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AI Slop Code RIsk Monitor

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.

11.3 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for ruvnet/RuView, a Rust project with 97,145 GitHub stars. SynthScan examined 983,257 lines of code across 3290 source files, recording 6633 pattern matches distributed across 26 syntactic categories. The legacy adjusted pattern signal is 11.3 (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.

11.3
Adjusted Signal
11.3
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
97.1K
Stars
Rust
Language
983.3K
Lines of Code
3.3K
Files
6.6K
Pattern Hits
2026-10-12
Scan Date
0.04
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 21.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 4056 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.7/100 · LOW

Are imports declared and package/API names verified? 488 finding(s).

Agent Over-Engineering Ratio 31.1/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 3518 finding(s).

PR Review Velocity Impact 42.0/100 · MEDIUM

Which changes need focused human review? 6633 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 2HIGH 120MEDIUM 1735LOW 4776

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 6633 distinct pattern matches across 26 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators1553 hits · 4970 pts
SeverityFileLineSnippetContext
MEDIUM⚡install.sh23# ======================================================================COMMENT
MEDIUM⚡install.sh30# ─── Colors ───────────────────────────────────────────────────────────COMMENT
MEDIUM⚡install.sh40# ─── Globals ──────────────────────────────────────────────────────────COMMENT
MEDIUM⚡install.sh125# ─── Initialize log ──────────────────────────────────────────────────COMMENT
MEDIUM⚡install.sh128# ======================================================================COMMENT
MEDIUM⚡install.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.py101# ---------------------------------------------------------------------------COMMENT
MEDIUMfirmware/esp32-csi-node/provision.py103# ---------------------------------------------------------------------------COMMENT
MEDIUMfirmware/esp32-csi-node/provision.py308# ---------------------------------------------------------------------------COMMENT
MEDIUMfirmware/esp32-csi-node/provision.py310# ---------------------------------------------------------------------------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
1493 more matches not shown…
Over-Commented Block1965 hits · 1914 pts
SeverityFileLineSnippetContext
LOWinstall.sh1#!/usr/bin/env bashCOMMENT
LOWREADME.md161python firmware/esp32-csi-node/provision.py --port COM9 \COMMENT
LOWui/sw.js1// RuView Service Worker - Offline caching for the dashboard shellCOMMENT
LOWui/observatory/js/demo-data.js1381 }COMMENT
LOWui/utils/data-source-banner.js1// Global data-source banner.COMMENT
LOWui/pose-fusion/js/main.js141COMMENT
LOWui/services/ws-ticket.js1// Single-use WebSocket tickets (ADR-272).COMMENT
LOWui/services/api.service.js81 const response = await fetch(finalUrl, {COMMENT
LOWui/services/sensing.service.js81 this._simTimer = null;COMMENT
LOWui/services/sensing.service.js181COMMENT
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
LOW…re/privshield/esp32/veil_ris_controller/CMakeLists.txt1# veil_ris_controller — ESP-IDF component (SYNTHETIC / L0, build-only)COMMENT
LOW…/privshield/esp32/veil_sensing_detector/CMakeLists.txt1# veil_sensing_detector — ESP-IDF component (SYNTHETIC / L0, build-only)COMMENT
LOWfirmware/privshield/openwifi/veil_openwifi.c81 * slaves. Offsets are PLACEHOLDERS chosen to be word-aligned; the real map isCOMMENT
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/wasm_upload.c21COMMENT
LOWfirmware/esp32-csi-node/main/nvs_config.c61#elseCOMMENT
LOWfirmware/esp32-csi-node/main/c6_lp_core.c21 * so call sites in main.c don't change between modes.COMMENT
LOWfirmware/esp32-csi-node/main/swarm_bridge.c1/**COMMENT
LOWfirmware/esp32-csi-node/main/adaptive_controller.c61#ifndef CONFIG_ADAPTIVE_MIN_PKT_YIELDCOMMENT
