Repository Analysis

ruvnet/RuView

π RuView turns commodity WiFi signals into real-time spatial intelligence, vital sign monitoring, and presence detection — all without a single pixel of video.

11.6 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of ruvnet/RuView, a Rust project with 80,547 GitHub stars. SynthScan v2.0 examined 798,381 lines of code across 2442 source files, recording 5430 pattern matches distributed across 25 syntactic categories. The overall adjusted score of 11.6 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

11.6
Adjusted Score
11.6
Raw Score
100%
Time Factor
2026-07-14
Last Push
80.5K
Stars
Rust
Language
798.4K
Lines of Code
2.4K
Files
5.4K
Pattern Hits
2026-07-14
Scan Date
0.02
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 1HIGH 55MEDIUM 1605LOW 3769

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 5430 distinct pattern matches across 25 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators1464 hits · 4674 pts
SeverityFileLineSnippetContext
MEDIUMinstall.sh23# ======================================================================COMMENT
MEDIUMinstall.sh30# ─── Colors ───────────────────────────────────────────────────────────COMMENT
MEDIUMinstall.sh40# ─── Globals ──────────────────────────────────────────────────────────COMMENT
MEDIUMinstall.sh125# ─── Initialize log ──────────────────────────────────────────────────COMMENT
MEDIUMinstall.sh128# ======================================================================COMMENT
MEDIUMinstall.sh130# ======================================================================COMMENT
MEDIUMinstall.sh2# ======================================================================COMMENT
MEDIUMinstall.sh68# ─── Helpers ──────────────────────────────────────────────────────────COMMENT
MEDIUMinstall.sh113# ─── Argument parsing ─────────────────────────────────────────────────COMMENT
MEDIUMinstall.sh200# ======================================================================COMMENT
MEDIUMinstall.sh202# ======================================================================COMMENT
MEDIUMinstall.sh326# ======================================================================COMMENT
MEDIUMinstall.sh328# ======================================================================COMMENT
MEDIUMinstall.sh442# ======================================================================COMMENT
MEDIUMinstall.sh444# ======================================================================COMMENT
MEDIUMinstall.sh541# ======================================================================COMMENT
MEDIUMinstall.sh543# ======================================================================COMMENT
MEDIUMinstall.sh747# ======================================================================COMMENT
MEDIUMinstall.sh749# ======================================================================COMMENT
MEDIUMinstall.sh909# ======================================================================COMMENT
MEDIUMinstall.sh911# ======================================================================COMMENT
MEDIUMinstall.sh1042# ======================================================================COMMENT
MEDIUMinstall.sh1044# ======================================================================COMMENT
MEDIUM…n/pkg/ruvector-attention/ruvector_attention_browser.js22// ── wasm-bindgen heap management ──────────────────────────────────COMMENT
MEDIUM…n/pkg/ruvector-attention/ruvector_attention_browser.js47// ── Memory views ──────────────────────────────────────────────────COMMENT
MEDIUM…n/pkg/ruvector-attention/ruvector_attention_browser.js122// ── FinalizationRegistry ──────────────────────────────────────────COMMENT
MEDIUM…n/pkg/ruvector-attention/ruvector_attention_browser.js134// ── Classes ───────────────────────────────────────────────────────COMMENT
MEDIUM…n/pkg/ruvector-attention/ruvector_attention_browser.js334// ── Standalone functions ──────────────────────────────────────────COMMENT
MEDIUM…n/pkg/ruvector-attention/ruvector_attention_browser.js476// ── Collect exports ───────────────────────────────────────────────COMMENT
MEDIUM…n/pkg/ruvector-attention/ruvector_attention_browser.js496// ── Build WASM import object ──────────────────────────────────────COMMENT
MEDIUM…n/pkg/ruvector-attention/ruvector_attention_browser.js597// ── Async WASM init (fetch-based for browsers) ───────────────────COMMENT
MEDIUM…n/pkg/ruvector-attention/ruvector_attention_browser.js621// ── ESM re-exports ────────────────────────────────────────────────COMMENT
MEDIUMfirmware/esp32-csi-node/provision.py93# ---------------------------------------------------------------------------COMMENT
MEDIUMfirmware/esp32-csi-node/provision.py95# ---------------------------------------------------------------------------COMMENT
MEDIUM…mware/esp32-csi-node/test/capture-3board-experiment.py56# ── Analyze ────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/schemas.test.ts32// ── 1. Catalog completeness ────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/schemas.test.ts93// ── 2. Happy-path parse ────────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/schemas.test.ts165// ── 3. Constraint rejection ────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/vitals-tools.test.ts42// ── resolveNodeId ─────────────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/vitals-tools.test.ts49// ── fetchVitals soft-failure ──────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/vitals-tools.test.ts62// ── ruview.presence.now ───────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/vitals-tools.test.ts95// ── ruview.vitals.get_breathing ───────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/vitals-tools.test.ts130// ── ruview.vitals.get_heart_rate ──────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/vitals-tools.test.ts151// ── ruview.vitals.get_all ─────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/bfld-tools.test.ts40// ── bfldLastScan tests ────────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/bfld-tools.test.ts92// ── bfldSubscribe tests ───────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/http-transport.test.ts21// ── helpers ────────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/http-transport.test.ts78// ── 1. isOriginAllowed unit tests ──────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/http-transport.test.ts131// ── 2-4. Origin-validation integration tests ───────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/http-transport.test.ts166// ── 5-6. Bearer-token auth integration tests ──────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/tests/http-transport.test.ts197// ── 7. ADR-264 F7/O3 hardening: body cap + per-session routing ─────────────COMMENT
MEDIUMtools/ruview-mcp/tests/http-transport.test.ts246// ── 8. ADR-264 F7: session-map bounds (cap + idle TTL sweep) ───────────────COMMENT
MEDIUMtools/ruview-mcp/src/types.ts9// ── CSI ────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/src/types.ts39// ── Pose ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/src/types.ts63// ── Person Count ──────────────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/src/types.ts78// ── Registry ──────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/src/types.ts103// ── Training ──────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/src/types.ts136// ── Vitals (ADR-124 §6 Python surface parity: ws.py:74-88) ───────────────COMMENT
MEDIUMtools/ruview-mcp/src/types.ts154// ── Config ────────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/ruview-mcp/src/http-transport.ts222 // ── Origin validation ──────────────────────────────────────────────COMMENT
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Over-Commented Block1312 hits · 1276 pts
SeverityFileLineSnippetContext
LOWinstall.sh1#!/usr/bin/env bashCOMMENT
LOWREADME.md101# counter) and a Wi-Fi 6 soft-AP with TWT Responder so two C6 boards canCOMMENT
LOWui/observatory/js/demo-data.js1381 }COMMENT
LOWfirmware/esp32-hello-world/main/main.c21#include "esp_wifi.h"COMMENT
LOWfirmware/esp32-hello-world/main/main.c41#define PROBE_RMT_CHAN_NUM 8COMMENT
LOWfirmware/esp32-csi-node/tests/host/esp_err.h1/* Host test shim for esp_err.h. Allows us to compile the pure-CCOMMENT
LOWfirmware/esp32-csi-node/components/wasm3/CMakeLists.txt1# WASM3 — WebAssembly interpreter for ESP-IDFCOMMENT
LOWfirmware/esp32-csi-node/main/c6_softap_he.c21 */COMMENT
LOWfirmware/esp32-csi-node/main/display_hal.c21#include <string.h>COMMENT
LOWfirmware/esp32-csi-node/main/display_hal.c41/* ---- I2C (shared: touch + TCA9554 expander) ---- */COMMENT
LOWfirmware/esp32-csi-node/main/display_ui.c21#include "esp_system.h"COMMENT
LOWfirmware/esp32-csi-node/main/nvs_config.c61#ifdef CONFIG_EDGE_FALL_THRESHCOMMENT
LOWfirmware/esp32-csi-node/main/swarm_bridge.c1/**COMMENT
LOWfirmware/esp32-csi-node/main/adaptive_controller.c61#define CONFIG_ADAPTIVE_MIN_PKT_YIELD 5COMMENT
LOWfirmware/esp32-csi-node/main/edge_processing.c21#include "edge_processing.h"COMMENT
LOWfirmware/esp32-csi-node/main/wasm_runtime.c21COMMENT
LOWfirmware/esp32-csi-node/main/mock_csi.c21COMMENT
