AI Slop Code RIsk Monitor

xiaoyaDev/xiaoya-alist

小雅Alist的相关周边

7.2 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for xiaoyaDev/xiaoya-alist, a Shell project with 8,481 GitHub stars. SynthScan examined 15,105 lines of code across 61 source files, recording 49 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 7.2 (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.

7.2
Adjusted Signal
7.2
Raw Pattern Score
100%
Time Factor
2026-10-07
Last Push
8.5K
Stars
Shell
Language
15.1K
Lines of Code
61
Files
49
Pattern Hits
2026-10-12
Scan Date
0.10
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 6.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 21 finding(s).

Hallucinated Dependency & Supply Chain Risk 18.0/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 8.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 22 finding(s).

PR Review Velocity Impact 31.7/100 · MEDIUM

Which changes need focused human review? 49 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 6HIGH 0MEDIUM 6LOW 37

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 49 distinct pattern matches across 4 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.

Hallucination Indicators6 hits · 60 pts
SeverityFileLineSnippetContext
CRITICALglue_python/aliyuntoken/static/jquery.min.js2!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):fCODE
CRITICALglue_python/uc_cookie/static/jquery.min.js2!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):fCODE
CRITICALglue_python/aliyuntvtoken/static/jquery-3.6.0.min.js2!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):fCODE
CRITICALglue_python/quark_cookie/static/jquery.min.js2!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):fCODE
CRITICALglue_python/aliyunopentoken/static/jquery.min.js2!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):fCODE
CRITICALglue_python/115cookie/static/jquery.min.js2!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):fCODE
Excessive Try-Catch Wrapping22 hits · 28 pts
SeverityFileLineSnippetContext
LOWglue_python/uc_cookie/uc_cookie.py108 except Exception as e: # pylint: disable=W0718CODE
LOWglue_python/aliyuntvtoken/alitoken2.py45 except Exception as e: # pylint: disable=W0718CODE
LOWglue_python/aliyuntvtoken/alitoken2.py92 except Exception as error:CODE
LOWglue_python/aliyuntvtoken/alitoken2.py105 except Exception as e: # pylint: disable=W0718CODE
LOWglue_python/aliyuntvtoken/alitoken2.py123 except Exception as e: # pylint: disable=W0718CODE
LOWglue_python/aliyuntvtoken/alitoken2.py139 except Exception as e: # pylint: disable=W0718CODE
MEDIUMglue_python/aliyuntvtoken/alitoken2.py33def __init__(self):CODE
MEDIUMglue_python/aliyuntvtoken/alitoken2.py85def decrypt(self, ciphertext, iv):CODE
MEDIUMglue_python/aliyuntvtoken/alitoken2.py99def get_token(self, data):CODE
MEDIUMglue_python/aliyuntvtoken/alitoken2.py109def get_qrcode_url(self):CODE
MEDIUMglue_python/aliyuntvtoken/alitoken2.py128def check_qrcode_status(sid):CODE
LOWglue_python/aliyunopentoken/aliyunopentoken.py87 except Exception as e: # pylint: disable=W0718CODE
LOWglue_python/aliyunopentoken/aliyunopentoken.py172 except Exception as e: # pylint: disable=W0718CODE
LOWglue_python/get_folder_id/get_folder_id.py46 except Exception as e: # pylint: disable=W0718CODE
LOWglue_python/get_folder_id/get_folder_id.py91 except Exception as e: # pylint: disable=W0718CODE
LOWglue_python/get_folder_id/get_folder_id.py106 except Exception as e: # pylint: disable=W0718CODE
LOWglue_python/strmassistanthelper/strmassistanthelper.py38 except Exception as e: # pylint: disable=W0718CODE
LOWglue_python/strmassistanthelper/strmassistanthelper.py61 except Exception as e: # pylint: disable=W0718CODE
LOWglue_python/115cookie/115cookie.py141 except Exception as e: # pylint: disable=W0718CODE
LOWglue_python/115cookie/115cookie.py199 except Exception as e: # pylint: disable=W0718CODE
LOWaliyuntvtoken_connector/main.py77 except Exception as error:CODE
MEDIUMaliyuntvtoken_connector/main.py70def decrypt(self, ciphertext, iv):CODE
Over-Commented Block15 hits · 15 pts
SeverityFileLineSnippetContext
LOWxiaoya_notify.sh1#!/bin/bashCOMMENT
LOWxiaoya_data_downloader.sh1#!/bin/bashCOMMENT
LOWmain.sh1#!/bin/bashCOMMENT
LOWemby_config_editor.sh1#!/bin/bashCOMMENT
LOWall_in_one.sh1#!/bin/bashCOMMENT
LOWall_in_one.sh3281 fiCOMMENT
LOWglue_python/README.md1# xiaoya glue pythonCOMMENT
LOWbase/onelist.sh1#!/bin/bashCOMMENT
LOWbase/jellyfin.sh1#!/bin/bashCOMMENT
LOWbase/casaos.sh1#!/bin/bashCOMMENT
LOWbase/base.sh1#!/bin/bashCOMMENT
LOWbase/portainer.sh1#!/bin/bashCOMMENT
LOWbase/image_mirror.sh1#!/bin/bashCOMMENT
LOWbase/deprecation.sh1#!/bin/bashCOMMENT
LOWbase/auto_symlink.sh1#!/bin/bashCOMMENT
Deep Nesting6 hits · 6 pts
SeverityFileLineSnippetContext
LOWglue_python/uc_cookie/uc_cookie.py49CODE
LOWglue_python/quark_cookie/quark_cookie.py42CODE
LOWglue_python/aliyunopentoken/aliyunopentoken.py27CODE
LOWglue_python/strmassistanthelper/strmassistanthelper.py14CODE
LOWglue_python/strmassistanthelper/strmassistanthelper.py42CODE
LOWglue_python/115cookie/115cookie.py100CODE