AI Slop Code RIsk Monitor

txthinking/brook

A cross-platform programmable network tool

5.1 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for txthinking/brook, a Go project with 15,184 GitHub stars. SynthScan examined 11,867 lines of code across 101 source files, recording 61 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 5.1 (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.

5.1
Adjusted Signal
5.1
Raw Pattern Score
100%
Time Factor
2026-09-25
Last Push
15.2K
Stars
Go
Language
11.9K
Lines of Code
101
Files
61
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 22.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 60 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 22.7/100 · LOW

Which changes need focused human review? 61 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

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 0LOW 61

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 61 distinct pattern matches across 2 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 Block60 hits · 60 pts
SeverityFileLineSnippetContext
LOWdhcpserver_linux.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWlog.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWquicserver.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWsocks5test.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWerror.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWlist.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWcac.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWquic.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWsocks5tohttp.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWserver.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWsimplepacketserver.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWstreamclient.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWlink.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWdohclient.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWexchanger.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWquicclient.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWpac.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWnat.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWstreamserver.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWclient.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWsimplepacketclient.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWdohserver.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWutil.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWtest_test.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWechoclient.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWwaitreaderr.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWsimplestreamserver.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWwsclient.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWdnsclient.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWrelayoverbrook.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWpacketclient.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWrelay.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWpacketconn.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWsimplepacketserverconn.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWdhcpserver_notlinux.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWdhcpserver.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWsocks5.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWwebsocket.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWechoserver.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWpacketserver.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWnonce.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWbrooklink.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWpacketserverconn.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWdnsserver.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWwsserver.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWsimplestreamclient.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWinit.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWdial.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWplugins/logger/logger.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWplugins/dialwithdns/dialwithdns.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWplugins/pprof/pprof.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWplugins/dialwithip/dialwithip.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWplugins/thedns/thedns.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWplugins/socks5dial/dial.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWplugins/prometheus/prometheus.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWplugins/dialwithnic/dialwithnic.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWplugins/block/block.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWlimits/limits.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWlimits/limits_not.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
LOWcli/brook/main.go1// Copyright (c) 2016-present Cloud <cloud@txthinking.com>COMMENT
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWdocs/static/vue.min.js6!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?module.exports=t():"function"==typeof define&&defineCODE