LOWfirmware/esp32-csi-node/main/serial_onboarding.c1#include "serial_onboarding.h"COMMENT
LOWfirmware/esp32-csi-node/main/node_log.h41#ifdef __cplusplusCOMMENT
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/csi_collector.c61static uint32_t s_cb_count = 0;COMMENT
LOWfirmware/esp32-csi-node/main/mock_csi.c21COMMENT
LOWfirmware/esp32-csi-node/main/c6_antenna_select.c1#include "c6_antenna_select.h"COMMENT
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/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/node_log.c1#include "node_log.h"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-entrypoint.sh41# * Set RUVIEW_ALLOW_UNAUTHENTICATED=1 (or true/yes/on, any case) →COMMENT
LOWdocker/docker-entrypoint.sh101 "$@"COMMENT
LOWdocker/docker-compose.yml1services:COMMENT
LOWdocker/docker-compose.yml21 #COMMENT
LOWdocker/docker-compose.yml41 # RUVIEW_API_TOKEN is set. Export it before `docker compose up`:COMMENT
LOWdocker/otel-compose.yml1# RuView → OpenTelemetry Collector → Ourios log backend.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
1905 more matches not shown…
Hyper-Verbose Identifiers1420 hits · 1430 pts
SeverityFileLineSnippetContext
LOWui/viz.html323 function handleConnectionStateChange(newState, oldState) {CODE
LOWui/services/data-processor.js4export class DataProcessor {CODE
LOWfirmware/esp32-csi-node/test/test_delivery_contract.py29 def test_firmware_tags_publish_downloadable_release_assets(self) -> None: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
LOW…mware/esp32-csi-node/tests/test_provision_mac_state.py63 def test_runs_esptool_read_mac_on_the_port(self):CODE
LOW…mware/esp32-csi-node/tests/test_provision_mac_state.py71 def test_failure_returns_none(self):CODE
LOW⚡…mware/esp32-csi-node/tests/test_provision_mac_state.py126 def test_second_board_on_same_port_does_not_inherit_node_id(self):CODE
LOW⚡…mware/esp32-csi-node/tests/test_provision_mac_state.py134 def test_second_board_without_credentials_is_not_given_the_first_boards(self):CODE
LOW⚡…mware/esp32-csi-node/tests/test_provision_mac_state.py142 def test_board_keeps_its_state_on_a_different_port(self):CODE
LOW⚡…mware/esp32-csi-node/tests/test_provision_mac_state.py152 def test_record_carries_board_identity(self):CODE
LOW⚡…mware/esp32-csi-node/tests/test_provision_mac_state.py161 def test_unreadable_mac_falls_back_to_port_keyed_state(self):CODE
LOW⚡…mware/esp32-csi-node/tests/test_provision_mac_state.py168 def test_reset_ignores_the_boards_record(self):CODE
LOW⚡…mware/esp32-csi-node/tests/test_provision_mac_state.py175 def test_invalid_mac_flag_is_rejected(self):CODE
LOW…mware/esp32-csi-node/tests/test_provision_mac_state.py189 def test_port_keyed_record_moves_to_the_board_and_is_retired(self):CODE
LOW…mware/esp32-csi-node/tests/test_provision_mac_state.py208 def test_board_record_wins_over_a_port_keyed_file(self):CODE
LOW⚡…mware/esp32-csi-node/tests/test_provision_mac_state.py219 def test_state_shows_last_board_on_port_without_opening_it(self):CODE
LOW⚡…mware/esp32-csi-node/tests/test_provision_mac_state.py229 def test_state_with_mac_flag_selects_that_board(self):CODE
LOW⚡…mware/esp32-csi-node/tests/test_provision_mac_state.py238 def test_dry_run_does_not_open_the_port(self):CODE
LOW⚡…e/esp32-csi-node/tests/test_provision_dry_run_reset.py76 def test_dry_run_does_not_create_state(self):CODE
LOW⚡…e/esp32-csi-node/tests/test_provision_dry_run_reset.py82 def test_dry_run_does_not_modify_existing_state(self):CODE
LOW⚡…e/esp32-csi-node/tests/test_provision_dry_run_reset.py88 def test_dry_run_still_writes_requested_binary(self):CODE
LOW⚡…e/esp32-csi-node/tests/test_provision_dry_run_reset.py95 def test_failed_reset_keeps_state(self):CODE
LOW⚡…e/esp32-csi-node/tests/test_provision_dry_run_reset.py102 def test_reset_dry_run_keeps_state(self):CODE
LOW⚡…e/esp32-csi-node/tests/test_provision_dry_run_reset.py107 def test_reset_with_failed_flash_keeps_state(self):CODE
LOW⚡…e/esp32-csi-node/tests/test_provision_dry_run_reset.py114 def test_reset_with_successful_flash_replaces_state(self):CODE
