Osmantic/ODS

33.8

Adjusted Score

33.8

Raw Score

100%

Time Factor

2026-07-14

Last Push

3.1K

Stars

Shell

Language

207.6K

Lines of Code

999

Files

3.4K

Pattern Hits

2026-07-14

Scan Date

0.06

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 0HIGH 58MEDIUM 1381LOW 1963

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 3402 distinct pattern matches across 21 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 Separators1318 hits · 4640 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	ods/test-stack.sh	2	#=============================================================================	COMMENT
MEDIUM⚡	ods/test-stack.sh	18	#=============================================================================	COMMENT
MEDIUM⚡	ods/test-stack.sh	110	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	ods/test-stack.sh	112	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	ods/test-stack.sh	120	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	ods/test-stack.sh	122	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	ods/test-stack.sh	128	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	ods/test-stack.sh	130	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	ods/test-stack.sh	157	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	ods/test-stack.sh	160	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	ods/test-stack.sh	169	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	ods/test-stack.sh	171	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	ods/test-stack.sh	199	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM	ods/test-stack.sh	201	# ═══════════════════════════════════════════════════════════════	COMMENT
MEDIUM⚡	ods/ods-update.sh	629	# ── Step 1: rollback snapshot ─────────────────────────────────────────────	COMMENT
MEDIUM⚡	ods/ods-update.sh	639	# ── Step 2: pull latest changes ───────────────────────────────────────────	COMMENT
MEDIUM⚡	ods/ods-update.sh	648	# ── Step 3: migrations ────────────────────────────────────────────────────	COMMENT
MEDIUM	ods/ods-update.sh	18	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	20	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	43	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	45	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	430	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	432	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	498	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	500	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	552	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	554	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	615	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	617	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	664	# ── Step 4: restart services ──────────────────────────────────────────────	COMMENT
MEDIUM	ods/ods-update.sh	689	# ── Step 5: health-check with timeout ────────────────────────────────────	COMMENT
MEDIUM	ods/ods-update.sh	697	# ── Step 6: record new version ────────────────────────────────────────────	COMMENT
MEDIUM	ods/ods-update.sh	713	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	715	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	812	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	814	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	844	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	846	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	937	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	939	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	985	#==============================================================================	COMMENT
MEDIUM	ods/ods-update.sh	987	#==============================================================================	COMMENT
MEDIUM	ods/install-core.sh	2	# ============================================================================	COMMENT
MEDIUM	ods/install-core.sh	4	# ============================================================================	COMMENT
MEDIUM⚡	ods/install-core.sh	15	# ============================================================================	COMMENT
MEDIUM⚡	ods/install-core.sh	19	#=============================================================================	COMMENT
MEDIUM⚡	ods/install-core.sh	21	#=============================================================================	COMMENT
MEDIUM	ods/install-core.sh	40	#=============================================================================	COMMENT
MEDIUM	ods/install-core.sh	42	#=============================================================================	COMMENT
MEDIUM	ods/install-core.sh	63	#=============================================================================	COMMENT
MEDIUM	ods/install-core.sh	65	#=============================================================================	COMMENT
MEDIUM	ods/install-core.sh	90	#=============================================================================	COMMENT
MEDIUM	ods/install-core.sh	92	#=============================================================================	COMMENT
MEDIUM⚡	ods/install-core.sh	299	#=============================================================================	COMMENT
MEDIUM⚡	ods/install-core.sh	301	#=============================================================================	COMMENT
MEDIUM⚡	ods/install-core.sh	307	#=============================================================================	COMMENT
MEDIUM⚡	ods/install-core.sh	309	#=============================================================================	COMMENT
MEDIUM⚡	ods/docker-compose.base.yml	9	# ============================================	COMMENT
MEDIUM⚡	ods/docker-compose.base.yml	11	# ============================================	COMMENT
MEDIUM⚡	ods/docker-compose.base.yml	19	# ============================================	COMMENT
1258 more matches not shown…

