AI Slop Code RIsk Monitor

meshcore-dev/MeshCore

A new lightweight, hybrid routing mesh protocol for packet radios

4.9 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for meshcore-dev/MeshCore, a C project with 3,839 GitHub stars. SynthScan examined 112,442 lines of code across 846 source files, recording 529 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 4.9 (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.

4.9
Adjusted Signal
4.9
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
3.8K
Stars
C
Language
112.4K
Lines of Code
846
Files
529
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 20.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 518 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

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

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 21.7/100 · LOW

Which changes need focused human review? 529 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 10LOW 519

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 529 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 Block514 hits · 514 pts
SeverityFileLineSnippetContext
LOWbuild.sh221# build_firmware "Heltec_v2_companion_radio_ble"COMMENT
LOWvariants/meshtiny/target.h1#pragma onceCOMMENT
LOWvariants/meshtiny/variant.h21#define PIN_LED1 (35) // Green LEDCOMMENT
LOWvariants/meshtiny/variant.h41#define ENCODER_LEFT PIN_BUTTON2COMMENT
LOWvariants/meshtiny/variant.h61// SPI InterfacesCOMMENT
LOWvariants/meshtiny/variant.h81COMMENT
LOWvariants/wio-tracker-l1/target.h1#pragma onceCOMMENT
LOWvariants/wio-tracker-l1/variant.h21#define PIN_LED (11)COMMENT
LOWvariants/wio-tracker-l1/variant.h41COMMENT
LOWvariants/wio-tracker-l1/variant.h61#define PIN_SPI_MOSI (10)COMMENT
LOWvariants/wio-tracker-l1/variant.h81#define PIN_WIRE_SCL (15)COMMENT
LOWvariants/wio-tracker-l1/variant.h101COMMENT
LOWvariants/gat562_mesh_watch13/target.h1#pragma onceCOMMENT
LOWvariants/gat562_mesh_watch13/variant.h61COMMENT
LOWvariants/gat562_mesh_watch13/variant.h81#define PIN_BUTTON2 (10) COMMENT
LOWvariants/gat562_mesh_watch13/variant.h141 */COMMENT
LOWvariants/gat562_mesh_watch13/variant.h161#define P_LORA_BUSY (46)COMMENT
LOWvariants/heltec_v4_r8/target.h1#pragma onceCOMMENT
LOWvariants/lilygo_tbeam_supreme_SX1262/target.h1#pragma onceCOMMENT
LOWvariants/heltec_t096/target.h1#pragma onceCOMMENT
LOWvariants/heltec_t096/variant.h21COMMENT
LOWvariants/heltec_t096/variant.h41COMMENT
LOWvariants/heltec_t096/variant.h61////////////////////////////////////////////////////////////////////////////////COMMENT
LOWvariants/heltec_t096/variant.h81// #define PIN_BUTTON2 (11)COMMENT
LOWvariants/heltec_t096/variant.h101COMMENT
LOWvariants/heltec_t096/variant.h121#define PIN_SERIAL2_TX (0 + 10)COMMENT
LOWvariants/lilygo_tlora_v2_1/target.h1#pragma onceCOMMENT
LOWvariants/lilygo_tbeam_1w/TBeam1WBoard.h1#pragma onceCOMMENT
LOWvariants/lilygo_tbeam_1w/target.h1#pragma onceCOMMENT
LOWvariants/lilygo_tbeam_1w/variant.h1// LilyGo T-Beam-1W variant.hCOMMENT
LOWvariants/lilygo_tbeam_1w/variant.h21#define BUTTON_PIN 0 // BUTTON 1 (boot)COMMENT
LOWvariants/lilygo_tbeam_1w/variant.h41#define LORA_CS 15COMMENT
LOWvariants/lilygo_tbeam_1w/variant.h61#define SX126X_DIO2_AS_RF_SWITCHCOMMENT