LOWfirmware/esp32-csi-node/main/c6_sync_espnow.c21#include "esp_wifi.h"COMMENT
LOWfirmware/esp32-csi-node/main/main.c1/**COMMENT
LOWfirmware/esp32-csi-node/main/main.c21#include "led_strip.h"COMMENT
LOWfirmware/esp32-csi-node/main/mmwave_sensor.c21 * LD2410 frame format (HLK binary, 256000 baud):COMMENT
LOWfirmware/esp32-csi-node/main/mmwave_sensor.c41#endifCOMMENT
LOWfirmware/esp32-csi-node/main/rvf_parser.h21#include <stdbool.h>COMMENT
LOWfirmware/esp32-csi-node/main/lv_conf.h21#define LV_MEM_CUSTOM_FREE freeCOMMENT
LOWfirmware/esp32-csi-node/main/lv_conf.h41#define LV_FONT_MONTSERRAT_14 1COMMENT
LOWfirmware/esp32-csi-node/main/lv_conf.h61COMMENT
LOWfirmware/esp32-csi-node/main/lv_conf.h81/* ---- GPU / render ---- */COMMENT
LOWfirmware/esp32-csi-node/main/rv_feature_state.h21COMMENT
LOWfirmware/esp32-csi-node/main/edge_processing.h21#define EDGE_PROCESSING_HCOMMENT
LOWfirmware/esp32-csi-node/main/display_task.c21COMMENT
LOWfirmware/esp32-csi-node/main/c6_twt.c21#include "c6_twt.h"COMMENT
LOWfirmware/esp32-csi-node/main/c6_timesync.c21#if defined(CONFIG_IDF_TARGET_ESP32C6) && defined(CONFIG_IEEE802154_ENABLED)COMMENT
LOWfirmware/esp32-csi-node/main/lp_core/CMakeLists.txt1# LP-core motion-gate program — ADR-110 Phase 5 (full).COMMENT
LOWdocker/docker-entrypoint.sh1#!/bin/shCOMMENT
LOWdocker/docker-entrypoint.sh21# simulated — explicit demo mode with synthetic CSI.COMMENT
LOWdocker/docker-compose.yml21 #COMMENT
LOWarchive/v1/requirements-lock.txt1# WiFi-DensePose Pipeline Verification - Pinned DependenciesCOMMENT
LOWarchive/v1/data/proof/verify.py161 "source": "synthetic_reference",COMMENT
LOWarchive/v1/data/proof/verify.py181# downstream — the actual drift at features_to_bytes() input can reach 1e-7COMMENT
LOWarchive/v1/data/proof/verify.py241COMMENT
LOWpython/Cargo.toml1[package]COMMENT
LOWpython/Cargo.toml41COMMENT
LOWpython/ruview-meta/pyproject.toml1# ADR-117 sibling release — `ruview` meta-package.COMMENT
LOWpython/tombstone/pyproject.toml1# ADR-117 §7.2 / §7.4 — v1.99.0 tombstone release.COMMENT
LOWpython/src/lib.rs1//! ADR-117 — PyO3 bindings for the WiFi-DensePose Rust core.COMMENT
LOWpython/src/lib.rs61/// it as private.COMMENT
LOWpython/src/bindings/keypoint.rs1//! ADR-117 P2 — PyO3 bindings for `wifi_densepose_core::Keypoint` +COMMENT
LOWpython/src/bindings/keypoint.rs21use wifi_densepose_core::{Confidence, Keypoint, KeypointType};COMMENT
LOWpython/src/bindings/keypoint.rs161 Self { inner: k }COMMENT
LOWpython/src/bindings/bfld.rs1//! ADR-117 P3.5 — Beamforming Feedback Loop Data (BFLD) bindings.COMMENT
LOWpython/src/bindings/bfld.rs21//! matrix to RuViewCOMMENT
LOWpython/src/bindings/bfld.rs101// ─── BfldFrame ───────────────────────────────────────────────────────COMMENT
LOWpython/src/bindings/privacy_gate.rs1//! ADR-118 / ADR-125 §2.1.d — Python binding for the BFLD `PrivacyClass`COMMENT
LOWpython/src/bindings/privacy_gate.rs61 /// Class 0 (`Raw`) is local-only by structural invariant I1COMMENT
LOWpython/src/bindings/vitals.rs1//! ADR-117 P3 — PyO3 bindings for `wifi_densepose_vitals`.COMMENT
LOWpython/src/bindings/vitals.rs21COMMENT
LOWpython/src/bindings/vitals.rs181 )COMMENT
LOWpython/src/bindings/pose.rs1//! ADR-117 P2 — PyO3 bindings for `BoundingBox`, `PersonPose`,COMMENT
LOWpython/src/bindings/pose.rs41/// from wifi_densepose import BoundingBoxCOMMENT
LOWpython/src/bindings/pose.rs101impl PyBoundingBox {COMMENT
1252 more matches not shown…
Hyper-Verbose Identifiers1117 hits · 1053 pts
SeverityFileLineSnippetContext
LOWui/viz.html323 function handleConnectionStateChange(newState, oldState) {CODE
LOWui/services/data-processor.js4export class DataProcessor {CODE
LOWfirmware/esp32-csi-node/tests/test_provision.py27 def test_swarm_and_hopping_flags_count_as_config_values(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision.py39 def test_operational_flags_alone_do_not_count_as_config_values(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision.py42 def test_swarm_and_hopping_values_are_written_to_csv(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_state.py34 def test_load_state_empty_when_missing(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_state.py37 def test_save_then_load_roundtrip(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_state.py44 def test_save_creates_per_port_files(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_state.py50 def test_load_state_handles_corrupt_json(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_state.py69 def test_prior_fills_missing_cli(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_state.py85 def test_partial_invocation_does_not_drop_unrelated_keys(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_state.py108 def test_falsy_but_not_none_cli_value_overrides_prior(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_state.py118 def test_slashes_in_port_are_safe(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_state.py123 def test_windows_com_port_is_safe(self):CODE
LOWtools/ruview-mcp/src/validate.ts63export function validateSensingLatestResponse(data: unknown): ValidationResult {CODE
LOWarchive/v1/test_auth_rate_limit.py127 def test_authentication_headers(self):CODE
LOWarchive/v1/test_auth_rate_limit.py389 def test_authentication_states(self):CODE
LOWarchive/v1/test_application.py129async def test_websocket_connection():CODE
LOWarchive/v1/test_application.py164async def test_calibration_endpoints():CODE
LOWarchive/v1/tests/unit/test_hardware_service.py40 async def test_double_start_idempotent(self, mock_settings, mock_domain_config):CODE
LOWarchive/v1/tests/unit/test_densepose_head.py61 def test_head_initialization_creates_correct_architecture(self, mock_config):CODE
LOWarchive/v1/tests/unit/test_densepose_head.py78 def test_forward_pass_produces_correct_output_format(self, densepose_head, mock_feature_input):CODE
LOWarchive/v1/tests/unit/test_densepose_head.py97 def test_segmentation_head_produces_correct_shape(self, densepose_head, mock_feature_input):CODE
LOWarchive/v1/tests/unit/test_densepose_head.py109 def test_uv_regression_head_produces_correct_shape(self, densepose_head, mock_feature_input):CODE
LOWarchive/v1/tests/unit/test_densepose_head.py120 def test_compute_segmentation_loss_measures_pixel_classification(self, densepose_head, mock_feature_input, mock_targCODE
LOWarchive/v1/tests/unit/test_densepose_head.py142 def test_compute_uv_loss_measures_coordinate_regression(self, densepose_head, mock_feature_input, mock_target_uv):CODE
LOWarchive/v1/tests/unit/test_densepose_head.py165 def test_compute_total_loss_combines_segmentation_and_uv_losses(self, densepose_head, mock_feature_input, mock_targeCODE
LOWarchive/v1/tests/unit/test_densepose_head.py197 def test_fpn_integration_enhances_multi_scale_features(self, mock_config, mock_feature_input):CODE
LOWarchive/v1/tests/unit/test_densepose_head.py219 def test_get_prediction_confidence_provides_uncertainty_estimates(self, densepose_head, mock_feature_input):CODE
LOWarchive/v1/tests/unit/test_densepose_head.py241 def test_post_process_predictions_formats_output(self, densepose_head, mock_feature_input):CODE
LOWarchive/v1/tests/unit/test_densepose_head.py256 def test_training_mode_enables_dropout(self, densepose_head, mock_feature_input):CODE
LOWarchive/v1/tests/unit/test_densepose_head.py269 def test_evaluation_mode_disables_dropout(self, densepose_head, mock_feature_input):CODE
LOWarchive/v1/tests/unit/test_densepose_head.py282 def test_head_validates_input_dimensions(self, densepose_head):CODE
LOWarchive/v1/tests/unit/test_densepose_head.py291 def test_head_handles_different_input_sizes(self, densepose_head):CODE
LOWarchive/v1/tests/unit/test_densepose_head.py305 def test_head_supports_gradient_computation(self, densepose_head, mock_feature_input, mock_target_masks, mock_targetCODE
LOWarchive/v1/tests/unit/test_densepose_head.py339 def test_head_configuration_validation(self):CODE
LOWarchive/v1/tests/unit/test_densepose_head.py352 def test_save_and_load_model_state(self, densepose_head, mock_feature_input):CODE
LOWarchive/v1/tests/unit/test_sensing.py135 def test_deterministic_output_same_seed(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py218 def test_time_domain_from_known_sine(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py368 def test_step_change_detected(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py432 def test_absent_when_low_variance(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py670 def test_band_power_single_frequency(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py697 def test_band_power_zero_for_empty_band(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py716 def test_unavailable_when_proc_missing(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py723 def test_unavailable_when_interface_not_listed(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py750 def test_unavailable_when_file_unreadable(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py764 def test_returns_simulated_when_no_wifi(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py771 def test_returns_simulated_for_explicit_preference(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py776 def test_returns_linux_collector_when_available(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py92 def test_ring_buffer_overflow(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py151 def test_different_seeds_differ(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py164 def test_sinusoidal_component(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py184 def test_step_change_injection(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py245 def test_frequency_domain_dominant_frequency(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py263 def test_breathing_band_power(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py308 def test_band_isolation_multi_frequency(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py326 def test_constant_signal_features(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py346 def test_extract_from_wifi_samples(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py388 def test_no_change_point_in_constant(self):CODE