Hyper-Verbose Identifiers1251 hits · 1069 pts

Severity	File	Line	Snippet	Context
LOW	ods/bin/ods-host-agent.py	118	def _ensure_windows_resolver_pyyaml(python_cmd: str) -> None:	CODE
LOW	ods/bin/ods-host-agent.py	249	def _detect_docker_network_gateway(network_name: str) -> str:	CODE
LOW	ods/bin/ods-host-agent.py	283	def _detect_docker_bridge_gateway() -> str:	CODE
LOW	ods/bin/ods-host-agent.py	533	def validate_core_recreate_ids(service_ids: list[str]) -> tuple[bool, str]:	CODE
LOW	ods/bin/ods-host-agent.py	567	def _post_install_core_recreate(service_id: str) -> None:	CODE
LOW	ods/bin/ods-host-agent.py	651	def _local_model_name_from_gguf(gguf_file: str) -> str:	CODE
LOW	ods/bin/ods-host-agent.py	656	def _local_gguf_filename_from_id(model_id: str) -> str \| None:	CODE
LOW	ods/bin/ods-host-agent.py	669	def _resolve_local_gguf_filename(model_id: str, models_dir: Path) -> str \| None:	CODE
LOW	ods/bin/ods-host-agent.py	1140	def _service_has_docker_container(service_id: str) -> tuple[bool, str]:	CODE
LOW	ods/bin/ods-host-agent.py	1189	def _narrow_install_pull_flags(flags: list, service_id: str) -> list:	CODE
LOW	ods/bin/ods-host-agent.py	1207	def _narrowed_compose_set_resolves(narrowed_flags: list, service_id: str,	CODE
LOW	ods/bin/ods-host-agent.py	1258	def _fail_stale_update_status(data: dict) -> dict:	CODE
LOW	ods/bin/ods-host-agent.py	1400	def _write_tailscale_status_payload(self, payload: dict, source: str):	CODE
LOW	ods/bin/ods-host-agent.py	1424	def _find_native_tailscale_cli(self) -> str \| None:	CODE
LOW	ods/bin/ods-host-agent.py	1441	def _try_native_tailscale_status(self) -> bool:	CODE
LOW	ods/bin/ods-host-agent.py	1681	def _handle_invalidate_compose_cache(self):	CODE
LOW	ods/bin/ods-host-agent.py	1849	def _handle_network_wifi_scan(self):	CODE
LOW	ods/bin/ods-host-agent.py	1920	def _handle_network_wifi_connect(self):	CODE
LOW	ods/bin/ods-host-agent.py	1985	def _handle_network_wifi_forget(self):	CODE
LOW	ods/bin/ods-host-agent.py	2351	def _handle_extension_compose_toggle(self, activate: bool):	CODE
LOW	ods/bin/ods-host-agent.py	2409	def _handle_extension_sync_config(self):	CODE
LOW	ods/bin/ods-host-agent.py	3434	def _handle_model_download_cancel(self):	CODE
LOW	ods/bin/ods-host-agent.py	4033	def _lemonade_completion_ready(host: str, port: str, gguf_file: str) -> bool:	CODE
LOW	ods/bin/ods-host-agent.py	4057	def _is_windows_host_lemonade(env: dict) -> bool:	CODE
LOW	ods/bin/ods-host-agent.py	4069	def _restart_windows_lemonade(env: dict):	CODE
LOW	ods/bin/ods-host-agent.py	4328	def _patch_hermes_model_config(	STRING
LOW	ods/bin/ods-host-agent.py	4500	def _launch_native_llama_server(env_path: Path, llama_bin: Path, llama_log: Path, pid_file: Path):	STRING
LOW	ods/bin/ods-host-agent.py	4548	def _compose_restart_llama_server(env: dict):	STRING
LOW	ods/bin/ods-mdns.py	161	def _direct_ports_lan_reachable(env: dict[str, str]) -> bool:	CODE
LOW	ods/tests/test-fedora-strix-compat.py	49	def test_amd_dockerfile_arg_scope() -> None:	CODE
LOW	ods/tests/test-fedora-strix-compat.py	63	def test_selinux_labels_on_relative_bind_mounts() -> None:	CODE
LOW	ods/tests/test-fedora-strix-compat.py	83	def test_ods_doctor_all_backend_wildcard() -> None:	CODE
LOW	ods/tests/test-fedora-strix-compat.py	89	def test_token_spy_key_wiring() -> None:	CODE
LOW⚡	ods/tests/test-runtime-config-wiring.py	16	def test_linux_installer_uses_renderer_with_fallback() -> None:	CODE
LOW⚡	ods/tests/test-runtime-config-wiring.py	24	def test_bootstrap_upgrade_uses_renderer_with_fallback() -> None:	CODE
LOW⚡	ods/tests/test-runtime-config-wiring.py	32	def test_host_agent_uses_renderer_with_fallback() -> None:	CODE
LOW	ods/tests/test_todo_fixes.py	30	def test_vad_patch_single_line_transcribe_call() -> None:	CODE
LOW	ods/tests/test_todo_fixes.py	43	def test_vad_patch_multiline_transcribe_call() -> None:	CODE
LOW	ods/tests/test_todo_fixes.py	60	def test_vad_patch_is_idempotent_when_kwargs_already_exist() -> None:	CODE
LOW	ods/tests/test_todo_fixes.py	72	def test_vad_patch_uses_rightmost_paren_for_nested_single_line_call() -> None:	STRING
LOW⚡	ods/tests/test-assign-gpus.py	57	def test_model_too_large_errors(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	67	def test_no_topology_analysis_needed(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	81	def test_omitting_llama_server_does_not_crash(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	85	def test_llama_server_assigned_even_when_omitted(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	90	def test_only_requested_services_plus_llama(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	94	def test_explicit_llama_server_unchanged(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	107	def test_model_fits_one_gpu_rank_first_takes_pair(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	113	def test_model_fits_one_gpu_strategy_colocated(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	118	def test_model_fits_one_gpu_services_share_last(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	123	def test_model_fits_one_gpu_pipeline(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	131	def test_model_needs_both_gpus_strategy_colocated(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	135	def test_model_needs_both_gpus_llama_gets_both(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	139	def test_model_needs_both_gpus_services_share_llamas_last(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	144	def test_model_needs_both_gpus_llama_pipeline(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	212	def test_model_fits_one_gpu_picks_phb_pair(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	220	def test_model_fits_one_gpu_colocated(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	225	def test_model_fits_one_gpu_pipeline(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	232	def test_model_fits_one_gpu_no_gpu_idle(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	236	def test_model_needs_two_gpus_colocated(self):	CODE
LOW⚡	ods/tests/test-assign-gpus.py	240	def test_model_needs_two_gpus_picks_phb_pair(self):	CODE
1191 more matches not shown…