LOW⚡…e/esp32-csi-node/tests/test_provision_dry_run_reset.py122 def test_real_flash_still_persists_merged_state(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_state.py34 def test_load_state_empty_when_missing(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_state.py37 def test_save_then_load_roundtrip(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_state.py44 def test_save_creates_per_port_files(self):CODE
LOW⚡firmware/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
LOW⚡firmware/esp32-csi-node/tests/test_provision_state.py108 def test_falsy_but_not_none_cli_value_overrides_prior(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_state.py118 def test_slashes_in_port_are_safe(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_state.py123 def test_windows_com_port_is_safe(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_secrets.py153 def test_show_secrets_prints_them(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_secrets.py162 def test_redact_marks_empty_and_leaves_absent_alone(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_secrets.py172 def test_dry_run_binary_is_owner_only_even_if_it_already_existed(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_secrets.py256 def test_password_file_is_read_and_one_newline_dropped(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_secrets.py266 def test_password_file_crlf_counts_as_one_newline(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_secrets.py272 def test_group_or_world_readable_password_file_is_refused(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_secrets.py281 def test_insecure_password_file_allowed_with_flag_and_warning(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_secrets.py291 def test_missing_or_empty_password_file_is_an_error(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_secrets.py302 def test_password_and_password_file_are_mutually_exclusive(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_secrets.py311 def test_password_on_command_line_warns(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_secrets.py318 def test_terminal_prompts_for_password_of_a_new_ssid(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_secrets.py326 def test_no_prompt_when_saved_password_matches_the_ssid(self):CODE
LOW⚡firmware/esp32-csi-node/tests/test_provision_secrets.py336 def test_no_prompt_without_a_terminal(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_secrets.py68 def test_new_state_dir_and_file_are_owner_only(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_secrets.py73 def test_save_tightens_files_left_by_an_older_version(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_secrets.py89 def test_planted_symlink_at_old_temp_path_does_not_receive_secret(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_secrets.py101 def test_hardening_does_not_chmod_through_a_symlink(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_secrets.py114 def test_state_inspection_repairs_legacy_permissions(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_secrets.py140 def test_state_hides_password_and_seed_token(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_secrets.py185 def test_fallback_csv_is_owner_only(self):CODE
LOWfirmware/esp32-csi-node/tests/test_provision_secrets.py194 def test_generator_files_live_in_a_private_dir(self):CODE
LOWtools/bfi_learning/test_run_batch.py22 def test_unsupported_host_cannot_spawn(self):CODE
LOWtools/bfi_learning/test_run_batch.py35 def test_fixed_command_excludes_holdout(self):CODE
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Unused Imports458 hits · 429 pts
SeverityFileLineSnippetContext
LOWfirmware/esp32-csi-node/provision.py55CODE
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
LOWtools/bfi_learning/test_prepare_bfi.py4CODE
LOWtools/bfi_learning/test_download_public_bfi.py2CODE
LOWtools/bfi_learning/download_public_bfi.py9CODE
LOWtools/bfi_learning/test_traffic_coverage.py2CODE
LOWtools/bfi_learning/train.py13CODE
LOWtools/bfi/compare_tshark.py12CODE
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
398 more matches not shown…
Excessive Try-Catch Wrapping402 hits · 426 pts
