AI Slop Code Risk Monitor

meshtastic/meshtastic

SlopCodeMonitor badge for meshtastic/meshtastic Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Meshtastic project website and documentation

1.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for meshtastic/meshtastic, a MDX project with 2,275 GitHub stars. SynthScan examined 57,064 lines of code across 396 source files, recording 57 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 1.8 (Low 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.

1.8
Adjusted Signal
1.8
Raw Pattern Score
100%
Time Factor
2026-10-29
Last Push
2.3K
Stars
MDX
Language
57.1K
Lines of Code
396
Files
57
Pattern Hits
2026-10-31
Scan Date
0.00
HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 5.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 43 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 3.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 16 finding(s).

PR Review Velocity Impact 6.8/100 · LOW

Which changes need focused human review? 57 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 12LOW 45

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 57 distinct pattern matches across 9 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 Separators11 hits · 33 pts
SeverityFileLineSnippetContext
MEDIUMscripts/sync-apple-docs.js17// ── Configuration ────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/sync-apple-docs.js52// ── Helpers ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/sync-apple-docs.js381 // ── Landing page rules ────────────────────────────────────────────────COMMENT
MEDIUMscripts/sync-apple-docs.js390 // ── Non-landing subdir file rules ─────────────────────────────────────COMMENT
MEDIUMscripts/sync-apple-docs.js510// ── Main ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/sync-apple-docs.js598 // ── Write Docusaurus category files ──────────────────────────────────────COMMENT
MEDIUMscripts/sync-apple-docs.js635 // ── Sync Markdown files ───────────────────────────────────────────────────COMMENT
MEDIUMscripts/sync-apple-docs.js670 // ── Sync image files ──────────────────────────────────────────────────────COMMENT
MEDIUMscripts/sync-apple-docs.js713 // ── Cleanup: remove files no longer in source ─────────────────────────────COMMENT
MEDIUM…cify/extensions/git/scripts/bash/create-new-feature.sh195# ---------------------------------------------------------------------------COMMENT
MEDIUM…cify/extensions/git/scripts/bash/create-new-feature.sh202# ---------------------------------------------------------------------------COMMENT
Structural Annotation Overuse14 hits · 26 pts
SeverityFileLineSnippetContext
LOWdocs/software/apple/user/getting-started.md17## Step 1: Power On Your RadioCOMMENT
LOWdocs/software/apple/user/getting-started.md21## Step 2: Open the App and ConnectCOMMENT
LOW⚡docs/software/apple/user/getting-started.md56## Step 3: Set Your Name and Short IDCOMMENT
LOW⚡docs/software/apple/user/getting-started.md65## Step 4: Explore the MeshCOMMENT
LOW⚡docs/software/apple/user/getting-started.md74## Step 5: Check Your SettingsCOMMENT
LOW…ocs/version-2.7/software/apple/user/getting-started.md17## Step 1: Power On Your RadioCOMMENT
LOW…ocs/version-2.7/software/apple/user/getting-started.md21## Step 2: Open the App and ConnectCOMMENT
LOW⚡…ocs/version-2.7/software/apple/user/getting-started.md56## Step 3: Set Your Name and Short IDCOMMENT
LOW⚡…ocs/version-2.7/software/apple/user/getting-started.md65## Step 4: Explore the MeshCOMMENT
LOW⚡…ocs/version-2.7/software/apple/user/getting-started.md74## Step 5: Check Your SettingsCOMMENT