Cross-Language Confusion45 hits · 238 pts

Severity	File	Line	Snippet	Context
HIGH	ods/bin/ods-host-agent.py	3836	# Lemonade returns {"status":"ok","model_loaded":null}	COMMENT
HIGH	ods/bin/ods-host-agent.py	4148	$cacheBin = if ($userProfile) { Join-Path (Join-Path (Join-Path $userProfile ".cache") "lemonade") "bin" } else { $null	CODE
HIGH	ods/bin/ods-host-agent.py	3993	Lemonade returns {"status": "ok", "model_loaded": null} when healthy	STRING
HIGH⚡	ods/tests/test-perplexica-entrypoint.py	46	sample = 'g.push({content:k,metadata:{url:a,title:j}})'	CODE
HIGH⚡	ods/tests/test-perplexica-entrypoint.py	53	assert patched == 'g.push({content:k.slice(0,30000),metadata:{url:a,title:j}})'	CODE
HIGH	…xtensions/services/dashboard-api/routers/extensions.py	493	# `deploy: { resources: null }` or `resources: { reservations: null }`	COMMENT
HIGH	ods/extensions/services/dashboard-api/routers/talk.py	571	"status": "ok", "warning": null}	STRING
HIGH	…nsions/services/dashboard-api/tests/test_extensions.py	2643	' "phase_label": "stale", "error": null,'	CODE
HIGH	…nsions/services/dashboard-api/tests/test_extensions.py	2091	"""Strict regression for the audit-flagged bug: `deploy: { resources: null }`.	STRING
HIGH	…nsions/services/dashboard-api/tests/test_extensions.py	2111	"""Defense-in-depth: `resources: { reservations: null }`.	STRING
HIGH	…ns/services/dashboard-api/tests/test_model_activate.py	40	body = '{"status": "ok", "model_loaded": null}'	CODE
HIGH⚡	…ns/services/dashboard-api/tests/test_model_activate.py	54	"""model_loaded=false is unusual but non-null, so should be True."""	STRING
HIGH⚡	…ns/services/dashboard-api/tests/test_model_activate.py	59	"""model_loaded="" is non-null, so should be True."""	STRING
HIGH⚡	ods/extensions/services/token-spy/main.py	2067	totalCost += d.total_cost \|\| 0;	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2068	totalInput += d.total_input_tokens \|\| 0;	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2069	totalOutput += d.total_output_tokens \|\| 0;	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2070	totalTurns += d.turns \|\| 0;	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2071	totalCacheRead += d.total_cache_read \|\| 0;	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2072	totalCacheWrite += d.total_cache_write \|\| 0;	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2154	{ label: 'Input', data: sorted.map(u => u.input_tokens \|\| 0), color: '#58a6ff' },	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2155	{ label: 'Output', data: sorted.map(u => u.output_tokens \|\| 0), color: '#f0883e' },	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2156	{ label: 'Cache Read', data: sorted.map(u => u.cache_read_tokens \|\| 0), color: '#3fb950' },	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2157	{ label: 'Cache Write', data: sorted.map(u => u.cache_write_tokens \|\| 0), color: '#da3633' },	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2167	cacheRead += (u.cache_read_tokens \|\| 0);	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2168	cacheWrite += (u.cache_write_tokens \|\| 0);	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2169	input += (u.input_tokens \|\| 0);	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2170	output += (u.output_tokens \|\| 0);	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2172	const total = cacheRead + cacheWrite + input + output \|\| 1;	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2202	const cost = u.estimated_cost_usd \|\| 0;	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2205	totalData.push({x: ts, y: runningTotal});	CODE
HIGH⚡	ods/extensions/services/token-spy/main.py	2206	if (running[u.agent] !== undefined) {	CODE
HIGH	ods/extensions/services/token-spy/main.py	1943	let tokensChart = null, breakdownChart = null, costChart = null, historyChart = null, cumulativeChart = null;	CODE
HIGH	ods/extensions/services/token-spy/main.py	1964	window._scl = sessions.reduce((max, s) => Math.max(max, s.session_char_limit \|\| 200000), 200000);	CODE
HIGH	ods/extensions/services/token-spy/main.py	1989	if (n == null) return '\\u2014';	CODE
HIGH	ods/extensions/services/token-spy/main.py	1996	if (n == null) return '$0.00';	CODE
HIGH	ods/extensions/services/token-spy/main.py	2036	const limit = s.session_char_limit \|\| 200000;	CODE
HIGH	ods/extensions/services/token-spy/main.py	2102	points: agentData.map(u => ({x: parseTs(u.timestamp), y: u.estimated_cost_usd \|\| 0})),	CODE
HIGH	ods/extensions/services/token-spy/main.py	2126	points: agentData.map(u => ({x: parseTs(u.timestamp), y: u.conversation_history_chars \|\| 0})),	CODE
HIGH	ods/extensions/services/token-spy/main.py	2138	{ value: window._scl \|\| 200000, color: '#f0883e', label: fmt(window._scl \|\| 200000) + ' (~' + fmt(Math.round((wind	CODE
HIGH	ods/extensions/services/token-spy/main.py	2139	{ value: (window._scl \|\| 200000) * 2.5, color: '#da3633', label: fmt((window._scl \|\| 200000) * 2.5) + ' (~' + fmt(	CODE
HIGH	ods/extensions/services/token-spy/main.py	2273	window._scl = s.session_char_limit \|\| 200000;	CODE
HIGH	ods/extensions/services/token-spy/main.py	2300	if (cfg.session_char_limit != null) {	CODE
HIGH	ods/extensions/services/token-spy/main.py	2319	if (!el) return null;	CODE
HIGH	ods/extensions/services/token-spy/main.py	2329	if (!h4 \|\| h4.textContent === 'Global Defaults') return;	CODE
HIGH	ods/extensions/services/token-spy/main.py	2355	window._scl = body.session_char_limit \|\| window._scl;	CODE

