AI Slop Code RIsk Monitor

mack-a/v2ray-agent

Xray、Tuic、hysteria2、sing-box 八合一一键脚本

7.5 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for mack-a/v2ray-agent, a Shell project with 22,061 GitHub stars. SynthScan examined 27,247 lines of code across 23 source files, recording 89 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 7.5 (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.

7.5
Adjusted Signal
7.5
Raw Pattern Score
100%
Time Factor
2026-09-15
Last Push
22.1K
Stars
Shell
Language
27.2K
Lines of Code
23
Files
89
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 4.8/100 · LOW

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

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 27.8/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 68 finding(s).

PR Review Velocity Impact 33.3/100 · MEDIUM

Which changes need focused human review? 89 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 66LOW 23

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 89 distinct pattern matches across 6 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.

Decorative Section Separators64 hits · 176 pts
SeverityFileLineSnippetContext
MEDIUMinstall.sh3# -------------------------------------------------------------COMMENT
MEDIUMinstall.sh1219# -------------------------------------------------------------COMMENT
MEDIUM⚡shell/docker_reality.sh51# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡shell/docker_reality.sh53# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡shell/docker_reality.sh56# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡shell/docker_reality.sh58# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh6# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh8# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh32# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh34# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh128# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh130# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh578# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh580# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh644# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh646# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh759# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh761# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh827# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh829# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh913# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh916# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh948# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh950# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh2002# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh2006# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh2066# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh2070# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh2113# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh2116# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh2445# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality.sh2447# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/install_en.sh1# -------------------------------------------------------------COMMENT
MEDIUMshell/install_en.sh1219# -------------------------------------------------------------COMMENT
MEDIUM⚡shell/docker_reality_en.sh51# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡shell/docker_reality_en.sh53# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡shell/docker_reality_en.sh56# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡shell/docker_reality_en.sh58# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡shell/docker_reality_en.sh2095# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡shell/docker_reality_en.sh2098# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh6# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh8# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh32# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh34# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh128# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh130# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh576# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh578# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh643# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh645# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh758# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh760# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh826# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh828# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh912# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh915# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh947# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh949# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh1984# ---------------------------------------------------------------------------COMMENT
MEDIUMshell/docker_reality_en.sh1988# ---------------------------------------------------------------------------COMMENT
4 more matches not shown…
Over-Commented Block17 hits · 17 pts
SeverityFileLineSnippetContext
LOWinstall.sh141COMMENT
LOWinstall.sh1401 fiCOMMENT
LOWinstall.sh3461# initTuicProtocolCOMMENT
LOWinstall.sh3961# menuCOMMENT
LOWinstall.sh3981# echoContent yellow "1.切换至${xtlsType}"COMMENT
LOWinstall.sh4001# VLESSConfig=$(cat ${configPath}02_trojan_TCP_inbounds.json)COMMENT
LOWinstall.sh4301 }COMMENT
LOWinstall.sh4321 # "clients": $(initXrayClients 5),COMMENT
LOWinstall.sh4481 # "decryption": "none"COMMENT
LOWshell/install_en.sh141COMMENT
LOWshell/install_en.sh1401 fiCOMMENT
LOWshell/install_en.sh3461#{COMMENT
LOWshell/install_en.sh3961# if [[ "${coreInstallType}" != "1" ]]; thenCOMMENT
LOWshell/install_en.sh3981# VLESSConfig=${VLESSConfig//VLESS/Trojan}COMMENT
LOWshell/install_en.sh4001# fiCOMMENT
LOWshell/install_en.sh4321 # "settings": {COMMENT
LOWshell/install_en.sh4481 # "settings": {COMMENT
Self-Referential Comments2 hits · 8 pts
SeverityFileLineSnippetContext
MEDIUMshell/install_en.sh124#Initialize global variablesCOMMENT
MEDIUM⚡shell/docker_reality_en.sh2106 # Create the data directory; exit cleanly if the path cannot be createdCOMMENT
Excessive Try-Catch Wrapping4 hits · 2 pts
SeverityFileLineSnippetContext
LOWshell/docker_reality.sh1241except Exception:CODE
LOWshell/docker_reality.sh1421except Exception:CODE
LOWshell/docker_reality_en.sh1243except Exception:CODE
LOWshell/docker_reality_en.sh1412except Exception:CODE
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWshell/install_en.sh5830# Check if 302 is successfulCOMMENT
AI Slop Vocabulary1 hit · 1 pts
SeverityFileLineSnippetContext
LOWshell/install_en.sh9628 echoContent red "# You need to manually enter the md5 encrypted salt value. If you don't know, just use random"CODE