AI Slop Code RIsk Monitor

prometheus/node_exporter

Exporter for machine metrics

6.1 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for prometheus/node_exporter, a Go project with 13,833 GitHub stars. SynthScan examined 37,844 lines of code across 237 source files, recording 225 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 6.1 (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.

6.1
Adjusted Signal
6.1
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
13.8K
Stars
Go
Language
37.8K
Lines of Code
237
Files
225
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 26.2/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 225 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 0.0/100 · LOW

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

PR Review Velocity Impact 26.1/100 · MEDIUM

Which changes need focused human review? 225 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 2LOW 223

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 225 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.

Over-Commented Block220 hits · 220 pts
SeverityFileLineSnippetContext
LOWnode_exporter_test.go1// Copyright 2017 The Prometheus AuthorsCOMMENT
LOWnode_exporter.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWtools/main.go1// Copyright 2024 The Prometheus AuthorsCOMMENT
LOWcollector/diskstats_openbsd.go1// Copyright 2019 The Prometheus AuthorsCOMMENT
LOWcollector/diskstats_openbsd_amd64.go1// Copyright 2020 The Prometheus AuthorsCOMMENT
LOWcollector/devstat_freebsd.h1// Copyright 2017 The Prometheus AuthorsCOMMENT
LOWcollector/systemd_linux_test.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/meminfo_numa_linux_test.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/diskstats_linux_test.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/netdev_openbsd_amd64.go1// Copyright 2020 The Prometheus AuthorsCOMMENT
LOWcollector/nvmesubsystem_linux.go1// Copyright The Prometheus AuthorsCOMMENT
LOWcollector/perf_linux_test.go1// Copyright 2019 The Prometheus AuthorsCOMMENT
LOWcollector/watchdog.go1// Copyright 2023 The Prometheus AuthorsCOMMENT
LOWcollector/meminfo_darwin.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/netstat_descs_drift_test.go1// Copyright The Prometheus AuthorsCOMMENT
LOWcollector/interrupts_openbsd.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/cpu_darwin.go1// Copyright 2016 The Prometheus AuthorsCOMMENT
LOWcollector/cpufreq_solaris.go1// Copyright 2019 The Prometheus AuthorsCOMMENT
LOWcollector/paths.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/tapestats_linux.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/zfs_common.go1// Copyright 2016 The Prometheus AuthorsCOMMENT
LOWcollector/filesystem_freebsd.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/helper_test.go1// Copyright 2020 The Prometheus AuthorsCOMMENT
LOWcollector/cpu_dragonfly_test.go1// Copyright 2016 The Prometheus AuthorsCOMMENT
LOWcollector/powersupplyclass_darwin.go1// Copyright 2019 The Prometheus AuthorsCOMMENT
LOWcollector/diskstats_darwin.go1// Copyright 2017 The Prometheus AuthorsCOMMENT
LOWcollector/utils_test.go1// Copyright The Prometheus AuthorsCOMMENT
LOWcollector/time_linux.go1// Copyright 2021 The Prometheus AuthorsCOMMENT
LOWcollector/thermal_darwin_amd64.go1// Copyright The Prometheus AuthorsCOMMENT
LOWcollector/ethtool_linux_test.go1// Copyright 2021 The Prometheus AuthorsCOMMENT
LOWcollector/ethtool_linux_test.go301# TYPE node_ethtool_received_broadcast untypedCOMMENT
LOWcollector/ethtool_linux_test.go321# HELP node_ethtool_transmitted_errors_total Number of sent frames with errorsCOMMENT
LOWcollector/ethtool_linux_test.go341node_network_advertised_speed_bytes{device="eth0",duplex="half",mode="100baseT"} 1.25e+07COMMENT
LOWcollector/loadavg_linux_test.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/netdev_bsd.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/netclass_linux.go1// Copyright 2018 The Prometheus AuthorsCOMMENT
LOWcollector/swap_linux_test.go1// Copyright The Prometheus AuthorsCOMMENT
LOWcollector/rapl_linux.go1// Copyright 2019 The Prometheus AuthorsCOMMENT
LOWcollector/wifi_linux.go1// Copyright 2017 The Prometheus AuthorsCOMMENT
LOWcollector/softirqs_common.go1// Copyright 2023 The Prometheus AuthorsCOMMENT
LOWcollector/filefd_linux_test.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/uname.go1// Copyright 2019 The Prometheus AuthorsCOMMENT
LOWcollector/netdev_common.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/dmmultipath_linux_test.go1// Copyright The Prometheus AuthorsCOMMENT
LOWcollector/hwmon_linux.go1// Copyright 2016 The Prometheus AuthorsCOMMENT
LOWcollector/netstat_linux.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/cpu_solaris.go1// Copyright 2018 The Prometheus AuthorsCOMMENT
LOWcollector/netdev_aix.go1// Copyright 2024 The Prometheus AuthorsCOMMENT
LOWcollector/softnet_linux.go1// Copyright 2019 The Prometheus AuthorsCOMMENT
LOWcollector/zfs_freebsd.go1// Copyright 2019 The Prometheus AuthorsCOMMENT
LOWcollector/timex.go1// Copyright 2017 The Prometheus AuthorsCOMMENT
LOWcollector/conntrack_linux.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/boot_time_bsd.go1// Copyright 2018 The Prometheus AuthorsCOMMENT
LOWcollector/pressure_linux.go1// Copyright 2019 The Prometheus AuthorsCOMMENT
LOWcollector/diskstats_linux.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/diskstats_linux.go381 }COMMENT
LOWcollector/time.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/filesystem_macos.go1// Copyright 2015 The Prometheus AuthorsCOMMENT
LOWcollector/cpu_linux_test.go1// Copyright 2021 The Prometheus AuthorsCOMMENT
LOWcollector/schedstat_linux.go1// Copyright 2019 The Prometheus AuthorsCOMMENT
160 more matches not shown…
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMcollector/wifi_linux.go189 // returns a os.ErrNotExist error. We leverage this to only exportCOMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.github/dependabot.yml2# This file is synced from https://github.com/prometheus/prometheusCOMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWend-to-end-test.sh226 # Check if the flag is used in the file.COMMENT
Verbosity Indicators1 hit · 2 pts
SeverityFileLineSnippetContext
LOWcollector/hwmon_linux.go435 // Step 1: scan /sys/class/hwmon, resolve all symlinks and callCOMMENT
Structural Annotation Overuse1 hit · 2 pts
SeverityFileLineSnippetContext
LOWcollector/hwmon_linux.go435 // Step 1: scan /sys/class/hwmon, resolve all symlinks and callCOMMENT