Over-Commented Block209 hits · 201 pts

Severity	File	Line	Snippet	Context
LOW	ods/test-stack.sh	1	#!/bin/bash	COMMENT
LOW	ods/ods-update.sh	1	#!/bin/bash	COMMENT
LOW	ods/docker-compose.intel.yml	1	# ODS — Intel Arc GPU Overlay (SYCL backend)	COMMENT
LOW	ods/docker-compose.lemonade-external.yml	1	# ODS - external Lemonade SDK runtime overlay	COMMENT
LOW	ods/docker-compose.multigpu-amd.yml	1	# ODS — AMD Multi-GPU Overlay	COMMENT
LOW	ods/test-install.sh	1	#!/bin/bash	COMMENT
LOW	ods/install-core.sh	1	#!/bin/bash	COMMENT
LOW	ods/install-core.sh	221	--no-openclaw) ENABLE_OPENCLAW=false; OPENCLAW_EXPLICIT=true; shift ;;	COMMENT
LOW	ods/docker-compose.arc.yml	1	# ODS — Intel Arc GPU Overlay (oneAPI SYCL, build-from-source)	COMMENT
LOW	ods/docker-compose.base.yml	101	# links into the install.	COMMENT
LOW	ods/docker-compose.base.yml	221	# aligned with ods-proxy and ods-mdns so invite QR codes point at	COMMENT
LOW	ods/docker-compose.base.yml	241	# routing collapses our model id down to whatever's loaded).	COMMENT
LOW	ods/ods-uninstall.sh	181	systemctl --user disable --now "$unit" 2>/dev/null \|\| true	COMMENT
LOW	ods/ods-uninstall.sh	201	# spawn the Metal binary directly and track it via a PID file. If the file	COMMENT
LOW	ods/ods-uninstall.sh	281	mkdir -p "$MODELS_BACKUP"	COMMENT
LOW	ods/bin/ods-host-agent.py	1821	_update_thread.start()	COMMENT
LOW	ods/bin/ods-host-agent.py	2441	return	COMMENT
LOW	ods/bin/ods-host-agent.py	2941	# compose so we don't refetch images for every other installed	COMMENT
LOW	ods/bin/ods-host-agent.py	3601	hermes_live_exists_for_context = hermes_live_config.exists()	COMMENT
LOW	ods/config/ape/policy.yaml	1	# APE Policy Configuration	COMMENT
LOW	ods/config/openclaw/inject-token.js	1	// Inject gateway auth token into Control UI so it auto-connects	COMMENT
LOW	ods/config/openclaw/inject-token.js	41	// ON, so device auth defaults to ON regardless of bind mode. Disabling it is an	COMMENT
LOW	ods/tests/test-service-registry.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/test-openclaw-device-auth-default.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/test-preflight.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/test-jetson-detection.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/test-doc-links.sh	1	#!/usr/bin/env bash	COMMENT
LOW	ods/tests/test-tier-map.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/test-extension-integration.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/test-openclaw-inject-token.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/test-hardware-compatibility.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/test-bind-address-sweep.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/test-validate-env.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/test-network-security.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/test-hooks.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/test-bootstrap-openclaw-compose-guard.sh	1	#!/usr/bin/env bash	COMMENT
LOW	ods/tests/test-bootstrap-openclaw-compose-guard.sh	61	echo ""; echo "Result: $PASSED passed, $FAILED failed"; exit 1	COMMENT
LOW	ods/tests/test-fleet-multi-distro-keep-going.sh	1	#!/usr/bin/env bash	COMMENT
LOW	ods/tests/test-gpu-apple.sh	1	#!/usr/bin/env bash	COMMENT
LOW	ods/tests/test-ods-test.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/fleet-external-lemonade-e2e.sh	1	#!/usr/bin/env bash	COMMENT
LOW	ods/tests/test-multi-distro.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/test-ods-config-secret-mask.sh	1	#!/usr/bin/env bash	COMMENT
LOW	ods/tests/test-secret-security.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/test-macos-host-agent-verification.sh	1	#!/usr/bin/env bash	COMMENT
LOW	ods/tests/smoke/installer-env-smoke.sh	1	#!/bin/bash	COMMENT
LOW	ods/tests/contracts/test-ods-doctor.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…tests/contracts/test-windows-hermes-config-patching.sh	1	#!/usr/bin/env bash	COMMENT
LOW	ods/tests/contracts/test-overlay-map-coherence.sh	1	#!/usr/bin/env bash	COMMENT
LOW	ods/tests/contracts/test-windows-lemonade-swap-wait.sh	1	#!/usr/bin/env bash	COMMENT
LOW	ods/tests/contracts/test-windows-lemonade-swap-wait.sh	21	# full model cannot be proven, it must restore the previous active config	COMMENT
LOW	ods/tests/reproducers/langfuse-uid-check.sh	1	#!/usr/bin/env bash	COMMENT
LOW	ods/docs/TAILSCALE.md	61	# 1. Generate an auth key.	COMMENT
LOW	ods/docs/TAILSCALE.md	101	# "hostname": "ods",	COMMENT
LOW	ods/docs/HERMES-SSO.md	41	# 3. Generate an owner card from the dashboard	COMMENT
LOW	ods/docs/HERMES.md	141	# 1. Pick a published upstream image tag.	COMMENT
LOW	ods/extensions/library/templates/compose-gpu-swap.yaml	1	# =============================================================================	COMMENT
LOW	ods/extensions/library/templates/compose-gpu-swap.yaml	21	# extensions/services/my-service/	COMMENT
LOW	ods/extensions/library/templates/compose-gpu-swap.yaml	61	# compose.amd.yaml — AMD ROCm overlay (same file, different name)	COMMENT
LOW	ods/extensions/library/templates/compose-gpu-swap.yaml	81	# # The container user must belong to the video and render groups on the host.	COMMENT
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Structural Annotation Overuse78 hits · 137 pts