SeverityFileLineSnippetContext
LOWfirmware/esp32-csi-node/provision.py827 except Exception as e:CODE
LOWfirmware/esp32-csi-node/run_arms.py81 except Exception as e:CODE
LOWfirmware/esp32-csi-node/run_arms.py90 except Exception as e:CODE
LOW…mware/esp32-csi-node/test/capture-3board-experiment.py42 except Exception as e:CODE
LOWtools/bfi/capture_linux.py247 except Exception as exc:CODE
LOWtools/bfi/run_trial_linux.py310 except Exception as exc:CODE
LOWtools/bfi/run_trial_linux.py315 except Exception as exc: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
LOW⚡archive/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
LOW⚡archive/v1/src/config.py232 except Exception as e:CODE
LOW⚡archive/v1/src/config.py241 except Exception as e:CODE
LOW⚡archive/v1/src/config.py249 except Exception as e:CODE
LOW⚡archive/v1/src/config.py257 except Exception as e:CODE
LOW⚡archive/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
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Structural Annotation Overuse172 hits · 330 pts
SeverityFileLineSnippetContext
LOW⚡README.md655# Step 1: Learn from raw WiFi data (no labels needed)COMMENT
LOW⚡README.md658# Step 2: Fine-tune with pose labels for full capabilityCOMMENT
LOW⚡README.md661# Step 3: Use the model — extract fingerprints from live WiFiCOMMENT
LOW⚡README.md664# Step 4: Search — find similar environments or detect anomaliesCOMMENT
LOW⚡archive/v1/tests/integration/test_pose_pipeline.py231 # Step 1: Process CSI dataCOMMENT
LOW⚡archive/v1/tests/integration/test_pose_pipeline.py234 # Step 2: Extract featuresCOMMENT
LOW⚡archive/v1/tests/integration/test_pose_pipeline.py237 # Step 3: Estimate posesCOMMENT
LOW⚡archive/v1/tests/integration/test_pose_pipeline.py240 # Step 4: Assign to zonesCOMMENT
LOW⚡archive/v1/tests/integration/test_pose_pipeline.py528 # Step 1: CSI processingCOMMENT
LOW⚡archive/v1/tests/integration/test_pose_pipeline.py538 # Step 2: Pose estimationCOMMENT
LOW⚡archive/v1/tests/integration/test_pose_pipeline.py547 # Step 3: Zone assignmentCOMMENT
LOW⚡archive/v1/docs/developer/contributing.md449 # Step 1: Predict new locations for existing tracksCOMMENT
LOW⚡archive/v1/docs/developer/contributing.md453 # Step 2: Associate detections with existing tracksCOMMENT
LOW⚡archive/v1/docs/developer/contributing.md458 # Step 3: Update matched tracksCOMMENT
LOW⚡archive/v1/docs/developer/contributing.md462 # Step 4: Create new tracks for unmatched detectionsCOMMENT
LOW⚡archive/v1/docs/developer/contributing.md466 # Step 5: Mark unmatched tracks as lostCOMMENT
LOW⚡archive/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
LOW⚡archive/v1/data/proof/generate_reference_signal.py298 # Step 1: Generate deterministic parametersCOMMENT
LOW⚡archive/v1/data/proof/generate_reference_signal.py307 # Step 2: Generate all framesCOMMENT
LOW⚡archive/v1/data/proof/generate_reference_signal.py315 # Step 3: Save outputCOMMENT
LOW⚡archive/v1/data/proof/verify.py505 # Step 0: Print source provenanceCOMMENT
LOW⚡archive/v1/data/proof/verify.py511 # Step 1: Load and describe reference signalCOMMENT
LOW⚡archive/v1/data/proof/verify.py523 # Step 2: Process through the real pipelineCOMMENT
LOW⚡archive/v1/data/proof/verify.py532 # Step 3: Hash comparisonCOMMENT
LOW⚡archive/v1/data/proof/verify.py629 # Step 4: Audit (if requested or always in full mode)COMMENT
LOW⚡references/script_4.py85 # Step 1: Unwrap phaseCOMMENT
LOW⚡references/script_4.py89 # Step 2: Apply filtersCOMMENT
LOW⚡references/script_4.py93 # Step 3: Linear fittingCOMMENT
LOW⚡references/script_5.py91 # Step 1: Unwrap phaseCOMMENT
LOW⚡references/script_5.py95 # Step 2: Apply filtersCOMMENT
LOW⚡references/script_5.py99 # Step 3: Linear fittingCOMMENT
LOW⚡references/script_5.py192 # Step 1: Phase sanitizationCOMMENT
LOW⚡references/script_5.py195 # Step 2: Modality translationCOMMENT
LOW⚡references/script_5.py198 # Step 3: Simulate DensePose predictionCOMMENT
LOW⚡references/script_2.py89 # Step 1: Unwrap phaseCOMMENT
LOW⚡references/script_2.py92 # Step 2: Apply filtersCOMMENT
LOW⚡references/script_2.py95 # Step 3: Linear fittingCOMMENT
