LOW	docs/zh/docs/pwn/macos/readme.md	1	# MacOS	COMMENT
LOW	docs/zh/docs/pwn/virtualization/parallels/readmd.md	1	# Parallels	COMMENT
LOW	docs/zh/docs/pwn/virtualization/virtualbox/readme.md	1	# VirtualBox	COMMENT
LOW	docs/zh/docs/pwn/virtualization/vmware/readme.md	1	# VMWare	COMMENT
LOW	docs/zh/docs/pwn/browser/firefox/readme.md	1	# Firefox	COMMENT
LOW	docs/zh/docs/pwn/browser/safari/readme.md	1	# Safari	COMMENT
LOW	docs/zh/docs/pwn/sandbox/docker/readme.md	1	# Docker	COMMENT
LOW	docs/zh/docs/pwn/sandbox/shell/readme.md	1	# Shell Sandbox	COMMENT
LOW	docs/zh/docs/pwn/sandbox/namespace/readme.md	1	# Namespace	COMMENT
LOW	docs/zh/docs/pwn/sandbox/chroot/readme.md	1	# Chroot	COMMENT
LOW	…ocs/pwn/linux/user-mode/uninitialized-memory/readme.md	1	# Uninitialized Memory	COMMENT
LOW	…ocs/pwn/linux/user-mode/stackoverflow/risc-v/readme.md	1	# RISC-V	COMMENT
LOW	…/zh/docs/pwn/linux/user-mode/stackoverflow/mips/rop.md	261	最后的 exploit	COMMENT
LOW	…/zh/docs/pwn/linux/user-mode/stackoverflow/mips/rop.md	281	#.text:000B2F0C jr $ra	COMMENT
LOW	…r-mode/stackoverflow/x86/advanced-rop/ret2dlresolve.md	2261	rop.raw("a"*(256-len(rop.chain())))	COMMENT
LOW	…s/zh/docs/pwn/linux/user-mode/type-confusion/readme.md	1	# Type Confusion	COMMENT
LOW	…ocs/pwn/linux/kernel-mode/exploitation/introduction.md	101	#include <unistd.h>	COMMENT
LOW	…s/pwn/linux/kernel-mode/exploitation/rop/ret2ptregs.md	321	* This work is licensed under the terms of the GNU GPL, version 2 or later.	COMMENT
LOW	…/linux/kernel-mode/exploitation/heap/buddy/page-uaf.md	401	#include <unistd.h>	COMMENT
LOW	…/linux/kernel-mode/exploitation/heap/buddy/page-uaf.md	421	#define log_error(msg) puts(ERROR_MSG(msg))	COMMENT
LOW	…/linux/kernel-mode/exploitation/heap/buddy/page-uaf.md	1381		COMMENT
LOW	…l-mode/exploitation/heap/buddy/cross-cache-overflow.md	341	#define _GNU_SOURCE	COMMENT
LOW	…kernel-mode/exploitation/heap/buddy/cross-cache-uaf.md	141	#define _GNU_SOURCE	COMMENT
LOW	…cs/pwn/linux/kernel-mode/exploitation/heap/slub/uaf.md	221	#include <stdlib.h>	COMMENT
LOW	…pwn/linux/kernel-mode/exploitation/race/userfaultfd.md	221		COMMENT
LOW	…pwn/linux/kernel-mode/exploitation/tricks/initramfs.md	141	该操作是完全处在内核中的操作，因此不会触发 hardened usercopy 的检查，我们只需要在父进程中设定好搜索的地址之后再开子进程来用 read\_ldt() 读取数据即可。	COMMENT
LOW	…ux/kernel-mode/exploitation/tricks/out-of-mem-shell.md	81		COMMENT
LOW	docs/zh-tw/docs/executable/pe/pe-excutable.md	161	#define IMAGE_FILE_RELOCS_STRIPPED 0x0001 // 表示文件不包含重定位信息，只能在原定的基址加載。如果原定基址不可用，加載器會報出錯誤	COMMENT
LOW	docs/zh-tw/docs/executable/pe/pe-excutable.md	261	```c	COMMENT
LOW	docs/zh-tw/docs/executable/pe/pe-excutable.md	281	// DLL 屬性標誌	COMMENT
LOW	docs/zh-tw/docs/executable/pe/pe-excutable.md	381	#define IMAGE_SCN_ALIGN_2BYTES 0x00200000 // 2-byte 對齊。僅用於目標文件	COMMENT
LOW	…cs/zh-tw/docs/executable/elf/linking/symbol-resolve.md	221	#define D_PTR(map, i) (map)->i->d_un.d_ptr	COMMENT
LOW	docs/zh-tw/docs/crypto/hash/complex.md	361		COMMENT
LOW	docs/zh-tw/docs/reverse/tools/static-analyze/ghidra.md	1	# Ghidra	COMMENT
LOW	docs/zh-tw/docs/reverse/tools/static-analyze/jadx.md	1	# jadx	COMMENT
LOW	docs/zh-tw/docs/reverse/tools/debug/gdb.md	1	# gdb	COMMENT
LOW	docs/zh-tw/docs/reverse/tools/debug/ollydbg.md	1	# ollydbg	COMMENT
LOW	docs/zh-tw/docs/reverse/tools/debug/xdbg.md	1	# x64dbg/x32dbg	COMMENT
LOW	docs/zh-tw/docs/reverse/tools/debug/windbg.md	1	# windbg	COMMENT
LOW	docs/zh-tw/docs/reverse/language/go/introduction.md	1	# Golang 逆向入門	COMMENT
LOW	docs/zh-tw/docs/reverse/language/python/introduction.md	1	# Python 逆向入門	COMMENT
LOW	docs/zh-tw/docs/reverse/language/rust/introduction.md	1	# Rust 逆向入門	COMMENT
LOW	…s/android/basic_operating_mechanism/native_layer/so.md	141		COMMENT
LOW	docs/zh-tw/docs/pwn/macos/readme.md	1	# MacOS	COMMENT
25 more matches not shown…