Severity	File	Line	Snippet	Context
LOW⚡	ods/bin/ods-host-agent.py	2930	# Step 1: Setup hook (if requested). The helper is a no-op	COMMENT
LOW⚡	ods/bin/ods-host-agent.py	2939	# Step 2: Pull (best-effort — failure is non-fatal if cached image exists).	COMMENT
LOW⚡	ods/bin/ods-host-agent.py	3045	# Step 4: Success	COMMENT
LOW⚡	ods/bin/ods-host-agent.py	3048	# Step 5: Post-install core recreate (best-effort, non-fatal).	COMMENT
LOW	ods/bin/ods-host-agent.py	2011	# Step 1: resolve and verify this is a Wi-Fi profile. Use -t for	COMMENT
LOW	ods/bin/ods-host-agent.py	2051	# Step 2: type-confirmed Wi-Fi → safe to delete.	COMMENT
LOW	ods/bin/ods-host-agent.py	2977	# Step 3: Start	COMMENT
LOW	ods/docs/EXTENSIONS.md	45	### Step 1: Create the extension directory	COMMENT
LOW	ods/docs/EXTENSIONS.md	55	### Step 2: Create the manifest	COMMENT
LOW	ods/docs/EXTENSIONS.md	68	### Step 3: Create the compose fragment	COMMENT
LOW	ods/docs/EXTENSIONS.md	95	### Step 4: Validate	COMMENT
LOW	ods/docs/EXTENSIONS.md	114	### Step 5: Test it	COMMENT
LOW	ods/docs/WINDOWS-INSTALL-WALKTHROUGH.md	21	## Step 1: Enable WSL2	COMMENT
LOW	ods/docs/WINDOWS-INSTALL-WALKTHROUGH.md	41	## Step 2: Install GPU Drivers	COMMENT
LOW	ods/docs/WINDOWS-INSTALL-WALKTHROUGH.md	61	## Step 3: Install Docker Desktop	COMMENT
LOW	ods/docs/WINDOWS-INSTALL-WALKTHROUGH.md	79	## Step 4: Run ODS Installer	COMMENT
LOW	ods/docs/WINDOWS-INSTALL-WALKTHROUGH.md	170	## Step 5: Verify Installation	COMMENT
LOW	ods/docs/WINDOWS-INSTALL-WALKTHROUGH.md	201	## Step 6: Run Diagnostics	COMMENT
LOW	ods/docs/WINDOWS-WSL2-GPU-GUIDE.md	45	### Step 1: Enable WSL2	COMMENT
LOW⚡	ods/docs/WINDOWS-WSL2-GPU-GUIDE.md	60	### Step 2: Install Docker Desktop	COMMENT
LOW⚡	ods/docs/WINDOWS-WSL2-GPU-GUIDE.md	68	### Step 3: Install NVIDIA Drivers	COMMENT
LOW⚡	ods/docs/WINDOWS-WSL2-GPU-GUIDE.md	78	### Step 4: Run ODS Installer	COMMENT
LOW	ods/docs/WINDOWS-TROUBLESHOOTING-GUIDE.md	103	### Step 1: Check Your Windows Version	COMMENT
LOW	ods/docs/WINDOWS-TROUBLESHOOTING-GUIDE.md	113	### Step 2: Install WSL2 (Windows Subsystem for Linux)	COMMENT
LOW	ods/docs/WINDOWS-TROUBLESHOOTING-GUIDE.md	131	### Step 3: Install Docker Desktop	COMMENT
LOW	ods/docs/WINDOWS-TROUBLESHOOTING-GUIDE.md	145	### Step 4: Install NVIDIA Drivers	COMMENT
LOW	ods/docs/WINDOWS-TROUBLESHOOTING-GUIDE.md	157	### Step 5: Run ODS Installer	COMMENT
LOW	ods/docs/WINDOWS-TROUBLESHOOTING-GUIDE.md	175	### Step 6: Wait for Model Download	COMMENT
LOW	ods/docs/WINDOWS-TROUBLESHOOTING-GUIDE.md	191	### Step 7: Access Your AI	COMMENT
LOW	…ashboard/src/components/__tests__/SetupWizard.test.jsx	79	// Step 4: type a name so Next becomes enabled	COMMENT
LOW	…/extensions/services/dashboard/src/pages/FirstBoot.jsx	302	// Step 1 - Welcome / setup label	COMMENT
LOW	…/extensions/services/dashboard/src/pages/FirstBoot.jsx	351	// Step 2 - First user	COMMENT
LOW	…/extensions/services/dashboard/src/pages/FirstBoot.jsx	407	// Step 3 - Stack picker	COMMENT
LOW	…/extensions/services/dashboard/src/pages/FirstBoot.jsx	472	// Step 4 - Confirm & finish	COMMENT