LOWarchive/v1/tests/unit/test_sensing.py394 def test_multiple_step_changes(self):CODE
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Excessive Try-Catch Wrapping393 hits · 418 pts
SeverityFileLineSnippetContext
LOWfirmware/esp32-csi-node/provision.py484 except Exception as e:CODE
LOW…mware/esp32-csi-node/test/capture-3board-experiment.py42 except Exception as e:CODE
LOWarchive/v1/test_auth_rate_limit.py87 except Exception as e:CODE
LOWarchive/v1/test_auth_rate_limit.py120 except Exception as e:CODE
LOWarchive/v1/test_auth_rate_limit.py157 except Exception as e:CODE
LOWarchive/v1/test_auth_rate_limit.py228 except Exception as e:CODE
LOWarchive/v1/test_auth_rate_limit.py293 except Exception as e:CODE
LOWarchive/v1/test_auth_rate_limit.py349 except Exception as e:CODE
LOWarchive/v1/test_auth_rate_limit.py382 except Exception as e:CODE
LOWarchive/v1/test_auth_rate_limit.py411 except Exception as e:CODE
LOWarchive/v1/test_application.py161 except Exception as e:CODE
LOWarchive/v1/test_application.py193 except Exception as e:CODE
LOWarchive/v1/tests/unit/test_sensing.py798 except Exception as exc:CODE
LOW…hive/v1/tests/integration/test_windows_live_sensing.py34 except Exception:CODE
LOWarchive/v1/tests/integration/test_streaming_pipeline.py101 except Exception as e:CODE
LOWarchive/v1/tests/integration/test_streaming_pipeline.py188 except Exception:CODE
LOWarchive/v1/tests/integration/test_streaming_pipeline.py441 except Exception:CODE
LOWarchive/v1/tests/integration/test_csi_pipeline.py328 except Exception as e:CODE
MEDIUMarchive/v1/tests/integration/test_csi_pipeline.py323def process_stream(stream_id, data):CODE
LOWarchive/v1/tests/performance/test_api_throughput.py73 except Exception as e:CODE
LOWarchive/v1/docs/developer/contributing.md270 except Exception as e:CODE
LOWarchive/v1/docs/developer/contributing.md332 except Exception as e:CODE
LOWarchive/v1/docs/developer/contributing.md378 except Exception as e:CODE
LOWarchive/v1/docs/api/websocket-api.md894 except Exception as e:CODE
LOWarchive/v1/docs/api/websocket-api.md905 except Exception as e:CODE
MEDIUMarchive/v1/docs/api/websocket-api.md906 print(f"Error listening for messages: {e}")CODE
LOWarchive/v1/docs/api/websocket-api.md963 except Exception as e:CODE
LOWarchive/v1/scripts/test_websocket_streaming.py62 except Exception as e:CODE
LOWarchive/v1/scripts/test_websocket_streaming.py72 except Exception as e:CODE
LOWarchive/v1/scripts/test_websocket_streaming.py107 except Exception as e:CODE
LOWarchive/v1/scripts/test_websocket_streaming.py120 except Exception as e:CODE
LOWarchive/v1/scripts/test_websocket_streaming.py132 except Exception as e:CODE
LOWarchive/v1/scripts/test_monitoring.py58 except Exception as e:CODE
LOWarchive/v1/scripts/test_monitoring.py92 except Exception as e:CODE
LOWarchive/v1/scripts/test_monitoring.py124 except Exception as e:CODE
LOWarchive/v1/scripts/test_monitoring.py163 except Exception as e:CODE
LOWarchive/v1/scripts/test_monitoring.py197 except Exception as e:CODE
LOWarchive/v1/scripts/test_monitoring.py244 except Exception as e:CODE
LOWarchive/v1/scripts/test_monitoring.py293 except Exception as e:CODE
LOWarchive/v1/scripts/test_api_endpoints.py131 except Exception as e:CODE
LOWarchive/v1/scripts/test_api_endpoints.py197 except Exception as e:CODE
LOWarchive/v1/scripts/test_api_endpoints.py341 except Exception as e:CODE
LOWarchive/v1/scripts/test_api_endpoints.py359 except Exception as e:CODE
MEDIUMarchive/v1/data/proof/cir_verify_helper.py70 print("Error running binary:", result.stderr)CODE
LOWarchive/v1/src/config.py232 except Exception as e:CODE
LOWarchive/v1/src/config.py241 except Exception as e:CODE
LOWarchive/v1/src/config.py249 except Exception as e:CODE
LOWarchive/v1/src/config.py257 except Exception as e:CODE
LOWarchive/v1/src/config.py260 except Exception as e:CODE
LOWarchive/v1/src/logger.py271 except Exception as e:CODE
LOWarchive/v1/src/logger.py291 except Exception as e:CODE
LOWarchive/v1/src/cli.py125 except Exception as e:CODE
LOWarchive/v1/src/cli.py158 except Exception as e:CODE
LOWarchive/v1/src/cli.py190 except Exception as e:CODE
LOWarchive/v1/src/cli.py240 except Exception as migration_error:CODE
LOWarchive/v1/src/cli.py245 except Exception as e:CODE
LOWarchive/v1/src/cli.py269 except Exception as e:CODE
LOWarchive/v1/src/cli.py294 except Exception as e:CODE
LOWarchive/v1/src/cli.py341 except Exception as e:CODE
LOWarchive/v1/src/cli.py375 except Exception as e:CODE
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Unused Imports437 hits · 410 pts
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LOWfirmware/esp32-csi-node/provision.py47CODE
LOW…mware/esp32-csi-node/test/capture-3board-experiment.py13CODE
LOWfirmware/esp32-csi-node/tests/test_provision_state.py3CODE
LOWfirmware/esp32-csi-node/tests/test_provision_state.py6CODE
LOWarchive/v1/test_auth_rate_limit.py10CODE
LOWarchive/v1/test_auth_rate_limit.py10CODE
LOWarchive/v1/test_application.py11CODE
LOWarchive/v1/test_application.py11CODE
LOWarchive/v1/tests/unit/test_hardware_service.py4CODE
LOWarchive/v1/tests/unit/test_densepose_head.py4CODE
LOWarchive/v1/tests/unit/test_densepose_head.py5CODE
LOWarchive/v1/tests/unit/test_densepose_head.py5CODE
LOWarchive/v1/tests/unit/test_sensing.py13CODE
LOWarchive/v1/tests/unit/test_sensing.py15CODE
LOWarchive/v1/tests/unit/conftest.py5CODE
LOWarchive/v1/tests/unit/test_csi_extractor_direct.py7CODE
LOWarchive/v1/tests/unit/test_csi_extractor_direct.py8CODE
LOWarchive/v1/tests/unit/test_csi_extractor_direct.py8CODE
LOWarchive/v1/tests/unit/test_csi_extractor_direct.py8CODE
LOWarchive/v1/tests/unit/test_csi_processor_tdd.py7CODE
LOWarchive/v1/tests/unit/test_csi_processor_tdd.py7CODE
LOWarchive/v1/tests/unit/test_csi_processor_tdd.py10CODE
LOWarchive/v1/tests/unit/test_csi_processor_tdd.py10CODE
LOWarchive/v1/tests/unit/test_csi_processor_tdd.py10CODE
LOWarchive/v1/tests/unit/test_csi_extractor.py4CODE
LOWarchive/v1/tests/unit/test_metrics.py5CODE
LOWarchive/v1/tests/unit/test_router_interface.py2CODE
LOWarchive/v1/tests/unit/test_router_interface.py3CODE
LOWarchive/v1/tests/unit/test_csi_processor.py5CODE
LOWarchive/v1/tests/unit/test_csi_processor.py5CODE
LOWarchive/v1/tests/unit/test_stream_service.py4CODE
LOWarchive/v1/tests/unit/test_stream_service.py4CODE
LOWarchive/v1/tests/unit/test_stream_service.py4CODE
LOW…chive/v1/tests/unit/test_csi_extractor_tdd_complete.py5CODE
LOW…chive/v1/tests/unit/test_csi_extractor_tdd_complete.py6CODE
LOW…chive/v1/tests/unit/test_csi_extractor_tdd_complete.py6CODE
LOW…chive/v1/tests/unit/test_csi_extractor_tdd_complete.py6CODE
LOWarchive/v1/tests/unit/test_phase_sanitizer.py4CODE
LOWarchive/v1/tests/unit/test_phase_sanitizer.py4CODE
LOWarchive/v1/tests/unit/test_health_check.py4CODE
LOWarchive/v1/tests/unit/test_rate_limit.py3CODE
LOWarchive/v1/tests/unit/test_rate_limit.py4CODE
LOWarchive/v1/tests/unit/test_router_interface_tdd.py8CODE
LOWarchive/v1/tests/unit/test_router_interface_tdd.py8CODE
LOWarchive/v1/tests/unit/test_auth_middleware.py4CODE
LOWarchive/v1/tests/unit/test_auth_middleware.py5CODE
LOWarchive/v1/tests/unit/test_auth_middleware.py6CODE
LOWarchive/v1/tests/unit/test_auth_middleware.py6CODE
LOWarchive/v1/tests/unit/test_esp32_binary_parser.py4CODE
LOWarchive/v1/tests/unit/test_esp32_binary_parser.py10CODE
LOWarchive/v1/tests/unit/test_phase_sanitizer_tdd.py7CODE
LOWarchive/v1/tests/unit/test_phase_sanitizer_tdd.py8CODE
LOWarchive/v1/tests/unit/test_phase_sanitizer_tdd.py8CODE
LOWarchive/v1/tests/unit/test_csi_extractor_tdd.py5CODE
LOWarchive/v1/tests/unit/test_csi_extractor_tdd.py6CODE
LOWarchive/v1/tests/unit/test_csi_extractor_tdd.py6CODE
LOWarchive/v1/tests/unit/test_csi_extractor_tdd.py6CODE
LOWarchive/v1/tests/unit/test_csi_extractor_tdd.py10CODE
LOWarchive/v1/tests/unit/test_pose_service.py5CODE
LOWarchive/v1/tests/unit/test_pose_service.py6CODE
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Structural Annotation Overuse172 hits · 331 pts
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LOWREADME.md531# Step 1: Learn from raw WiFi data (no labels needed)COMMENT
LOWREADME.md534# Step 2: Fine-tune with pose labels for full capabilityCOMMENT
LOWREADME.md537# Step 3: Use the model — extract fingerprints from live WiFiCOMMENT