LOWsrc/components/MeshTopology.tsx293 // Step 1: Sender broadcasts to ALL its neighbors (true mesh flood)COMMENT
LOWsrc/components/MeshTopology.tsx327 // Step 2: Wave 1 receivers rebroadcast to their neighborsCOMMENT
LOWsrc/components/MeshTopology.tsx375 // Step 3: Wave 2 receivers rebroadcast (if any nodes left)COMMENT
LOWsrc/components/MeshTopology.tsx422 // Step 4: Clear active stateCOMMENT
Redundant / Tautological Comments17 hits · 26 pts
SeverityFileLineSnippetContext
LOW.specify/extensions/git/scripts/bash/git-common.sh6# Check if we have git available at the repo rootCOMMENT
LOW.specify/extensions/git/scripts/bash/auto-commit.sh34# Check if git is availableCOMMENT
LOW.specify/extensions/git/scripts/bash/auto-commit.sh106 # Check if event section existed at allCOMMENT
LOW.specify/extensions/git/scripts/bash/auto-commit.sh120# Check if there are changes to commitCOMMENT
LOW.specify/extensions/git/scripts/bash/initialize-repo.sh37# Check if git is availableCOMMENT
LOW.specify/extensions/git/scripts/bash/initialize-repo.sh43# Check if already a git repoCOMMENT
LOW…cify/extensions/git/scripts/bash/create-new-feature.sh249# Check if git is available at this repo rootCOMMENT
LOW.specify/scripts/bash/common.sh104# Check if we have git available at the spec-kit root levelCOMMENT
LOW.specify/scripts/bash/common.sh111 # Check if .git exists (directory or file for worktrees/submodules)COMMENT
LOW.specify/scripts/bash/common.sh305# Check if jq is available for safe JSON constructionCOMMENT
LOW.specify/scripts/bash/common.sh576 # Check if any layer uses a non-replace strategyCOMMENT
LOW.specify/scripts/bash/setup-plan.sh54# Output resultsCOMMENT
LOW.specify/scripts/bash/setup-tasks.sh65# Output resultsCOMMENT
LOW.specify/scripts/bash/check-prerequisites.sh154# Output resultsCOMMENT
LOW.specify/scripts/bash/create-new-feature.sh32 # Check if the next argument is another option (starts with --)COMMENT
LOW.specify/scripts/bash/create-new-feature.sh197# Check if git is available at this repo root (not a parent)COMMENT
LOW.specify/scripts/bash/create-new-feature.sh333 # Check if branch already existsCOMMENT
Verbosity Indicators4 hits · 6 pts
SeverityFileLineSnippetContext
LOWsrc/components/MeshTopology.tsx293 // Step 1: Sender broadcasts to ALL its neighbors (true mesh flood)COMMENT
LOWsrc/components/MeshTopology.tsx327 // Step 2: Wave 1 receivers rebroadcast to their neighborsCOMMENT
LOWsrc/components/MeshTopology.tsx375 // Step 3: Wave 2 receivers rebroadcast (if any nodes left)COMMENT
LOWsrc/components/MeshTopology.tsx422 // Step 4: Clear active stateCOMMENT
Over-Commented Block4 hits · 4 pts
SeverityFileLineSnippetContext
LOWscripts/sync-apple-docs.js401 }COMMENT
LOW.specify/scripts/bash/check-prerequisites.sh1#!/usr/bin/env bashCOMMENT
LOWsrc/clientModules/tabAnchors.js1// Make table-of-contents links work when the heading lives inside a tab.COMMENT
LOWsrc/components/homepage/devices.tsx61 );COMMENT
Excessive Try-Catch Wrapping3 hits · 3 pts
SeverityFileLineSnippetContext
LOW.specify/scripts/bash/common.sh373except Exception:CODE
LOW.specify/scripts/bash/common.sh461except Exception:CODE
LOW.specify/scripts/bash/common.sh492except Exception:CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.specify/scripts/bash/setup-plan.sh50 # Create a basic plan file if template doesn't existCOMMENT
Hyper-Verbose Identifiers2 hits · 2 pts
SeverityFileLineSnippetContext
LOWscripts/sync-apple-docs.js79function collectVersionedImageReferences() {CODE
LOWsrc/theme/Navbar/MobileSidebar/Layout/index.tsx5export default function NavbarMobileSidebarLayout({CODE
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscripts/lint-tabitem-headings.py62CODE