LOW⚡	ods/extensions/services/token-spy/filters.py	228	# Step 1: Separate system messages from conversation messages	COMMENT
LOW⚡	ods/extensions/services/token-spy/filters.py	237	# Step 2: Group conversation messages into atomic units	COMMENT
LOW⚡	ods/extensions/services/token-spy/filters.py	242	# Step 3: Apply max_pairs — keep only the N most recent units	COMMENT
LOW⚡	ods/extensions/services/token-spy/filters.py	249	# Step 4: Drop old tool calls from older units	COMMENT
LOW⚡	ods/extensions/services/token-spy/filters.py	281	# Step 6: Flatten units back into message list	COMMENT
LOW⚡	ods/extensions/services/token-spy/filters.py	286	# Step 7: Apply always_keep_last_n safety — ensure the last N raw messages	COMMENT
LOW	ods/extensions/services/token-spy/filters.py	268	# Step 5: Truncate tool result content in all kept messages	COMMENT
LOW	ods/extensions/services/token-spy/filters.py	301	# Step 8: Apply max_total_chars if set	COMMENT
LOW⚡	ods/installers/macos/install-macos.sh	2047	# Step 2: skip if already cached.	COMMENT
LOW⚡	ods/installers/macos/install-macos.sh	2051	# Step 3: POST to trigger download.	COMMENT
LOW⚡	ods/installers/macos/install-macos.sh	2061	# Step 4: verify the model is actually cached.	COMMENT
LOW	ods/installers/macos/install-macos.sh	2034	# Step 1: wait briefly for the models API to be ready (max 15s).	COMMENT
LOW⚡	ods/installers/lib/detection.sh	618	# Step 1: Is there even NVIDIA hardware on this machine?	COMMENT
LOW⚡	ods/installers/lib/detection.sh	625	# Step 2: Ensure a driver package is installed	COMMENT
LOW	ods/installers/lib/detection.sh	657	# Step 3: Try loading the module — see why it fails	COMMENT
LOW⚡	ods/installers/lib/detection.sh	671	# Step 4: If it's not a Secure Boot issue, bail out	COMMENT
LOW⚡	ods/installers/lib/detection.sh	677	# Step 5: Secure Boot is blocking the module — ensure it's properly signed	COMMENT
LOW	ods/installers/lib/detection.sh	749	# Step 6: Try loading — if MOK key is already enrolled, this works immediately	COMMENT
LOW	ods/installers/lib/detection.sh	760	# Step 7: MOK key needs firmware enrollment — one reboot required	COMMENT
LOW⚡	ods/installers/phases/11-services.sh	955	# Step 1: start any containers already in Created state	COMMENT
LOW⚡	ods/installers/phases/11-services.sh	957	# Step 2: wait for services to stabilize, then compose pass	COMMENT
LOW⚡	ods/installers/phases/11-services.sh	960	# Step 3: catch any stragglers from the second pass	COMMENT
LOW	ods/installers/phases/12-health.sh	451	# Step 1: wait briefly for the models API to be ready. Whisper's /health	COMMENT
LOW⚡	ods/installers/phases/12-health.sh	466	# Step 2: skip download if already cached.	COMMENT
LOW⚡	ods/installers/phases/12-health.sh	470	# Step 3: POST to trigger download. Log stdout/stderr to install log.	COMMENT
LOW⚡	ods/installers/phases/12-health.sh	480	# Step 4: verify the model is actually cached. POST can return 200	COMMENT
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Excessive Try-Catch Wrapping119 hits · 114 pts