LOWREADME.md540# Step 4: Search — find similar environments or detect anomaliesCOMMENT
LOWarchive/v1/tests/integration/test_pose_pipeline.py231 # Step 1: Process CSI dataCOMMENT
LOWarchive/v1/tests/integration/test_pose_pipeline.py234 # Step 2: Extract featuresCOMMENT
LOWarchive/v1/tests/integration/test_pose_pipeline.py237 # Step 3: Estimate posesCOMMENT
LOWarchive/v1/tests/integration/test_pose_pipeline.py240 # Step 4: Assign to zonesCOMMENT
LOWarchive/v1/tests/integration/test_pose_pipeline.py528 # Step 1: CSI processingCOMMENT
LOWarchive/v1/tests/integration/test_pose_pipeline.py538 # Step 2: Pose estimationCOMMENT
LOWarchive/v1/tests/integration/test_pose_pipeline.py547 # Step 3: Zone assignmentCOMMENT
LOWarchive/v1/docs/developer/contributing.md449 # Step 1: Predict new locations for existing tracksCOMMENT
LOWarchive/v1/docs/developer/contributing.md453 # Step 2: Associate detections with existing tracksCOMMENT
LOWarchive/v1/docs/developer/contributing.md458 # Step 3: Update matched tracksCOMMENT
LOWarchive/v1/docs/developer/contributing.md462 # Step 4: Create new tracks for unmatched detectionsCOMMENT
LOWarchive/v1/docs/developer/contributing.md466 # Step 5: Mark unmatched tracks as lostCOMMENT
LOWarchive/v1/docs/developer/contributing.md470 # Step 6: Remove old tracksCOMMENT
LOWarchive/v1/docs/developer/testing-guide.md609 # Step 1: Start systemCOMMENT
LOWarchive/v1/docs/developer/testing-guide.md622 # Step 2: Wait for system to be readyCOMMENT
LOWarchive/v1/docs/developer/testing-guide.md626 # Step 3: Get pose dataCOMMENT
LOWarchive/v1/docs/developer/testing-guide.md637 # Step 4: Stop systemCOMMENT
LOWarchive/v1/data/proof/generate_reference_signal.py298 # Step 1: Generate deterministic parametersCOMMENT
LOWarchive/v1/data/proof/generate_reference_signal.py307 # Step 2: Generate all framesCOMMENT
LOWarchive/v1/data/proof/generate_reference_signal.py315 # Step 3: Save outputCOMMENT
LOWarchive/v1/data/proof/verify.py505 # Step 0: Print source provenanceCOMMENT
LOWarchive/v1/data/proof/verify.py511 # Step 1: Load and describe reference signalCOMMENT
LOWarchive/v1/data/proof/verify.py523 # Step 2: Process through the real pipelineCOMMENT
LOWarchive/v1/data/proof/verify.py532 # Step 3: Hash comparisonCOMMENT
LOWarchive/v1/data/proof/verify.py629 # Step 4: Audit (if requested or always in full mode)COMMENT
LOWreferences/script_4.py85 # Step 1: Unwrap phaseCOMMENT
LOWreferences/script_4.py89 # Step 2: Apply filtersCOMMENT
LOWreferences/script_4.py93 # Step 3: Linear fittingCOMMENT
LOWreferences/script_5.py91 # Step 1: Unwrap phaseCOMMENT
LOWreferences/script_5.py95 # Step 2: Apply filtersCOMMENT
LOWreferences/script_5.py99 # Step 3: Linear fittingCOMMENT
LOWreferences/script_5.py192 # Step 1: Phase sanitizationCOMMENT
LOWreferences/script_5.py195 # Step 2: Modality translationCOMMENT
LOWreferences/script_5.py198 # Step 3: Simulate DensePose predictionCOMMENT
LOWreferences/script_2.py89 # Step 1: Unwrap phaseCOMMENT
LOWreferences/script_2.py92 # Step 2: Apply filtersCOMMENT
LOWreferences/script_2.py95 # Step 3: Linear fittingCOMMENT
LOWreferences/script.py86 # Step 1: Unwrap phaseCOMMENT
LOWreferences/script.py89 # Step 2: Apply filtersCOMMENT
LOWreferences/script.py92 # Step 3: Linear fittingCOMMENT
LOWreferences/wifi_densepose_pytorch.py94 # Step 1: Unwrap phaseCOMMENT
LOWreferences/wifi_densepose_pytorch.py97 # Step 2: Apply filtersCOMMENT
LOWreferences/wifi_densepose_pytorch.py100 # Step 3: Linear fittingCOMMENT
LOWreferences/WiFi-DensePose-README.md53 # Step 1: Phase unwrappingCOMMENT
LOWreferences/WiFi-DensePose-README.md56 # Step 2: Filtering (median + uniform)COMMENT
LOWreferences/WiFi-DensePose-README.md59 # Step 3: Linear fittingCOMMENT
LOW.claude/agents/consensus/crdt-synchronizer.md948 // Step 1: Achieve consensus on operation orderingCOMMENT
LOW.claude/agents/consensus/crdt-synchronizer.md956 // Step 2: Apply operation to CRDT with consensus-determined orderCOMMENT
LOW.claude/agents/v3/injection-analyst.md51 // Step 1: Initial detectionCOMMENT
LOW.claude/agents/v3/injection-analyst.md55 // Step 2: Deep analysisCOMMENT
LOW.claude/agents/v3/injection-analyst.md66 // Step 3: Get mitigation recommendationsCOMMENT
LOW.claude/agents/v3/injection-analyst.md78 // Step 4: Store for pattern learningCOMMENT
LOW.claude/agents/sparc/refinement.md322// Step 1: Write test that defines desired behaviorCOMMENT
LOW.claude/agents/sparc/refinement.md387// Step 2: Implement minimum code to pass testsCOMMENT
LOW.claude/agents/sparc/refinement.md465// Step 3: Refactor while keeping tests greenCOMMENT
LOW.claude/skills/sparc-methodology/SKILL.md611// Step 1: Initialize TDD swarmCOMMENT
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Modern AI Meta-Vocabulary82 hits · 242 pts
SeverityFileLineSnippetContext
MEDIUMCHANGELOG.md228- **BFLD — Beamforming Feedback Layer for Detection (ADR-118 umbrella + ADR-119 frame format + ADR-120 privacy class + ACODE
MEDIUMCHANGELOG.md228- **BFLD — Beamforming Feedback Layer for Detection (ADR-118 umbrella + ADR-119 frame format + ADR-120 privacy class + ACODE
MEDIUMdeploy.sh4# This script orchestrates the complete deployment of WiFi-DensePose infrastructureCOMMENT
MEDIUMui/mobile/README.md404Mobile app by [@MaTriXy](https://github.com/MaTriXy) — original scaffold, screen architecture, and cross-platform servicCODE
MEDIUMpython/src/lib.rs9//! - **P1 (scaffold) — this commit**: module loads, version constantCOMMENT
MEDIUMaether-arena/calibration/README.md34# (~100–200 samples recommended; below ~20 the adapter can underperform zero-shot)COMMENT
MEDIUMaether-arena/calibration/README.md41# omit --adapter to run the uncalibrated (zero-shot) baseCOMMENT
MEDIUMaether-arena/calibration/test_calibration.py84 # 3) adapter must actually change the output vs the zero-shot baseCOMMENT
MEDIUMplugins/ruview/codex/prompts/ruview-rvagent.md1# ruview-rvagent — explore rvAgent + RVF agentic flows for RuViewCOMMENT
MEDIUM.claude/agents/github/release-swarm.md93# Run release orchestrationCOMMENT
MEDIUM.claude/agents/v3/v3-integration-architect.md21 # Check agentic-flow versionCOMMENT
MEDIUM.claude/agents/v3/v3-integration-architect.md87// claude-flow extends agentic-flow MCPCOMMENT
MEDIUM.claude/agents/v3/v3-integration-architect.md104// Extend agentic-flow memory with HNSWCOMMENT
MEDIUM.claude/agents/v3/v3-integration-architect.md158### Swarm Topologies (Not in agentic-flow)COMMENT
MEDIUM.claude/agents/v3/v3-integration-architect.md164### Hive-Mind Consensus (Not in agentic-flow)COMMENT
MEDIUM.claude/agents/v3/v3-integration-architect.md170### SPARC Methodology (Not in agentic-flow)COMMENT
MEDIUM.claude/agents/v3/v3-integration-architect.md194# Update agentic-flow dependencyCOMMENT
MEDIUM.claude/agents/v3/security-architect-aidefence.md394# Sensitive operations require multi-agent consensusCOMMENT
MEDIUM.claude/commands/github/release-swarm.md54# Run release orchestrationCOMMENT
MEDIUM.claude/commands/sparc/orchestrator.md65# Initialize orchestration swarmCOMMENT
MEDIUM.claude/commands/sparc/orchestrator.md121# 1. Initialize orchestration swarmCOMMENT
MEDIUM.claude/commands/sparc/orchestrator.md127# 3. Execute orchestrationCOMMENT
MEDIUM.claude/skills/sparc-methodology/SKILL.md285. [Orchestration Patterns](#orchestration-patterns)CODE
MEDIUM.claude/skills/v3-integration-deep/SKILL.md40## agentic-flow@alpha Feature IntegrationCOMMENT
MEDIUM.claude/skills/v3-integration-deep/SKILL.md121 // Replace SwarmCoordinator (800+ lines) with agentic-flow SwarmCOMMENT
MEDIUM.claude/skills/v3-integration-deep/SKILL.md127 // Replace AgentManager (1,736+ lines) with agentic-flow lifecycleCOMMENT
MEDIUM.claude/skills/v3-integration-deep/SKILL.md135 // Replace TaskScheduler with agentic-flow task graphCOMMENT
MEDIUM.claude/skills/reasoningbank-agentdb/SKILL.md438- **GitHub**: https://github.com/ruvnet/agentic-flow/tree/main/packages/agentdbCODE
MEDIUM.claude/skills/github-release-management/SKILL.md294# Multi-target deployment orchestrationCOMMENT
MEDIUM.claude/skills/agentdb-advanced/SKILL.md543- **GitHub**: https://github.com/ruvnet/agentic-flow/tree/main/packages/agentdbCODE
MEDIUM.claude/skills/github-code-review/SKILL.md58- [Multi-Agent Review System](#multi-agent-review-system)CODE
MEDIUM.claude/skills/github-code-review/SKILL.md110# Start multi-agent reviewCOMMENT
MEDIUM.claude/skills/agentdb-optimization/SKILL.md502- **GitHub**: https://github.com/ruvnet/agentic-flow/tree/main/packages/agentdbCODE
MEDIUM.claude/skills/agentdb-memory-patterns/SKILL.md336- GitHub: https://github.com/ruvnet/agentic-flow/tree/main/packages/agentdbCODE
MEDIUM.claude/skills/agentdb-learning/SKILL.md537- **GitHub**: https://github.com/ruvnet/agentic-flow/tree/main/packages/agentdbCODE
MEDIUM.claude/skills/agentdb-vector-search/SKILL.md154### RAG (Retrieval Augmented Generation)COMMENT
MEDIUM.claude/skills/agentdb-vector-search/SKILL.md301# Check embedding model dimensions:COMMENT
MEDIUM.claude/skills/agentdb-vector-search/SKILL.md334- GitHub: https://github.com/ruvnet/agentic-flow/tree/main/packages/agentdbCODE
MEDIUM.claude/helpers/learning-optimizer.sh108 # Use agentic-flow for deep learning optimizationCOMMENT
