AI Slop Code RIsk Monitor

chubin/wttr.in

:partly_sunny: The right way to check the weather

5.4 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for chubin/wttr.in, a Go project with 30,650 GitHub stars. SynthScan examined 35,734 lines of code across 579 source files, recording 76 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 5.4 (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.

5.4
Adjusted Signal
5.4
Raw Pattern Score
100%
Time Factor
2026-09-07
Last Push
30.6K
Stars
Go
Language
35.7K
Lines of Code
579
Files
76
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 6.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 35 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 17.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 41 finding(s).

PR Review Velocity Impact 20.1/100 · LOW

Which changes need focused human review? 76 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 42LOW 34

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 76 distinct pattern matches across 7 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 Separators41 hits · 141 pts
SeverityFileLineSnippetContext
MEDIUM⚡build.sh4# ──────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡build.sh12# ──────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡build.sh14# ─── Configuration ───────────────────────────────────────────────────────────COMMENT
MEDIUM⚡build.sh20# ─── Font configuration ───────────────────────────────────────────────────────COMMENT
MEDIUMbuild.sh31# ─── Asset roots (non-font) ───────────────────────────────────────────────────COMMENT
MEDIUMbuild.sh46# ─── Helper functions ────────────────────────────────────────────────────────COMMENT
MEDIUMbuild.sh110# ─── Actions ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMbuild.sh177# ─── Main dispatcher ─────────────────────────────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/render.go11// ──────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/render.go13// ──────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/render_solar.go133// ────────────────────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/render_solar.go136// ────────────────────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/oneline.go17// ──────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/oneline.go19// ──────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/oneline.go44// ──────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/oneline.go46// ──────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/oneline.go83// ──────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/oneline.go86// ──────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/oneline.go113// ──────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/oneline.go115// ──────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/data_parse.go55 // ── Parse numeric fields with safe defaults ────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/data_parse.go73 // ── Description (prefer translated lang_xx if present) ─────────────────────COMMENT
MEDIUMinternal/renderer/oneline/data_parse.go88 // ── Observation time ───────────────────────────────────────────────────────COMMENT
MEDIUMinternal/renderer/oneline/data_parse.go94 // ── Location fallback ──────────────────────────────────────────────────────COMMENT
MEDIUM⚡internal/location/cache.go61 // ── Persistent storage ───────────────────────────────COMMENT
MEDIUM⚡internal/location/cache.go66 // ── Fast in-memory cache ─────────────────────────────COMMENT
MEDIUM⚡internal/location/cache.go70 // ── Batch writer ─────────────────────────────────────COMMENT
MEDIUM⚡internal/location/cache.go76 // ── Synchronization ──────────────────────────────────COMMENT
MEDIUMinternal/location/cache.go141// ── Batch Writer ─────────────────────────────────────────────────────────────COMMENT
MEDIUMinternal/location/cache.go386// ── LRU helpers ────────────────────────────────────────────────────────────────COMMENT
MEDIUMinternal/location/cache.go426// ── Utility functions ──────────────────────────────────────────────────────────COMMENT
MEDIUM⚡internal/server/config.go79# ================================================COMMENT
MEDIUM⚡internal/server/config.go81# ================================================COMMENT
MEDIUM⚡internal/server/config.go88# ================================================COMMENT