Severity	File	Line	Snippet	Context
MEDIUM	ods/bin/ods-host-agent.py	870	def _thread_target() -> None:	CODE
MEDIUM	ods/bin/ods-host-agent.py	1723	def _handle_update_check(self):	CODE
MEDIUM	ods/bin/ods-host-agent.py	2726	def restart_container_later():	CODE
LOW⚡	ods/bin/ods-host-agent.py	3054	except Exception:	CODE
LOW	ods/bin/ods-host-agent.py	881	except Exception:	CODE
LOW	ods/bin/ods-host-agent.py	890	except Exception:	CODE
LOW	ods/bin/ods-host-agent.py	1633	except Exception as exc:	CODE
LOW	ods/bin/ods-host-agent.py	1812	except Exception as exc:	CODE
LOW	ods/bin/ods-host-agent.py	2614	except Exception as exc:	CODE
LOW	ods/bin/ods-host-agent.py	2667	except Exception as exc:	CODE
LOW	ods/bin/ods-host-agent.py	2737	except Exception as exc:	CODE
LOW	ods/bin/ods-host-agent.py	2757	except Exception as exc:	CODE
LOW	ods/bin/ods-host-agent.py	3073	except Exception:	CODE
LOW	ods/bin/ods-host-agent.py	3122	except Exception as exc:	CODE
LOW	ods/bin/ods-host-agent.py	3425	except Exception as exc:	CODE
LOW	ods/bin/ods-host-agent.py	3926	except Exception as exc:	CODE
LOW	ods/tests/test-service-registry.sh	203	except Exception:	CODE
LOW	ods/tests/test-openclaw-device-auth-default.sh	54	except Exception: print("__MISSING__")	CODE
LOW	ods/tests/test-templates.sh	88	except Exception:	CODE
LOW	ods/tests/dashboard-load-test.py	62	except Exception as e:	CODE
LOW	ods/tests/dashboard-load-test.py	87	except Exception as e:	CODE
LOW	ods/tests/validate-agent-templates.py	139	except Exception as exc: # noqa: BLE001 - diagnostic script should continue	CODE
LOW	ods/extensions/library/services/bark/server.py	175	except Exception as e:	CODE
LOW	ods/extensions/library/services/bark/server.py	197	except Exception as e:	CODE
LOW	ods/extensions/library/services/bark/test_server.py	177	except Exception as e:	CODE
LOW	ods/extensions/library/services/bark/test_server.py	274	except Exception as e:	CODE
MEDIUM	ods/extensions/library/services/bark/test_server.py	173	def make_request():	CODE
MEDIUM	ods/extensions/library/services/bark/test_server.py	270	def load_and_check():	CODE
LOW⚡	ods/extensions/services/ape/main.py	420	except Exception: # pragma: no cover - best effort	CODE
LOW⚡	ods/extensions/services/ape/main.py	426	except Exception as e:	CODE
LOW	ods/extensions/services/ape/main.py	77	except Exception: # pragma: no cover - platform dependent	CODE
LOW	ods/extensions/services/ape/main.py	214	except Exception as e:	CODE
LOW	ods/extensions/services/ape/main.py	281	except Exception: # pragma: no cover - non-serialisable args	CODE
LOW	ods/extensions/services/ape/main.py	404	except Exception as e: # corrupt / partial file → start clean, keep file	CODE
LOW	ods/extensions/services/ape/main.py	705	except Exception as e:	CODE
LOW	ods/extensions/services/ape/main.py	1040	except Exception as e:	CODE
LOW	ods/extensions/services/dashboard-api/hermes_bridge.py	195	except Exception: # pragma: no cover — best-effort cleanup	CODE
LOW	ods/extensions/services/dashboard-api/hermes_bridge.py	199	except Exception: # pragma: no cover	CODE
LOW	ods/extensions/services/dashboard-api/hermes_bridge.py	215	except Exception:	CODE
LOW	ods/extensions/services/dashboard-api/hermes_bridge.py	220	except Exception:	CODE
LOW	ods/extensions/services/dashboard-api/hermes_bridge.py	287	except Exception: # pragma: no cover — keep sweeper alive on bugs	CODE
LOW	ods/extensions/services/dashboard-api/main.py	957	except Exception:	CODE
LOW	ods/extensions/services/dashboard-api/main.py	1614	except Exception:	CODE
LOW	ods/extensions/services/dashboard-api/routers/voice.py	31	except Exception:	CODE
LOW	ods/extensions/services/dashboard-api/routers/voice.py	43	except Exception:	CODE
LOW	ods/extensions/services/dashboard-api/routers/setup.py	179	except Exception as exc: # noqa: BLE001 — sentinel contract requires some terminal signal	CODE
LOW	ods/extensions/services/dashboard-api/routers/gpu.py	555	except Exception: # Broad catch: background task must survive transient failures	CODE
LOW	ods/extensions/services/dashboard-api/routers/talk.py	212	except Exception:	CODE
LOW	…s/extensions/services/dashboard-api/routers/privacy.py	76	except Exception:	CODE
LOW	ods/extensions/services/token-spy/db_postgres.py	137	except Exception:	CODE
LOW	ods/extensions/services/token-spy/db_postgres.py	210	except Exception:	CODE
LOW⚡	ods/extensions/services/token-spy/main.py	1011	except Exception as e:	CODE
LOW⚡	ods/extensions/services/token-spy/main.py	1020	except Exception:	CODE
LOW⚡	ods/extensions/services/token-spy/main.py	1508	except Exception as e:	CODE
LOW	ods/extensions/services/token-spy/main.py	405	except Exception as e:	CODE
LOW	ods/extensions/services/token-spy/main.py	459	except Exception as e:	CODE
LOW	ods/extensions/services/token-spy/main.py	756	except Exception as e:	CODE
LOW	ods/extensions/services/token-spy/main.py	788	except Exception as e:	CODE
LOW	ods/extensions/services/token-spy/main.py	797	except Exception:	CODE
LOW	ods/extensions/services/token-spy/main.py	984	except Exception as e:	CODE
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Deep Nesting112 hits · 94 pts