MEDIUM.claude/helpers/swarm-monitor.sh42 # Count agentic-flow processesCOMMENT
MEDIUM.claude/helpers/perf-worker.sh3# Runs periodic benchmarks and updates metrics using agentic-flow agentsCOMMENT
MEDIUM.claude/helpers/perf-worker.sh69 # Quick check of agentic-flow responsivenessCOMMENT
MEDIUM.claude/helpers/perf-worker.sh115# Spawn agentic-flow performance agent for deep analysisCOMMENT
MEDIUM.claude/helpers/adr-compliance.sh37 # ADR-001: agentic-flow as core foundationCOMMENT
MEDIUM.claude/helpers/adr-compliance.sh40 # Check package.json for agentic-flow dependencyCOMMENT
MEDIUM.claude/helpers/adr-compliance.sh43 # Check for imports from agentic-flowCOMMENT
MEDIUM.claude/helpers/swarm-hooks.sh7# - agentic-flow@alpha swarm coordinationCOMMENT
MEDIUM…search/quantum-sensing/15-nvsim-implementation-plan.md19## Section 1 — Crate scaffoldCOMMENT
MEDIUMdocs/research/rvagent-rvf-integration/README.md1# rvAgent + RVF integration for agentic flows in RuViewCOMMENT
MEDIUMdocs/research/sota-2026-05-22/HORIZON.md42**Status:** `COMPLETE` — merged in PR #705 squash (same commit as M1 scaffold)CODE
MEDIUMdocs/releases/v0.7.0-mqtt-matter.md19### Matter Bridge scaffolding (HA-FABRIC)COMMENT
MEDIUMdocs/adr/ADR-126-ruview-native-ha-port-master.md145### 5.3 Agent orchestration via rufloCOMMENT
MEDIUMdocs/adr/ADR-126-ruview-native-ha-port-master.md250### P3 — Wire-compat + plugin scaffold (Q3–Q4 2026, 6 weeks)COMMENT
MEDIUMdocs/adr/ADR-150-rf-foundation-encoder.md213### 3.6 Cross-ENVIRONMENT few-shot (2026-05-31) — no unsolved deployment caseCOMMENT
MEDIUMdocs/adr/ADR-152-wifi-pose-sota-2026-intake.md86| `ruvector-attention` 2.1.0 | #304 SOTA modules: MLA, KV-cache, SSM, sparse/MoE, hybrid search, Graph RAG (publish dateCODE
MEDIUMdocs/adr/ADR-101-pose-estimation-cog.md174PRs `#642` (scaffold + arm release + ONNX + live install) and `#643` (x86_64 release) landed on `main`. Acceptance gatesCODE
MEDIUM…adr/ADR-027-cross-environment-domain-generalization.md440# Deploy with geometry conditioning (zero-shot)COMMENT
MEDIUM…adr/ADR-027-cross-environment-domain-generalization.md445# Calibrate in new environment (few-shot, 10 seconds)COMMENT
MEDIUMdocs/adr/ADR-095-rvcsi-edge-rf-sensing-platform.md61### D3 — TypeScript for SDK, CLI, and developer orchestrationCOMMENT
MEDIUMdocs/adr/ADR-264-rvagent-mcp-and-cli-npm-deep-review.md90### F7 (MEDIUM, security/robustness of the HTTP scaffold): unbounded body + one shared session transportCOMMENT
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Verbosity Indicators83 hits · 160 pts
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LOWarchive/v1/tests/integration/test_pose_pipeline.py231 # Step 1: Process CSI dataCOMMENT
LOWarchive/v1/tests/integration/test_pose_pipeline.py234 # Step 2: Extract featuresCOMMENT
LOWarchive/v1/tests/integration/test_pose_pipeline.py237 # Step 3: Estimate posesCOMMENT
LOWarchive/v1/tests/integration/test_pose_pipeline.py240 # Step 4: Assign to zonesCOMMENT
LOWarchive/v1/tests/integration/test_pose_pipeline.py528 # Step 1: CSI processingCOMMENT
LOWarchive/v1/tests/integration/test_pose_pipeline.py538 # Step 2: Pose estimationCOMMENT
LOWarchive/v1/tests/integration/test_pose_pipeline.py547 # Step 3: Zone assignmentCOMMENT
LOWarchive/v1/data/proof/generate_reference_signal.py298 # Step 1: Generate deterministic parametersCOMMENT
LOWarchive/v1/data/proof/generate_reference_signal.py307 # Step 2: Generate all framesCOMMENT
LOWarchive/v1/data/proof/generate_reference_signal.py315 # Step 3: Save outputCOMMENT
LOWarchive/v1/data/proof/verify.py505 # Step 0: Print source provenanceCOMMENT
LOWarchive/v1/data/proof/verify.py511 # Step 1: Load and describe reference signalCOMMENT
LOWarchive/v1/data/proof/verify.py523 # Step 2: Process through the real pipelineCOMMENT
LOWarchive/v1/data/proof/verify.py532 # Step 3: Hash comparisonCOMMENT
LOWarchive/v1/data/proof/verify.py629 # Step 4: Audit (if requested or always in full mode)COMMENT
LOWreferences/script_4.py85 # Step 1: Unwrap phaseCOMMENT
LOWreferences/script_4.py89 # Step 2: Apply filtersCOMMENT
LOWreferences/script_4.py93 # Step 3: Linear fittingCOMMENT
LOWreferences/script_5.py91 # Step 1: Unwrap phaseCOMMENT
LOWreferences/script_5.py95 # Step 2: Apply filtersCOMMENT
LOWreferences/script_5.py99 # Step 3: Linear fittingCOMMENT
LOWreferences/script_5.py192 # Step 1: Phase sanitizationCOMMENT
LOWreferences/script_5.py195 # Step 2: Modality translationCOMMENT
LOWreferences/script_5.py198 # Step 3: Simulate DensePose predictionCOMMENT
LOWreferences/script_2.py89 # Step 1: Unwrap phaseCOMMENT
LOWreferences/script_2.py92 # Step 2: Apply filtersCOMMENT
LOWreferences/script_2.py95 # Step 3: Linear fittingCOMMENT
LOWreferences/script.py86 # Step 1: Unwrap phaseCOMMENT
LOWreferences/script.py89 # Step 2: Apply filtersCOMMENT
LOWreferences/script.py92 # Step 3: Linear fittingCOMMENT
LOWreferences/wifi_densepose_pytorch.py94 # Step 1: Unwrap phaseCOMMENT
LOWreferences/wifi_densepose_pytorch.py97 # Step 2: Apply filtersCOMMENT
LOWreferences/wifi_densepose_pytorch.py100 # Step 3: Linear fittingCOMMENT
LOWv2/crates/wifi-densepose-nn/src/inference.rs421 // Step 1: Translate CSI to visual featuresCOMMENT
LOWv2/crates/wifi-densepose-nn/src/inference.rs424 // Step 2: Run DensePose on visual featuresCOMMENT
LOW…crates/wifi-densepose-train/src/bin/verify_training.rs129 // Step 1: display proof configuration.COMMENT
LOW…crates/wifi-densepose-train/src/bin/verify_training.rs148 // Step 2: run the proof.COMMENT
LOW…crates/wifi-densepose-train/src/bin/verify_training.rs197 // Step 3: hash comparison.COMMENT
LOW…crates/wifi-densepose-train/src/bin/verify_training.rs226 // Step 4: final verdict.COMMENT
LOWv2/crates/wifi-densepose-mat/src/domain/triage.rs94 // Step 1: Check if any vitals are detectedCOMMENT
LOWv2/crates/wifi-densepose-mat/src/domain/triage.rs100 // Step 2: Assess breathingCOMMENT
LOWv2/crates/wifi-densepose-mat/src/domain/triage.rs103 // Step 3: Assess movement/responsivenessCOMMENT
LOWv2/crates/wifi-densepose-mat/src/domain/triage.rs106 // Step 4: Combine assessmentsCOMMENT
LOWv2/crates/wifi-densepose-mat/src/domain/triage.rs109 // Step 5: SAFETY OVERRIDE — a detectable heartbeat means the survivor isCOMMENT
LOW…ates/wifi-densepose-signal/src/ruvsense/phase_align.rs141 // Step 1: Find static subcarriers (lowest amplitude variance across channels)COMMENT
LOW…ates/wifi-densepose-signal/src/ruvsense/phase_align.rs147 // Step 5: Apply correctionCOMMENT
LOW…ates/wifi-densepose-signal/src/ruvsense/field_model.rs721 // Step 1: subtract baselineCOMMENT
LOW…ates/wifi-densepose-signal/src/ruvsense/field_model.rs727 // Step 2: project out environmental modesCOMMENT
LOW…ates/wifi-densepose-signal/src/ruvsense/field_model.rs740 // Step 3: compute energy (L2 norm)COMMENT
LOW…s/wifi-densepose-wasm-edge/src/exo_hyperbolic_space.rs180 // Step 1: Extract 8D feature vector (mean amplitude per group).COMMENT
LOW…s/wifi-densepose-wasm-edge/src/exo_hyperbolic_space.rs198 // Step 2: Project to 2D Poincare disk.COMMENT
LOW…s/wifi-densepose-wasm-edge/src/exo_hyperbolic_space.rs208 // Step 3: Normalize to Poincare disk (||p|| < 1).COMMENT
LOW…s/wifi-densepose-wasm-edge/src/exo_hyperbolic_space.rs220 // Step 4: Find nearest reference by Poincare distance.COMMENT
LOW…s/wifi-densepose-wasm-edge/src/exo_hyperbolic_space.rs247 // Step 5: Determine hierarchy level from embedding radius.COMMENT
LOWscripts/train-camera-free.js1711 // Step 1: Load CSI dataCOMMENT
LOWscripts/train-camera-free.js1760 // Step 2: Probe Seed and collect multi-modal data (Phase 0)COMMENT
LOWscripts/train-camera-free.js1785 // Step 3: Generate weak labels (Phase 1)COMMENT
LOWscripts/train-camera-free.js1810 // Step 4: Generate contrastive tripletsCOMMENT
LOWscripts/train-camera-free.js1839 // Step 5: Encode features (batch mode for BN stats)COMMENT
LOWscripts/train-camera-free.js1853 // Step 6: Phase 2 — Enhanced contrastive pretrainingCOMMENT
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Redundant / Tautological Comments74 hits · 115 pts
SeverityFileLineSnippetContext
LOWui/start-ui.sh15# Check if port 3000 is already in useCOMMENT
LOWui/start-ui.sh22# Check if FastAPI backend is running on port 8000COMMENT
LOWarchive/v1/test_auth_rate_limit.py48 # Print resultCOMMENT
LOWarchive/v1/test_auth_rate_limit.py393 # Check if authentication is enabledCOMMENT
LOWarchive/v1/tests/integration/test_rate_limiting.py391 # Check if we're at the limitCOMMENT
LOWarchive/v1/tests/integration/test_rate_limiting.py440 # Check if we have tokens availableCOMMENT
LOWarchive/v1/tests/integration/test_inference_pipeline.py129 # Set models to evaluation modeCOMMENT
LOWarchive/v1/tests/integration/test_inference_pipeline.py177 # Set models to evaluation modeCOMMENT
LOWarchive/v1/tests/integration/test_inference_pipeline.py210 # Set models to training modeCOMMENT
LOWarchive/v1/tests/integration/test_inference_pipeline.py270 # Set models to evaluation mode for inferenceCOMMENT
LOWarchive/v1/tests/integration/test_inference_pipeline.py376 # Set models to evaluation modeCOMMENT
LOW…e/v1/tests/integration/test_full_system_integration.py337 # Check if tables existCOMMENT