LOW⚡references/script.py86 # Step 1: Unwrap phaseCOMMENT
LOW⚡references/script.py89 # Step 2: Apply filtersCOMMENT
LOW⚡references/script.py92 # Step 3: Linear fittingCOMMENT
LOW⚡references/wifi_densepose_pytorch.py94 # Step 1: Unwrap phaseCOMMENT
LOW⚡references/wifi_densepose_pytorch.py97 # Step 2: Apply filtersCOMMENT
LOW⚡references/wifi_densepose_pytorch.py100 # Step 3: Linear fittingCOMMENT
LOW⚡references/WiFi-DensePose-README.md53 # Step 1: Phase unwrappingCOMMENT
LOW⚡references/WiFi-DensePose-README.md56 # Step 2: Filtering (median + uniform)COMMENT
LOW⚡references/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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Empty Error Handlers64 hits · 320 pts
SeverityFileLineSnippetContext
HIGHfirmware/esp32-csi-node/provision.py544except OSError:CODE
HIGHfirmware/esp32-csi-node/provision.py302except OSError:CODE
HIGHtools/bfi_learning/run_batch.py101except ProcessLookupError:CODE
HIGHtools/bfi_learning/codex_iteration.py131except OSError:passCODE
HIGHtools/bfi/run_trial_linux.py194except ProcessLookupError:CODE
HIGHtools/bfi/compare_tshark.py49except (BrokenPipeError, OSError):CODE
HIGHarchive/v1/data/proof/verify.py470except (IOError, OSError):CODE
HIGHarchive/v1/src/logger.py88except (ImportError, LookupError):CODE
HIGHarchive/v1/src/main.py112except KeyboardInterrupt:CODE
HIGHarchive/v1/src/middleware/rate_limit.py157except asyncio.CancelledError:CODE
HIGHarchive/v1/src/api/routers/health.py367except AttributeError:CODE
HIGHarchive/v1/src/api/routers/health.py380except AttributeError:CODE
HIGHarchive/v1/src/api/websocket/connection_manager.py451except asyncio.CancelledError:CODE
HIGHarchive/v1/src/api/websocket/connection_manager.py184except Exception:CODE
HIGHarchive/v1/src/api/websocket/pose_stream.py75except asyncio.CancelledError:CODE
HIGHarchive/v1/src/sensing/ws_server.py511except KeyboardInterrupt:CODE
HIGHarchive/v1/src/sensing/rssi_collector.py595except (IndexError, ValueError):CODE
HIGHarchive/v1/src/sensing/rssi_collector.py604except (IndexError, ValueError):CODE
HIGHarchive/v1/src/services/stream_service.py80except asyncio.CancelledError:CODE
HIGHarchive/v1/src/services/hardware_service.py93except asyncio.CancelledError:CODE
HIGHarchive/v1/src/services/hardware_service.py100except asyncio.CancelledError:CODE
HIGHarchive/v1/src/services/hardware_service.py458except Exception:CODE
HIGHpython/tests/test_security.py63except (RecursionError, json.JSONDecodeError, ValueError):CODE
HIGHpython/tests/test_client_ws.py89except Exception:CODE
HIGHpython/ruview-meta/src/ruview/__init__.py41except ImportError:CODE
HIGHtests/test_invariant_Cargo.py157except Exception:CODE
HIGHwifi_densepose/__init__.py102except Exception:CODE
HIGHexamples/ruview_live.py345except Exception:CODE
HIGHexamples/through-wall/wiflow_infer.py52except Exception:CODE
HIGHexamples/sleep/apnea_screener.py99except KeyboardInterrupt:CODE
HIGHexamples/three.js/server/ruvultra-csi-bridge.py152except KeyboardInterrupt:CODE
HIGHexamples/medical/bp_estimator.py345except KeyboardInterrupt:CODE
HIGHexamples/medical/vitals_suite.py346except KeyboardInterrupt:CODE
HIGHexamples/environment/room_monitor.py162except KeyboardInterrupt:CODE
HIGHexamples/stress/hrv_stress_monitor.py120except KeyboardInterrupt:CODE
HIGHbenchmarks/wiflow-std/remote/sweep/run_sweep.py250except Exception:CODE
HIGHscripts/mediatek-csi-phase-stability.py43except json.JSONDecodeError:CODE
HIGHscripts/swarm_health.py335except ValueError:CODE
HIGHscripts/swarm_health.py345except ValueError:CODE
HIGHscripts/mmwave_fusion_bridge.py104except Exception:CODE
HIGHscripts/mmwave_fusion_bridge.py135except Exception:CODE
HIGHscripts/check_fix_markers.py44except Exception:CODE
HIGHscripts/validate_mesh_test.py169except (ValueError, IndexError):CODE
HIGHscripts/validate_mesh_test.py335except (ValueError, IndexError):CODE
HIGHscripts/collect-training-data.py474except ValueError:CODE
HIGHscripts/benchmark-model.py136except ImportError:CODE
HIGHscripts/qemu_swarm.py209except OSError:CODE
HIGHscripts/qemu_swarm.py810except OSError:CODE