Excessive Try-Catch Wrapping44 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	docs/zh/docs/misc/traffic/protocols/http.md	36	except Exception:	CODE
LOW	docs/zh/docs/crypto/signature/rsa.md	211	except Exception as e:	CODE
LOW	docs/zh/docs/crypto/asymmetric/rsa/rsa_complex.md	477	except Exception as error:	CODE
LOW	…/docs/crypto/asymmetric/rsa/rsa_chosen_plain_cipher.md	148	except Exception as e:	CODE
MEDIUM	…/docs/crypto/asymmetric/rsa/rsa_chosen_plain_cipher.md	134	def Challenge(private_key, reader, writer):	CODE
LOW	…ocs/pwn/linux/user-mode/stackoverflow/x86/fancy-rop.md	889	except Exception as e:	CODE
LOW	…ocs/pwn/linux/user-mode/stackoverflow/x86/fancy-rop.md	1016	except Exception:	CODE
LOW	…ocs/pwn/linux/user-mode/stackoverflow/x86/fancy-rop.md	1117	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	546	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	576	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	590	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	639	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	662	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	667	except Exception:	CODE
MEDIUM	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	562	def get_brop_gadget(length, stop_gadget, addr):	CODE
MEDIUM	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	581	def check_brop_gadget(length, addr):	CODE
LOW	…r-mode/stackoverflow/x86/advanced-rop/ret2dlresolve.md	2937	except Exception as e:	CODE
LOW	…r-mode/stackoverflow/x86/advanced-rop/ret2dlresolve.md	3023	except Exception as e:	CODE
LOW	…s/zh/docs/pwn/linux/user-mode/fmtstr/fmtstr-example.md	952	except Exception:	CODE
LOW	…s/zh/docs/pwn/linux/user-mode/fmtstr/fmtstr-example.md	1044	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/heap/ptmalloc2/tcache-attack.md	2053	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/heap/ptmalloc2/tcache-attack.md	2117	except Exception:	CODE
LOW	docs/zh-tw/docs/misc/traffic/protocols/http.md	36	except Exception:	CODE
LOW	docs/zh-tw/docs/crypto/signature/rsa.md	211	except Exception as e:	CODE
LOW	docs/zh-tw/docs/crypto/asymmetric/rsa/rsa_complex.md	477	except Exception as error:	CODE
LOW	…/docs/crypto/asymmetric/rsa/rsa_chosen_plain_cipher.md	148	except Exception as e:	CODE
MEDIUM	…/docs/crypto/asymmetric/rsa/rsa_chosen_plain_cipher.md	134	def Challenge(private_key, reader, writer):	CODE
LOW	…ocs/pwn/linux/user-mode/stackoverflow/x86/fancy-rop.md	889	except Exception as e:	CODE
LOW	…ocs/pwn/linux/user-mode/stackoverflow/x86/fancy-rop.md	1016	except Exception:	CODE
LOW	…ocs/pwn/linux/user-mode/stackoverflow/x86/fancy-rop.md	1117	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	553	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	583	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	597	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	646	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	669	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	674	except Exception:	CODE
MEDIUM	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	569	def get_brop_gadget(length, stop_gadget, addr):	CODE
MEDIUM	…cs/pwn/linux/user-mode/stackoverflow/x86/medium-rop.md	588	def check_brop_gadget(length, addr):	CODE
LOW	…r-mode/stackoverflow/x86/advanced-rop/ret2dlresolve.md	2937	except Exception as e:	CODE
LOW	…r-mode/stackoverflow/x86/advanced-rop/ret2dlresolve.md	3023	except Exception as e:	CODE
LOW	…h-tw/docs/pwn/linux/user-mode/fmtstr/fmtstr-example.md	952	except Exception:	CODE
LOW	…h-tw/docs/pwn/linux/user-mode/fmtstr/fmtstr-example.md	1044	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/heap/ptmalloc2/tcache-attack.md	2053	except Exception:	CODE
LOW	…cs/pwn/linux/user-mode/heap/ptmalloc2/tcache-attack.md	2117	except Exception:	CODE

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	scripts/docs.py	123	CODE
LOW	scripts/docs.py	426	CODE
LOW	scripts/docs.py	440	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/docs.py	3		CODE
LOW	scripts/docs.py	17		CODE

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/docs.py	416	def get_text_with_translate_missing(text: str) -> str:	CODE

ctf-wiki/ctf-wiki

Open-Source Code Quality, Security and Technical Debt Review