LOWarchive/v1/scripts/test_monitoring.py231 # Check if at least some metrics are non-zeroCOMMENT
LOWarchive/v1/scripts/validate-deployment.sh37# Check if kubectl is available and configuredCOMMENT
LOWarchive/v1/scripts/validate-deployment.sh158 # Check if ingress has an IP/hostname assignedCOMMENT
LOWarchive/v1/scripts/validate-integration.sh65 # Check if virtual environment existsCOMMENT
LOWarchive/v1/scripts/validate-integration.sh75 # Check if requirements are installedCOMMENT
LOWarchive/v1/scripts/test_api_endpoints.py365 # Check if required packages are availableCOMMENT
LOWarchive/v1/src/cli.py554 # Output resultsCOMMENT
LOWarchive/v1/src/middleware/cors.py67 # Check if this is a CORS preflight requestCOMMENT
LOWarchive/v1/src/middleware/cors.py204 # Check if origin ends with the domainCOMMENT
LOWarchive/v1/src/middleware/cors.py367 # Check if origin is allowedCOMMENT
LOWarchive/v1/src/middleware/rate_limit.py67 # Check if we have enough tokensCOMMENT
LOWarchive/v1/src/middleware/rate_limit.py103 # Check if limit is exceededCOMMENT
LOWarchive/v1/src/middleware/rate_limit.py227 # Check if user is authenticatedCOMMENT
LOWarchive/v1/src/database/connection.py434 # Check if using failsafe modesCOMMENT
LOWarchive/v1/src/core/phase_sanitizer.py247 # Check if data is large enough for filteringCOMMENT
LOWarchive/v1/src/core/phase_sanitizer.py311 # Check if data is 2DCOMMENT
LOWarchive/v1/src/core/phase_sanitizer.py315 # Check if data is not emptyCOMMENT
LOWarchive/v1/src/core/phase_sanitizer.py319 # Check if values are within valid rangeCOMMENT
LOWarchive/v1/src/api/dependencies.py73 # Check if user is already set by middlewareCOMMENT
LOWarchive/v1/src/api/dependencies.py123 # Check if user is activeCOMMENT
LOWarchive/v1/src/api/dependencies.py180 # Check if zone existsCOMMENT
LOWarchive/v1/src/api/dependencies.py188 # Check if zone is enabledCOMMENT
LOWarchive/v1/src/api/dependencies.py220 # Check if router existsCOMMENT
LOWarchive/v1/src/api/dependencies.py228 # Check if router is enabledCOMMENT
LOWarchive/v1/src/api/routers/health.py198 # Check if services are available in app stateCOMMENT
LOWarchive/v1/src/api/routers/pose.py331 # Check if calibration is already in progressCOMMENT
LOWarchive/v1/src/api/middleware/rate_limit.py78 # Check if client is temporarily blockedCOMMENT
LOWarchive/v1/src/api/middleware/rate_limit.py98 # Check if client should be temporarily blockedCOMMENT
LOWarchive/v1/src/api/middleware/rate_limit.py190 # Check if limit exceededCOMMENT
LOWarchive/v1/src/api/websocket/connection_manager.py82 # Check if any requested zone is in connection's zonesCOMMENT
LOWarchive/v1/src/api/websocket/connection_manager.py399 # Check if connection is inactiveCOMMENT
LOWarchive/v1/src/api/websocket/connection_manager.py404 # Check if connection is stale (no ping response)COMMENT
LOWarchive/v1/src/commands/stop.py66 # Check if process is still runningCOMMENT
LOWarchive/v1/src/commands/stop.py151 # Check if process is runningCOMMENT
LOWarchive/v1/src/commands/start.py231 # Check if PID file already existsCOMMENT
LOWarchive/v1/src/commands/start.py237 # Check if process is still runningCOMMENT
LOWarchive/v1/src/commands/start.py347 # Check if process is runningCOMMENT
LOWarchive/v1/src/commands/status.py499 # Check if server is runningCOMMENT
LOWarchive/v1/src/services/pose_service.py139 # Set models to evaluation modeCOMMENT
LOWreferences/script_6.py246# Display resultsCOMMENT
LOW.claude/helpers/validate-v3-config.sh147 # Check if Node.js version is 20+COMMENT
LOW.claude/helpers/ddd-tracker.sh34 # Check if domain directory exists (20 points)COMMENT
LOW.claude/helpers/worker-manager.sh83 # Check if daemon is runningCOMMENT
LOW.claude/helpers/perf-worker.sh15# Check if we should run (throttle to once per 5 minutes)COMMENT
LOW.claude/helpers/checkpoint-manager.sh89 # Check if it's a tagCOMMENT
LOW.claude/helpers/checkpoint-manager.sh99 # Check if it's a branchCOMMENT
LOW.claude/helpers/v3.sh97 echo " v3 update performance 2.5x # Set performance to 2.5x"CODE
LOW.claude/helpers/learning-hooks.sh40 # Check if better-sqlite3 is availableCOMMENT
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Cross-File Repetition23 hits · 115 pts
SeverityFileLineSnippetContext
HIGHarchive/v1/tests/unit/test_csi_processor_tdd.py0should raise error when initialized with invalid configuration.STRING
HIGHarchive/v1/tests/unit/test_router_interface_tdd.py0should raise error when initialized with invalid configuration.STRING
HIGHarchive/v1/tests/unit/test_phase_sanitizer_tdd.py0should raise error when initialized with invalid configuration.STRING
HIGHarchive/v1/tests/unit/test_csi_extractor_tdd.py0should raise error when initialized with invalid configuration.STRING
HIGHarchive/v1/src/hardware/csi_extractor.py0validate configuration parameters. args: config: configuration to validate raises: valueerror: if configuration is invalSTRING
HIGHarchive/v1/src/hardware/router_interface.py0validate configuration parameters. args: config: configuration to validate raises: valueerror: if configuration is invalSTRING
HIGHarchive/v1/src/core/csi_processor.py0validate configuration parameters. args: config: configuration to validate raises: valueerror: if configuration is invalSTRING
HIGHarchive/v1/src/core/phase_sanitizer.py0validate configuration parameters. args: config: configuration to validate raises: valueerror: if configuration is invalSTRING
HIGHreferences/script_4.py0processes raw csi phase data through unwrapping, filtering, and linear fitting based on the phase sanitization methodoloSTRING
HIGHreferences/script_5.py0processes raw csi phase data through unwrapping, filtering, and linear fitting based on the phase sanitization methodoloSTRING
HIGHreferences/script_2.py0processes raw csi phase data through unwrapping, filtering, and linear fitting based on the phase sanitization methodoloSTRING
HIGHreferences/script.py0processes raw csi phase data through unwrapping, filtering, and linear fitting based on the phase sanitization methodoloSTRING
HIGHreferences/wifi_densepose_pytorch.py0processes raw csi phase data through unwrapping, filtering, and linear fitting based on the phase sanitization methodoloSTRING
HIGHreferences/script_4.py0apply median and uniform filters to eliminate outliersSTRING
HIGHreferences/script_5.py0apply median and uniform filters to eliminate outliersSTRING
HIGHreferences/script_2.py0apply median and uniform filters to eliminate outliersSTRING
HIGHreferences/script.py0apply median and uniform filters to eliminate outliersSTRING
HIGHreferences/wifi_densepose_pytorch.py0apply median and uniform filters to eliminate outliersSTRING
HIGHreferences/script_4.py0apply linear fitting to remove systematic phase driftSTRING
HIGHreferences/script_5.py0apply linear fitting to remove systematic phase driftSTRING
HIGHreferences/script_2.py0apply linear fitting to remove systematic phase driftSTRING
HIGHreferences/script.py0apply linear fitting to remove systematic phase driftSTRING
HIGHreferences/wifi_densepose_pytorch.py0apply linear fitting to remove systematic phase driftSTRING
AI Slop Vocabulary36 hits · 97 pts
SeverityFileLineSnippetContext
LOWdocker/docker-entrypoint.sh97# server binary so users can just pass flags:COMMENT
MEDIUMarchive/v1/src/__init__.py138 """Get comprehensive package information."""STRING
MEDIUMarchive/v1/src/commands/status.py44 """Collect comprehensive status data."""STRING
MEDIUMreferences/script_8.py1# Create comprehensive implementation summary and results CSVCOMMENT
MEDIUMreferences/script_8.py88# Create comprehensive results CSVCOMMENT
MEDIUM.claude/helpers/auto-commit.sh3# Handles git add, commit, and push in a robust wayCOMMENT
MEDIUMv2/crates/wifi-densepose-train/Cargo.toml23# AetherArena (ADR-149) deterministic score runner — the CI harness-gate entryCOMMENT
MEDIUMv2/crates/wifi-densepose-train/src/metrics_core.rs226/// keypoint coordinate space** (via [`canonical_torso_size`]² as a robust,COMMENT
MEDIUMv2/crates/homecore-assist/Cargo.toml51# make an exact scan faster and far more robust than an ANN backend).COMMENT
MEDIUMv2/crates/homecore-assist/src/semantic_recognizer.rs11//! is both faster and far more robust than an external ANN index — it has noCOMMENT
MEDIUMv2/crates/wifi-densepose-mat/src/detection/breathing.rs261 // bin's own interval to stay robust against noisy shoulders.COMMENT
MEDIUMv2/crates/wifi-densepose-ruvector/src/signal/bvp.rs5//! scores, to produce a single robust BVP (body velocity profile) vector.COMMENT
MEDIUMv2/crates/wifi-densepose-bfld/tests/crate_readme.rs53 // Normalize line endings so the multi-line needle below is robust to aCOMMENT
MEDIUMv2/crates/wifi-densepose-signal/src/hampel.rs1//! Hampel Filter for robust outlier detection and removal.COMMENT
MEDIUMv2/crates/wifi-densepose-wasm-edge/Cargo.toml14# The lib's libtest harness does not understand criterion CLI flagsCOMMENT
MEDIUMv2/crates/wifi-densepose-engine/src/mesh_guard.rs35 /// Current min-cut value over the coupling graph (higher = more robust).COMMENT
MEDIUMv2/crates/wifi-densepose-sensing-server/src/main.rs2379/// More robust than median (uses more data) and less noisy than raw mean.COMMENT