HIGHscripts/qemu_swarm.py800except OSError:CODE
HIGHscripts/seed_csi_bridge.py363except Exception:CODE
HIGHscripts/seed_csi_bridge.py516except Exception:CODE
HIGHscripts/inject_fault.py81except socket.timeout:CODE
HIGHscripts/inject_fault.py122except socket.timeout:CODE
HIGHscripts/ruview-sensing-server.py274except KeyboardInterrupt:CODE
HIGHscripts/publish-huggingface.py57except FileNotFoundError:CODE
HIGHscripts/publish-huggingface.py91except FileNotFoundError:CODE
HIGHscripts/provision.py89except ImportError:CODE
HIGHscripts/provision.py98except ImportError:CODE
HIGHscripts/esp32_wasm_test.py312except Exception:CODE
HIGHscripts/esp32_wasm_test.py308except Exception:CODE
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Modern AI Meta-Vocabulary105 hits · 311 pts
SeverityFileLineSnippetContext
MEDIUMCHANGELOG.md274- **BFLD — Beamforming Feedback Layer for Detection (ADR-118 umbrella + ADR-119 frame format + ADR-120 privacy class + ACODE
MEDIUMCHANGELOG.md274- **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.md40# (~100–200 samples recommended; below ~20 the adapter can underperform zero-shot)COMMENT
MEDIUMaether-arena/calibration/README.md47# 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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LOW⚡archive/v1/tests/integration/test_pose_pipeline.py231 # Step 1: Process CSI dataCOMMENT
LOW⚡archive/v1/tests/integration/test_pose_pipeline.py234 # Step 2: Extract featuresCOMMENT
LOW⚡archive/v1/tests/integration/test_pose_pipeline.py237 # Step 3: Estimate posesCOMMENT
LOW⚡archive/v1/tests/integration/test_pose_pipeline.py240 # Step 4: Assign to zonesCOMMENT
LOW⚡archive/v1/tests/integration/test_pose_pipeline.py528 # Step 1: CSI processingCOMMENT
LOW⚡archive/v1/tests/integration/test_pose_pipeline.py538 # Step 2: Pose estimationCOMMENT
LOW⚡archive/v1/tests/integration/test_pose_pipeline.py547 # Step 3: Zone assignmentCOMMENT
LOW⚡archive/v1/data/proof/generate_reference_signal.py298 # Step 1: Generate deterministic parametersCOMMENT
LOW⚡archive/v1/data/proof/generate_reference_signal.py307 # Step 2: Generate all framesCOMMENT
LOW⚡archive/v1/data/proof/generate_reference_signal.py315 # Step 3: Save outputCOMMENT
LOW⚡archive/v1/data/proof/verify.py505 # Step 0: Print source provenanceCOMMENT
LOW⚡archive/v1/data/proof/verify.py511 # Step 1: Load and describe reference signalCOMMENT
LOW⚡archive/v1/data/proof/verify.py523 # Step 2: Process through the real pipelineCOMMENT
LOW⚡archive/v1/data/proof/verify.py532 # Step 3: Hash comparisonCOMMENT
LOW⚡archive/v1/data/proof/verify.py629 # Step 4: Audit (if requested or always in full mode)COMMENT
LOW⚡references/script_4.py85 # Step 1: Unwrap phaseCOMMENT
LOW⚡references/script_4.py89 # Step 2: Apply filtersCOMMENT
LOW⚡references/script_4.py93 # Step 3: Linear fittingCOMMENT
LOW⚡references/script_5.py91 # Step 1: Unwrap phaseCOMMENT
LOW⚡references/script_5.py95 # Step 2: Apply filtersCOMMENT
LOW⚡references/script_5.py99 # Step 3: Linear fittingCOMMENT
LOW⚡references/script_5.py192 # Step 1: Phase sanitizationCOMMENT
LOW⚡references/script_5.py195 # Step 2: Modality translationCOMMENT
LOW⚡references/script_5.py198 # Step 3: Simulate DensePose predictionCOMMENT
LOW⚡references/script_2.py89 # Step 1: Unwrap phaseCOMMENT
LOW⚡references/script_2.py92 # Step 2: Apply filtersCOMMENT
LOW⚡references/script_2.py95 # Step 3: Linear fittingCOMMENT
LOW⚡references/script.py86 # Step 1: Unwrap phaseCOMMENT
LOW⚡references/script.py89 # Step 2: Apply filtersCOMMENT
LOW⚡references/script.py92 # Step 3: Linear fittingCOMMENT
LOW⚡references/wifi_densepose_pytorch.py94 # Step 1: Unwrap phaseCOMMENT
LOW⚡references/wifi_densepose_pytorch.py97 # Step 2: Apply filtersCOMMENT
LOW⚡references/wifi_densepose_pytorch.py100 # Step 3: Linear fittingCOMMENT
LOW⚡v2/crates/wifi-densepose-nn/src/inference.rs421 // Step 1: Translate CSI to visual featuresCOMMENT
LOW⚡v2/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
LOW⚡v2/crates/wifi-densepose-mat/src/domain/triage.rs94 // Step 1: Check if any vitals are detectedCOMMENT
