AI Slop Code RIsk Monitor

ClemensElflein/OpenMower

Let's upgrade cheap off-the-shelf robotic mowers to modern, smart RTK GPS based lawn mowing robots!

11.1 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for ClemensElflein/OpenMower, a Shell project with 6,727 GitHub stars. SynthScan examined 4,171 lines of code across 29 source files, recording 43 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 11.1 (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.

11.1
Adjusted Signal
11.1
Raw Pattern Score
100%
Time Factor
2026-09-03
Last Push
6.7K
Stars
Shell
Language
4.2K
Lines of Code
29
Files
43
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 42.7/100 · MEDIUM

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 0.0/100 · LOW

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

PR Review Velocity Impact 41.7/100 · MEDIUM

Which changes need focused human review? 43 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 1LOW 42

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 43 distinct pattern matches across 4 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 Block39 hits · 39 pts
SeverityFileLineSnippetContext
LOW.github/workflows/os-build.yaml1name: OS BuildCOMMENT
LOW.github/workflows/os-build.yaml81 echo "event=${{ github.event.client_payload.event }}" >> "$GITHUB_OUTPUT"COMMENT
LOW.github/workflows/os-build.yaml161COMMENT
LOW.github/workflows/os-build.yaml181 # needed the delete-step below to actually take effect before theCOMMENT
LOW.github/workflows/os-build.yaml221 # re-staged-instead-of-reconfigured bug this split exists to avoid --COMMENT
LOW.github/workflows/os-build.yaml321 # No delete-first step needed here, same reasoning as the kernelCOMMENT
LOW.github/workflows/os-build.yaml341 # content-hash key (no delete-first step, no restore-keys fallback, andCOMMENT
LOW.github/workflows/os-build.yaml361 # upload ~6GB of unchanged kernel build output just to re-produce theCOMMENT
LOWos/build.sh1#!/usr/bin/env bashCOMMENT
LOWos/build.sh101elseCOMMENT
LOWos/build.sh141 # same staleness reasoning applies to each; the satellites are cheapCOMMENT
LOWos/build.sh181 fiCOMMENT
LOWos/build.sh221 ;;COMMENT
LOWos/build.sh261 "$OMR_DIR"COMMENT
LOWos/scripts/migrate-to-openmower.sh1#!/bin/shCOMMENT
LOWos/scripts/migrate-to-openmower.sh21# `make image-migration` need re-running.COMMENT
LOWos/scripts/migrate-to-openmower.sh41# the migration boot never gets far enough to trigger its ownCOMMENT
LOWos/scripts/migrate-to-openmower.sh61# image (a GitHub Releases asset -- pick whichever version youCOMMENT
LOWos/scripts/migrate-to-openmower.sh141# BACK UP YOUR MAP AND SETTINGS NOW if you haven't already. This tool makesCOMMENT
LOWos/scripts/migrate-to-openmower.sh161# --- Stop the running stack, reclaim disk space -----------------------------COMMENT
LOWos/scripts/migrate-to-openmower.sh201# --- Locate the boot (firmware) partition ----------------------------------COMMENT
LOWos/scripts/migrate-to-openmower.sh281echo "$IMG_SHA256 $IMG_GZ" | sha256sum -c - >/dev/null \COMMENT
LOWos/scripts/migrate-to-openmower.sh381# --- Stage the migration boot files onto the EXISTING boot partition ----------COMMENT
LOWos/scripts/migrate-to-openmower.sh401log "writing migration boot files to $BOOT_MIGRATION_DIR..."COMMENT
LOWos/scripts/migrate-to-openmower.sh461# Everything from here on is unreachable when embedded in a real installerCOMMENT
LOWos/external/board/openmower/genimage.cfg1# Disk layout. MBR; genimage puts partitions 4+ into an extended partition,COMMENT
LOWos/external/board/openmower/genimage.cfg61 image = "boot-a.vfat"COMMENT
LOWos/external/board/openmower/post-build.sh41# sides -- otherwise the two release dirs collide and one board's modulesCOMMENT
LOWos/external/board/openmower/post-build.sh101# Overwrites whatever BR2_TARGET_GENERIC_ISSUE put here atCOMMENT
LOWos/external/board/openmower/post-build.sh181# prompt/aliases that go with it.COMMENT
LOWos/external/board/openmower/post-build.sh201install -D -m 0644 "$OS_DIR/keys/dev-cert.pem" "$TARGET_DIR/etc/rauc/keyring.pem"COMMENT
LOWos/external/board/openmower/post-build.sh221# root-password baking (SET_ROOT_PASSWD, part of TARGET_FINALIZE_HOOKS)COMMENT
LOWos/external/board/openmower/post-build.sh241# real boot-partition config.txt (already installed by the rpi-firmwareCOMMENT
LOWos/external/board/openmower/post-image.sh1#!/bin/bashCOMMENT
LOWos/external/board/openmower/post-image.sh21# depend on it.COMMENT
LOWos/external/board/openmower/post-fakeroot.sh1#!/bin/shCOMMENT
LOW…ard/openmower/rootfs-overlay/etc/openocd/xcore-cm4.cfg1# SPDX-License-Identifier: GPL-2.0-or-laterCOMMENT
LOW…ard/openmower/rootfs-overlay/etc/openocd/xcore-cm5.cfg1# SPDX-License-Identifier: GPL-2.0-or-laterCOMMENT
LOWos/external/board/openmower-cm4-migration/post-image.sh1#!/bin/bashCOMMENT
Example Usage Blocks2 hits · 3 pts
SeverityFileLineSnippetContext
LOWos/build.sh4# Usage:COMMENT
LOWos/scripts/migrate-to-openmower.sh57# Usage:COMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMos/scripts/migrate-to-openmower.sh5# This file is the HEADER of a self-extracting installer: `make image-migration`COMMENT
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
LOWos/build.sh368 # just set there instead. Harmless no-op diff if nothing changedCOMMENT