MEDIUMv2/crates/wifi-densepose-sensing-server/src/main.rs2864/// The robust resolution: in `auto` mode **always bind the UDP receiver**COMMENT
MEDIUMv2/crates/wifi-densepose-sensing-server/src/main.rs7291 // started seconds later. The robust resolution (see `plan_source`): inCOMMENT
MEDIUMexamples/through-wall/wiflow_ab.py117 # REAL only if the mean delta minus 1 sd still clears the 1.5pp threshold (robust to seed variance)COMMENT
MEDIUMexamples/through-wall/pose.html85 // paint the live camera frame onto the canvas (robust — no z-index/overlay tricks)COMMENT
MEDIUMscripts/prove.sh2# prove.sh — one-command reproduction harness for RuView / wifi-densepose.COMMENT
MEDIUMscripts/validate-esp32-mqtt.sh2# ADR-115 — ESP32 ↔ MQTT end-to-end validation harness.COMMENT
MEDIUMscripts/validate-esp32-mqtt.sh27# This harness IS the proof-of-life for ADR-115 against real hardware.COMMENT
MEDIUMscripts/seed_csi_bridge.py521 """Query Seed and print comprehensive stats."""STRING
MEDIUM.claude-flow/metrics/security-audit.json82 "rawOutputPreview": "# Security Audit Report — wifi-densepose\n\n```json\n{\n \"vulnerabilities\": [\n {\n \"CODE
MEDIUM.github/workflows/bench-regression.yml169 # libtest harness, which rejects criterion's CLI flags (--warm-up-timeCOMMENT
MEDIUM.github/workflows/ruview-npm-release.yml79 # ADR-263: dependency-free harness; budget guards against dep creep.COMMENT
MEDIUM.github/workflows/aether-arena-harness.yml3# Runs the AetherArena scoring harness as a PR build gate. Every PR that touchesCOMMENT
MEDIUM.github/workflows/aether-arena-harness.yml9# This is the "a PR that runs the harness as part of the build process" requirement.COMMENT
MEDIUM.github/workflows/aether-arena-harness.yml60 # 3. Repeatability analysis (witness chain): the harness must produce oneCOMMENT
MEDIUM.github/workflows/aether-arena-harness.yml86 echo "## AetherArena harness gate (witness chain)"CODE
MEDIUM.github/workflows/npm-packages.yml41 # ADR-263: dependency-free harness; budget guards against dep creep.COMMENT
MEDIUM.github/workflows/npm-packages.yml62 # Repo policy gitignores lockfiles under harness/ (the harness isCOMMENT
MEDIUMmonitoring/prometheus-config.yml2# This configuration sets up comprehensive monitoring for the WiFi-DensePose applicationCOMMENT
MEDIUMlogging/fluentd-config.yml2# This configuration sets up comprehensive log aggregation and processingCOMMENT
Docstring Block Structure19 hits · 95 pts
SeverityFileLineSnippetContext
HIGHarchive/v1/docs/developer/contributing.md252Process CSI data and return pose estimations. Args: input_data: List of CSI data to processSTRING
HIGHarchive/v1/docs/developer/contributing.md403Estimate human poses from CSI features. This function takes preprocessed CSI features and uses a neural networkSTRING
HIGHarchive/v1/data/proof/verify.py120Load the reference CSI signal from JSON. Args: data_path: Path to sample_csi_data.json. Returns: STRING
HIGHarchive/v1/src/hardware/csi_extractor.py57Parse ESP32 CSI data format. Args: raw_data: Raw bytes from ESP32 RetuSTRING
HIGHarchive/v1/src/hardware/csi_extractor.py177Parse an ADR-018 binary frame into CSIData. Args: raw_data: Raw binary frame bytes. ReturnSTRING
HIGHarchive/v1/src/hardware/csi_extractor.py381Parse router CSI data format. Args: raw_data: Raw bytes from router ReSTRING
HIGHarchive/v1/src/hardware/csi_extractor.py536Validate CSI data structure and values. Args: csi_data: CSI data to validate STRING
HIGHarchive/v1/src/hardware/router_interface.py104Execute command on router via SSH. Args: command: Command to execute RSTRING
HIGHarchive/v1/src/hardware/router_interface.py202Parse CSI response data. Args: response: Raw response from router Returns: ParSTRING
HIGHarchive/v1/src/core/csi_processor.py120Preprocess CSI data for feature extraction. Args: csi_data: Raw CSI data STRING
HIGHarchive/v1/src/core/csi_processor.py150Extract features from CSI data. Args: csi_data: Preprocessed CSI data STRING
HIGHarchive/v1/src/core/csi_processor.py192Detect human presence from CSI features. Args: features: Extracted CSI features STRING
HIGHarchive/v1/src/core/csi_processor.py235Process CSI data through the complete pipeline. Args: csi_data: Raw CSI data STRING
HIGHarchive/v1/src/core/phase_sanitizer.py78Unwrap phase data to remove discontinuities. Args: phase_data: Wrapped phase data (2D arraySTRING
HIGHarchive/v1/src/core/phase_sanitizer.py125Remove outliers from phase data. Args: phase_data: Phase data (2D array) STRING
HIGHarchive/v1/src/core/phase_sanitizer.py182Smooth phase data to reduce noise. Args: phase_data: Phase data (2D array) STRING
HIGHarchive/v1/src/core/phase_sanitizer.py222Filter noise from phase data. Args: phase_data: Phase data (2D array) STRING
HIGHarchive/v1/src/core/phase_sanitizer.py267Sanitize phase data through complete pipeline. Args: phase_data: Raw phase data (2D array) STRING
HIGHarchive/v1/src/core/phase_sanitizer.py300Validate phase data format and values. Args: phase_data: Phase data to validate STRING
Deep Nesting103 hits · 90 pts
SeverityFileLineSnippetContext
LOWfirmware/esp32-csi-node/provision.py240CODE
LOWfirmware/esp32-csi-node/provision.py307CODE
LOWarchive/v1/test_auth_rate_limit.py164CODE
LOWarchive/v1/test_auth_rate_limit.py253CODE
LOWarchive/v1/setup.py18CODE
LOWarchive/v1/tests/unit/test_sensing.py789CODE
LOWarchive/v1/tests/unit/test_csi_processor_tdd.py202CODE
LOWarchive/v1/tests/unit/test_phase_sanitizer_tdd.py274CODE
LOWarchive/v1/scripts/test_websocket_streaming.py13CODE
LOWarchive/v1/data/proof/verify.py416CODE
LOWarchive/v1/data/proof/verify.py476CODE
LOWarchive/v1/src/config.py217CODE
LOWarchive/v1/src/cli.py437CODE
LOWarchive/v1/src/cli.py513CODE
LOWarchive/v1/src/middleware/cors.py89CODE
LOWarchive/v1/src/middleware/error_handler.py314CODE
LOWarchive/v1/src/tasks/backup.py350CODE
LOWarchive/v1/src/hardware/csi_extractor.py176CODE
LOWarchive/v1/src/core/phase_sanitizer.py77CODE
LOWarchive/v1/src/api/dependencies.py253CODE
LOWarchive/v1/src/api/routers/health.py56CODE
LOWarchive/v1/src/api/routers/stream.py70CODE
LOWarchive/v1/src/api/routers/stream.py186CODE
LOWarchive/v1/src/api/websocket/pose_stream.py80CODE
LOWarchive/v1/src/commands/status.py130CODE
LOWarchive/v1/src/commands/status.py350CODE
LOWarchive/v1/src/sensing/ws_server.py236CODE
LOWarchive/v1/src/sensing/ws_server.py426CODE
LOWarchive/v1/src/sensing/rssi_collector.py770CODE
LOWarchive/v1/src/sensing/rssi_collector.py259CODE
LOWarchive/v1/src/sensing/rssi_collector.py581CODE
LOWarchive/v1/src/sensing/rssi_collector.py709CODE
LOWarchive/v1/src/services/pose_service.py419CODE
LOWarchive/v1/src/services/pose_service.py504CODE
LOWarchive/v1/src/services/orchestrator.py335CODE
LOWarchive/v1/src/services/hardware_service.py253CODE
LOWarchive/v1/src/services/hardware_service.py279CODE
LOWarchive/v1/src/services/hardware_service.py445CODE
LOWreferences/script_4.py139CODE
LOWreferences/script_5.py20CODE
LOWreferences/script_5.py56CODE
LOWreferences/script_5.py274CODE
LOWreferences/wifi_densepose_pytorch.py61CODE
LOWexamples/ruview_live.py607CODE
LOWexamples/ruview_live.py88CODE
LOWexamples/ruview_live.py446CODE
LOWexamples/through-wall/wiflow_infer.py57CODE
LOWexamples/through-wall/wiflow_capture.py53CODE
LOWexamples/through-wall/wiflow_capture.py86CODE
LOWexamples/through-wall/wiflow_capture.py55CODE
LOWexamples/sleep/apnea_screener.py30CODE
LOWexamples/three.js/server/ruvultra-csi-bridge.py69CODE
LOW…/research-sota/02-placement/r6_2_2_1_3d_multistatic.py79CODE
LOW…arch-sota/02-placement/r6_2_2_multistatic_placement.py81CODE
LOW…ples/research-sota/02-placement/r6_2_1_3d_placement.py75CODE
LOW…ples/research-sota/02-placement/r6_2_1_3d_placement.py114CODE
LOW…les/research-sota/02-placement/r6_2_5_multi_subject.py70CODE
LOW…earch-sota/02-placement/r6_2_4_3d_chest_multistatic.py74CODE
LOW…sota/03-spatial-intelligence/r5_subcarrier_saliency.py38CODE
LOWexamples/medical/bp_estimator.py249CODE
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Modern Structural Boilerplate44 hits · 46 pts
SeverityFileLineSnippetContext
LOWarchive/v1/src/config.py14logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/app.py24logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/middleware/auth.py19logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/middleware/cors.py15logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/middleware/rate_limit.py19logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/middleware/error_handler.py20logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/core/__init__.py9__all__ = [CODE
LOWarchive/v1/src/core/router_interface.py13logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/config/__init__.py8__all__ = ["get_settings", "Settings", "DomainConfig", "get_domain_config"]CODE
LOWarchive/v1/src/testing/__init__.py16__all__ = [CODE
LOWarchive/v1/src/testing/mock_csi_generator.py17logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/testing/mock_pose_generator.py17logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/api/__init__.py7__all__ = []CODE