LOW⚡v2/crates/wifi-densepose-mat/src/domain/triage.rs100 // Step 2: Assess breathingCOMMENT
LOW⚡v2/crates/wifi-densepose-mat/src/domain/triage.rs103 // Step 3: Assess movement/responsivenessCOMMENT
LOW⚡v2/crates/wifi-densepose-mat/src/domain/triage.rs106 // Step 4: Combine assessmentsCOMMENT
LOW⚡v2/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.rs1418 // Step 1: subtract baselineCOMMENT
LOW⚡…ates/wifi-densepose-signal/src/ruvsense/field_model.rs1424 // Step 2: project out environmental modesCOMMENT
LOW…ates/wifi-densepose-signal/src/ruvsense/field_model.rs1437 // 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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AI Slop Vocabulary51 hits · 139 pts
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MEDIUMui/app.js376 // forcing a real reload here is simpler and more robust than trying toCOMMENT
LOWdocker/docker-entrypoint.sh106# 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
MEDIUMpython/Cargo.toml119# ADR-185 §4.1 parity harness — SHA-256 the native-Rust referenceCOMMENT
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
MEDIUMwifi-veil/Cargo.toml35# `veil` — the custom, dependency-free terminal harness + TUI. Native counterpartCOMMENT
MEDIUMwifi-veil/Cargo.toml36# to the npm metaharness under `harness/`. Std-only; builds without extra deps.COMMENT
MEDIUMwifi-veil/ui/veil-console.html528 <a href="#" onclick="return false">ADR-289 · harness</a>CODE
MEDIUMwifi-veil/src/optimize.rs5//! robust rather than tuned to one attacker or one identity count:COMMENT
MEDIUMwifi-veil/src/protector.rs94 // minimum 48 robust passes (free margin, since mixing is keyed notCOMMENT
MEDIUMv2/Cargo.toml149 # enters `cargo test --workspace`. Built by harness/ruview-kernel scripts.COMMENT
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/wifi-densepose-train/src/model_gates.rs41//! range so the constant-output verdict is dimension-robust (random unitCOMMENT
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/ruview-kernel-napi/Cargo.toml12# Built by `npm run build:napi` in harness/ruview-kernel.COMMENT
MEDIUMv2/crates/ruview-unified/src/tokenizer.rs114 // Window-level robust amplitude scale.COMMENT
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-privshield/Cargo.toml27# `veil` — the custom, dependency-free terminal harness + TUI (ADR-288 §harness).COMMENT
MEDIUM…/crates/wifi-densepose-privshield/ui/veil-console.html528 <a href="#" onclick="return false">ADR-289 · harness</a>CODE
MEDIUMv2/crates/wifi-densepose-privshield/src/optimize.rs5//! robust rather than tuned to one attacker or one identity count:COMMENT
MEDIUMv2/crates/wifi-densepose-privshield/src/protector.rs94 // minimum 48 robust passes (free margin, since mixing is keyed notCOMMENT
MEDIUMv2/crates/wifi-densepose-engine/src/mesh_guard.rs35 /// Current min-cut value over the coupling graph (higher = more robust).COMMENT
MEDIUM…wifi-densepose-sensing-server/src/mediatek_activity.rs105/// (more robust to one anomalously-low reading).COMMENT
MEDIUMv2/crates/wifi-densepose-sensing-server/src/main.rs4780/// More robust than median (uses more data) and less noisy than raw mean.COMMENT
MEDIUMv2/crates/wifi-densepose-sensing-server/src/main.rs5328/// The robust resolution: in `auto` mode **always bind the UDP receiver**COMMENT
MEDIUMv2/crates/wifi-densepose-sensing-server/src/main.rs14313 // 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-device-e2e.yml63 # `sudo -n`, because the harness refuses /dev/pts/* port names.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/nightly-sota-agent.yml293 actions: write # Dispatch the read-only contributor-harness verifier for the generated branch.CODE
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
Redundant / Tautological Comments74 hits · 115 pts
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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
LOW⚡archive/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
LOW⚡archive/v1/src/core/phase_sanitizer.py311 # Check if data is 2DCOMMENT
LOW⚡archive/v1/src/core/phase_sanitizer.py315 # Check if data is not emptyCOMMENT