MEDIUM⚡internal/server/config.go90# ================================================COMMENT
MEDIUMinternal/weather/weather.go260 // ── Determine location string ────────────────────────────────────────COMMENT
MEDIUMinternal/weather/weather.go323 // ── Geocode ───────────────────────────────────────────────────────────COMMENT
MEDIUMinternal/weather/weather.go345 // ── Build Query ───────────────────────────────────────────────────────COMMENT
MEDIUMinternal/weather/weather.go376 // ── Fetch weather ─────────────────────────────────────────────────────COMMENT
MEDIUMinternal/weather/weather.go398 // ── Filling up Query ───────────────────────────────────────────────────────COMMENT
MEDIUMinternal/weather/weather.go402 // ── Render + Format ───────────────────────────────────────────────────COMMENT
Verbosity Indicators9 hits · 15 pts
SeverityFileLineSnippetContext
LOW⚡internal/renderer/oneline/render.go187 // Step 1: Get symbolic name from code (e.g. "116" → "PartlyCloudy")COMMENT
LOW⚡internal/renderer/oneline/render.go193 // Step 2: Look up the plain ASCII-style symbolCOMMENT
LOWinternal/query/queryparser.go32 // Step 1: use the existing parser to get validated map[string]stringCOMMENT
LOWinternal/query/fromrequest.go20 // Step 1: Extract components from the URL pathCOMMENT
LOWinternal/query/fromrequest.go35 // Step 2: Process domain name for VIEW or LANGCOMMENT
LOWinternal/query/fromrequest.go50 // Step 3: Process the first path component for VIEW or LANG if not set by domainCOMMENT
LOWinternal/query/fromrequest.go61 // Step 4: Extract location and format from the pathCOMMENT
LOWinternal/query/fromrequest.go90 // Step 5: Set default language from header if not set by domain or URLCOMMENT
LOWinternal/query/fromrequest.go113 // Step 6: Set User-Agent from header. Output defaulting based on theCOMMENT
Structural Annotation Overuse9 hits · 15 pts
SeverityFileLineSnippetContext
LOW⚡internal/renderer/oneline/render.go187 // Step 1: Get symbolic name from code (e.g. "116" → "PartlyCloudy")COMMENT
LOW⚡internal/renderer/oneline/render.go193 // Step 2: Look up the plain ASCII-style symbolCOMMENT
LOWinternal/query/queryparser.go32 // Step 1: use the existing parser to get validated map[string]stringCOMMENT
LOWinternal/query/fromrequest.go20 // Step 1: Extract components from the URL pathCOMMENT
LOWinternal/query/fromrequest.go35 // Step 2: Process domain name for VIEW or LANGCOMMENT
LOWinternal/query/fromrequest.go50 // Step 3: Process the first path component for VIEW or LANG if not set by domainCOMMENT
LOWinternal/query/fromrequest.go61 // Step 4: Extract location and format from the pathCOMMENT
LOWinternal/query/fromrequest.go90 // Step 5: Set default language from header if not set by domain or URLCOMMENT
LOWinternal/query/fromrequest.go113 // Step 6: Set User-Agent from header. Output defaulting based on theCOMMENT
Over-Commented Block14 hits · 14 pts
SeverityFileLineSnippetContext
LOWbuild.sh1#!/usr/bin/env bashCOMMENT
LOWinternal/renderer/oneline/oneline.go21type RenderFunc func(ctx *RenderContext) stringCOMMENT
LOWinternal/renderer/oneline/oneline.go201// If a percent-encoded sequence is invalid (e.g., not a valid hex number or incomplete),COMMENT
LOWinternal/renderer/v2/block_temperature_colorized.go141 // lastT := data[len(data)-1]COMMENT
LOWinternal/cache/config.go1// internal/cache/config.goCOMMENT
LOWinternal/weather/weather.go41}COMMENT
LOWinternal/weather/cache.go21 // This should clear any in-progress state for the same key.COMMENT
LOWinternal/query/doc.go1// Package query provides configuration-driven parsing and validation ofCOMMENT
LOWinternal/query/doc.go21// parsed, err := query.ParseQueryString("lang=fr&format=3&T&0pq", config)COMMENT
LOWinternal/query/fromrequest.go201COMMENT
LOWinternal/ip/ip.go61 db.UseErrorParser()COMMENT
LOWinternal/domain/models.go1// Package domain contains the core domain models and data structuresCOMMENT
LOWinternal/domain/models.go81 // Useful for debugging and future cache policy decisions.COMMENT
LOWshare/defs/options/options.yaml1query_options:COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMinternal/renderer/v1/testdata/update_golden.sh24# Read test cases using jq (more robust than pure bash)COMMENT
Example Usage Blocks1 hit · 2 pts
SeverityFileLineSnippetContext
LOW⚡build.sh6# Usage:COMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWinternal/renderer/v1/testdata/update_golden.sh17# Check if server is runningCOMMENT