LOWarchive/v1/src/api/main.py30logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/api/dependencies.py18logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/api/routers/auth.py13logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/api/routers/health.py16logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/api/routers/__init__.py7__all__ = ["pose", "stream", "health", "auth"]CODE
LOWarchive/v1/src/api/routers/stream.py25logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/api/routers/pose.py23logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/api/middleware/auth.py16logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/api/middleware/__init__.py8__all__ = ["AuthMiddleware", "RateLimitMiddleware"]CODE
LOWarchive/v1/src/api/middleware/rate_limit.py17logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/api/websocket/__init__.py8__all__ = ["ConnectionManager", "PoseStreamHandler"]CODE
LOWarchive/v1/src/api/websocket/connection_manager.py15logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/api/websocket/pose_stream.py18logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/commands/start.py210def _setup_signal_handlers() -> None:CODE
LOWarchive/v1/src/sensing/backend.py28logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/sensing/classifier.py23logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/sensing/ws_server.py46logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/sensing/__init__.py45__all__ = [CODE
LOWarchive/v1/src/sensing/feature_extractor.py22logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/sensing/rssi_collector.py27logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/services/metrics.py16logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/services/pose_service.py24logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/services/__init__.py12__all__ = [CODE
LOWarchive/v1/src/services/stream_service.py18logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/services/orchestrator.py21logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/services/health_check.py15logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/services/hardware_service.py17logger = logging.getLogger(__name__)CODE
LOWpython/wifi_densepose/__init__.py83__all__ = [CODE
LOWpython/wifi_densepose/client/__init__.py52__all__ = [CODE
LOWwifi_densepose/__init__.py19logger = logging.getLogger(__name__)CODE
LOWwifi_densepose/__init__.py137__all__ = ["WiFiDensePose", "__version__"]CODE
Cross-Language Confusion8 hits · 38 pts
SeverityFileLineSnippetContext
HIGHarchive/v1/tests/unit/test_router_interface_tdd.py333 mock_execute.assert_called_once_with("cat /proc/stat && free && iwconfig")CODE
HIGHarchive/v1/tests/unit/test_router_interface_tdd.py353 "iwconfig wlan0 channel 6 && echo 'CSI monitoring configured'"CODE
HIGHarchive/v1/src/hardware/router_interface.py162 response = await self.execute_command("cat /proc/stat && free && iwconfig")CODE
HIGHaether-arena/space/app.py105git clone https://github.com/ruvnet/RuView && cd RuView/v2CODE
HIGHaether-arena/space/app.py111cd ../aether-arena/ledger && python3 ledger_tools.py verifyCODE
HIGHwifi_densepose/__init__.py70 " cd wifi-densepose && pip install -e .\n"CODE
HIGHwifi_densepose/__init__.py72 " cd wifi-densepose/v1 && pip install -e ."CODE
HIGH…tes/wifi-densepose-train/scripts/quantize_half_int8.py21 ssh ruvultra 'cd ~/wiflow-std-bench && source venv/bin/activate && \STRING
Self-Referential Comments11 hits · 33 pts
SeverityFileLineSnippetContext
MEDIUMarchive/v1/src/middleware/error_handler.py325 # Create a mock request for error handlingCOMMENT
MEDIUMpython/tombstone/src/wifi_densepose/__init__.py3# This module is part of the `wifi-densepose==1.99.0` PyPI release.COMMENT
MEDIUMaether-arena/schema/aa-submission.toml3# This file is the contract the Space validates before quarantine + scoring.COMMENT
MEDIUMreferences/chart_script.py19# Create the grouped bar chartCOMMENT
MEDIUMreferences/script_6.py97 # Create a random feature map for each proposalCOMMENT
MEDIUMreferences/script_6.py239# Create a dummy input tensorCOMMENT
MEDIUMtests/test_docker_entrypoint.sh51# Create a temporary stub for /app/sensing-server that just prints argsCOMMENT
MEDIUMtests/test_docker_entrypoint.sh123# Create a stub that prints MODELS_DIRCOMMENT
MEDIUMscripts/publish-huggingface.sh168# Create a tag for this versionCOMMENT
MEDIUMscripts/gcloud-train.sh280 # Create a tarball of the data directoryCOMMENT
MEDIUMmonitoring/alerting-rules.yml2# This file defines alerting rules for monitoring the WiFi-DensePose applicationCOMMENT
Example Usage Blocks14 hits · 20 pts
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LOWinstall.sh8# Usage:COMMENT
LOWreferences/wifi_densepose_pytorch.py448# Example usageCOMMENT
LOWexamples/happiness-vector/provision_swarm.sh12# Usage:COMMENT
LOWscripts/publish-huggingface.sh12# Usage:COMMENT
LOWscripts/prove.sh9# Usage:COMMENT
LOWscripts/homecore-seed.sh18# Usage:COMMENT
LOWscripts/verify-calibration-proof.sh9# Usage:COMMENT
LOWscripts/validate-esp32-mqtt.sh14# Usage:COMMENT
LOWscripts/rotate-npm-token.sh6# Usage:COMMENT
LOWscripts/witness-adr-115.sh11# Usage:COMMENT
LOWscripts/verify-cir-proof.sh8# Usage:COMMENT
LOWscripts/gcloud-train.sh9# Usage:COMMENT
LOWscripts/firmware-release-guard.sh17# Usage:COMMENT
LOWscripts/qemu-mesh-test.sh9# Usage:COMMENT
Magic Placeholder Names4 hits · 20 pts
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HIGHarchive/v1/docs/api_reference.md850 api_key="your-api-key"CODE
HIGHarchive/v1/docs/api_reference.md881 apiKey: 'your-api-key'CODE
HIGHarchive/v1/docs/security-features.md102 -H "X-API-Key: your-api-key-here"CODE
HIGHarchive/v1/docs/user-guide/api-reference.md56X-API-Key: <your-api-key>CODE
Fake / Example Data13 hits · 14 pts
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LOWarchive/v1/tests/integration/test_authentication.py55 "email": "admin@example.com",CODE
LOWarchive/v1/tests/integration/test_authentication.py211 "email": "admin@example.com",CODE
LOW.claude/agents/payments/agentic-payments.md23 holder_id: "user@example.com",CODE
LOW.claude/agents/flow-nexus/authentication.md21 email: "user@example.com",CODE
LOW.claude/agents/flow-nexus/authentication.md28 email: "user@example.com",CODE
LOW.claude/agents/flow-nexus/authentication.md40mcp__flow-nexus__user_reset_password({ email: "user@example.com" })CODE
LOW.claude/agents/sparc/refinement.md338 email: 'user@example.com',CODE
LOW.claude/agents/sparc/refinement.md366 email: 'user@example.com',CODE
LOW.claude/skills/browser/SKILL.md114agent-browser fill ".email-input" "test@test.com"CODE
LOW.claude/skills/browser/SKILL.md120agent-browser find label "Email" fill "test@test.com"CODE
LOW.claude/skills/browser/SKILL.md130agent-browser fill @e2 "user@example.com"CODE
LOW.claude/skills/browser/SKILL.md140agent-browser fill @e1 "John Doe"CODE
LOW…fi-densepose-desktop/ui/.vite/deps/react-dom_client.js2841 placeholder: "placeholder",CODE
Hallucination Indicators1 hit · 10 pts
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CRITICALui/observatory/js/main.js433 this._mistPoints.material.uniforms.uColor.value.copy(wc);CODE
Synthetic Comment Markers1 hit · 8 pts
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HIGH.claude/agents/optimization/topology-optimizer.md84 // AI-generated novel topologiesCOMMENT
AI Structural Patterns9 hits · 7 pts
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LOWarchive/v1/tests/unit/test_esp32_binary_parser.py35CODE
LOWarchive/v1/tests/unit/test_esp32_binary_parser.py273CODE
LOWarchive/v1/tests/integration/test_rate_limiting.py320CODE
LOWarchive/v1/src/sensing/rssi_collector.py347CODE
LOWreferences/script_5.py162CODE
LOWreferences/script_2.py198CODE
LOWreferences/wifi_densepose_pytorch.py213CODE
LOWscripts/benchmark-model.py401CODE
LOWscripts/provision.py33CODE
Overly Generic Function Names7 hits · 6 pts
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LOWarchive/v1/tests/performance/test_api_throughput.py33 async def handle_request(self, endpoint: str, method: str = "GET", data: Dict[str, Any] = None) -> Dict[str, Any]:CODE
LOWarchive/v1/tests/performance/test_api_throughput.py509 async def handle_request(self, endpoint: str, method: str = "GET", data: Dict[str, Any] = None) -> Dict[str,CODE
LOWarchive/v1/tests/performance/test_api_throughput.py553 async def handle_request(self, endpoint: str, method: str = "GET", data: Dict[str, Any] = None) -> Dict[str,CODE
LOWarchive/v1/src/tasks/backup.py516 async def run_task(self, task_name: str) -> Dict[str, Any]:CODE
LOWarchive/v1/src/tasks/monitoring.py707 async def run_task(self, task_name: str) -> Dict[str, Any]:CODE
LOWarchive/v1/src/tasks/cleanup.py520 async def run_task(self, task_name: str) -> Dict[str, Any]:CODE
LOW…fi-densepose-desktop/ui/.vite/deps/react-dom_client.js5683 function getData() {CODE
Slop Phrases2 hits · 2 pts
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MEDIUMreferences/script_4.py132 Simulates WiFi CSI data for demonstration purposesSTRING
MEDIUMreferences/script_5.py268 """Simulates WiFi CSI data for demonstration purposes"""STRING
TODO Padding1 hit · 1 pts
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LOW.claude/agents/testing/production-validator.md54 /TODO.*implementation/gi, // TODO: implement thisCODE