LOWvariants/lilygo_tbeam_1w/variant.h81#define NTC_PIN 14COMMENT
LOWvariants/meshnology_w12/target.h1#pragma onceCOMMENT
LOWvariants/wio-e5-mini/target.h1#pragma onceCOMMENT
LOWvariants/wio-e5-mini/variant.h1#pragma onceCOMMENT
LOWvariants/xiao_nrf52/target.h1#pragma onceCOMMENT
LOWvariants/xiao_nrf52/variant.h21#define PINS_COUNT (33)COMMENT
LOWvariants/xiao_nrf52/variant.h61 // https://wiki.seeedstudio.com/XIAO_BLE#battery-charging-currentCOMMENT
LOWvariants/xiao_nrf52/variant.h81COMMENT
LOWvariants/xiao_nrf52/variant.h101COMMENT
LOWvariants/xiao_nrf52/variant.h121// Lora SPI is on SPI0COMMENT
LOWvariants/xiao_nrf52/variant.h141#define PIN_PDM_PWR (19)COMMENT
LOWvariants/ebyte_eora_s3/target.h1#pragma onceCOMMENT
LOWvariants/heltec_mesh_solar/MeshSolarBoard.h1#pragma onceCOMMENT
LOWvariants/heltec_mesh_solar/target.h1#pragma onceCOMMENT
LOWvariants/heltec_mesh_solar/variant.h21#define NRF_APMCOMMENT
LOWvariants/heltec_mesh_solar/variant.h41// I2C pin definitionCOMMENT
LOWvariants/heltec_mesh_solar/variant.h61// Builtin LEDsCOMMENT
LOWvariants/heltec_mesh_solar/variant.h81// #define BUTTON_PIN2 PIN_BUTTON2COMMENT
LOWvariants/heltec_mesh_solar/variant.h101#define PIN_SPI1_SCK (40)COMMENT
LOWvariants/heltec_mesh_solar/variant.h121// #define PIN_TFT_CS (11)COMMENT
LOWvariants/station_g3_esp32/target.h1#pragma onceCOMMENT
LOWvariants/station_g3_esp32/LoRaFEMControl.cpp21#ifdef P_PA1_ENCOMMENT
LOWvariants/rak3112/target.h1#pragma onceCOMMENT
LOWvariants/rak3112/RAK3112Board.h1#pragma onceCOMMENT
LOWvariants/wio_wm1110/variant.h21#define ADC_MULTIPLIER (2.0F)COMMENT
LOWvariants/wio_wm1110/variant.h41COMMENT
LOWvariants/wio_wm1110/variant.h61#define HAS_SHT41 (1)COMMENT
454 more matches not shown…
Decorative Section Separators10 hits · 34 pts
SeverityFileLineSnippetContext
MEDIUM⚡variants/lilygo_tbeam_1w/TBeam1WBoard.h11// VCC (+4.0~+8.0V) ──┬──────────────────► XY16P35 VCC pin 5 (PA direct)COMMENT
MEDIUM⚡variants/lilygo_tbeam_1w/TBeam1WBoard.h13// │ ┌───────────┐COMMENT
MEDIUM⚡variants/lilygo_tbeam_1w/TBeam1WBoard.h16// └───────────┘COMMENT
MEDIUMtest/test_mesh_tables/test_simple_mesh_tables.cpp26// ── wasSeen: pure query ───────────────────────────────────────────────────────COMMENT
MEDIUMtest/test_mesh_tables/test_simple_mesh_tables.cpp42// ── markSeen + wasSeen ───────────────────────────────────────────────────────COMMENT
MEDIUMtest/test_mesh_tables/test_simple_mesh_tables.cpp69// ── dup stats ────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test_mesh_tables/test_simple_mesh_tables.cpp89// ── clear ────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test_config_serializer/test_config_serializer.cpp84// ── saveSerial: basic ───────────────────────────────────────────────────────COMMENT
MEDIUMtest/test_config_serializer/test_config_serializer.cpp125// ── loadSerial: basic ───────────────────────────────────────────────────────COMMENT
MEDIUMtest/test_config_serializer/test_config_serializer.cpp218// ── main ───────────────────────────────────────────────────────COMMENT
Deep Nesting4 hits · 4 pts
SeverityFileLineSnippetContext
LOWbin/uf2conv/uf2conv.py36CODE
LOWbin/uf2conv/uf2conv.py162CODE
LOWbin/uf2conv/uf2conv.py204CODE
LOWbin/uf2conv/uf2conv.py270CODE
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWbuild_as_lib.py1CODE