LOW⚡archive/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
LOW⚡archive/v1/src/api/routers/health.py199 # 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
LOW⚡archive/v1/src/api/websocket/connection_manager.py399 # Check if connection is inactiveCOMMENT
LOW⚡archive/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
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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
Deep Nesting120 hits · 104 pts
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LOWfirmware/esp32-csi-node/provision.py496CODE
LOWfirmware/esp32-csi-node/provision.py570CODE
LOWfirmware/esp32-csi-node/run_arms.py109CODE
LOWtools/bfi_learning/test_run_batch.py73CODE
LOWtools/bfi_learning/test_run_batch.py183CODE
LOWtools/bfi_learning/download_public_bfi.py224CODE
LOWtools/bfi_learning/download_public_bfi.py333CODE
LOWtools/bfi_learning/train.py515CODE
LOWtools/bfi_learning/run_batch.py200CODE
LOWtools/bfi_learning/test_prepare.py132CODE
LOWtools/bfi/test_capture_linux.py17CODE
LOWtools/bfi/test_capture_linux.py21CODE
LOWtools/bfi/benchmark_bfi.py51CODE
LOWtools/bfi/capture_linux.py129CODE
LOWtools/bfi/run_trial_linux.py115CODE
LOWtools/bfi/run_trial_linux.py212CODE
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.py57CODE
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
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Docstring Block Structure19 hits · 95 pts
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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
Modern Structural Boilerplate47 hits · 49 pts
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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.py17logger = 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
LOW⚡archive/v1/src/sensing/backend.py28logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/sensing/classifier.py23logger = logging.getLogger(__name__)CODE
LOW⚡archive/v1/src/sensing/ws_server.py46logger = logging.getLogger(__name__)CODE
LOWarchive/v1/src/sensing/__init__.py45__all__ = [CODE
LOW⚡archive/v1/src/sensing/feature_extractor.py22logger = logging.getLogger(__name__)CODE
LOW⚡archive/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/meridian.py52__all__ = [CODE
LOWpython/wifi_densepose/__init__.py83__all__ = [CODE
LOWpython/wifi_densepose/mat.py53__all__ = [CODE
LOWpython/wifi_densepose/aether.py43__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 Confusion9 hits · 45 pts
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HIGH⚡tools/bfi_learning/test_codex_iteration.py40 p.write_text('{"type":null}\n')CODE
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 Comments13 hits · 37 pts
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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
MEDIUM.github/workflows/nightly-sota-agent.yml148 issues: write # Create the single labelled research issue.CODE
MEDIUM.github/workflows/nightly-sota-agent.yml296 pull-requests: write # Create a draft PR; the script has no approve or merge path.CODE
MEDIUMmonitoring/alerting-rules.yml2# This file defines alerting rules for monitoring the WiFi-DensePose applicationCOMMENT
Hallucination Indicators2 hits · 25 pts
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CRITICALui/observatory/js/main.js434 this._mistPoints.material.uniforms.uColor.value.copy(wc);CODE
CRITICAL⚡tools/bfi/test_run_trial_linux.py197 socket_mock.return_value.__enter__.return_value.sendmsg.assert_not_called()CODE
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
LOW⚡scripts/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 Data15 hits · 17 pts
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LOWfirmware/esp32-csi-node/tests/test_provision_secrets.py29FAKE_TOKEN = "fake-token-not-real"CODE
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⚡wifi-veil/scripts/ci-guard.sh39markers='panic!\("probe|dbg!\(|println!\("DEBUG|console\.log\("DEBUG|TODO\(ai\)|FIXME\(slop\)|XXX SLOP|LOREM IPSUM'CODE
LOW…fi-densepose-desktop/ui/.vite/deps/react-dom_client.js2841 placeholder: "placeholder",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