Severity	File	Line	Context
LOW	ods/bin/ods-host-agent.py	370	CODE
LOW	ods/bin/ods-host-agent.py	419	CODE
LOW	ods/bin/ods-host-agent.py	669	CODE
LOW	ods/bin/ods-host-agent.py	791	CODE
LOW	ods/bin/ods-host-agent.py	1045	CODE
LOW	ods/bin/ods-host-agent.py	4069	CODE
LOW	ods/bin/ods-host-agent.py	4600	CODE
LOW	ods/bin/ods-host-agent.py	1330	CODE
LOW	ods/bin/ods-host-agent.py	1636	CODE
LOW	ods/bin/ods-host-agent.py	1920	CODE
LOW	ods/bin/ods-host-agent.py	2071	CODE
LOW	ods/bin/ods-host-agent.py	2409	CODE
LOW	ods/bin/ods-host-agent.py	2903	CODE
LOW	ods/bin/ods-host-agent.py	3080	CODE
LOW	ods/bin/ods-host-agent.py	3139	CODE
LOW	ods/bin/ods-host-agent.py	3475	CODE
LOW	ods/bin/ods-host-agent.py	3934	CODE
LOW	ods/bin/ods-host-agent.py	2920	CODE
LOW	ods/bin/ods-host-agent.py	3246	CODE
LOW	ods/bin/ods-host-agent.py	3282	CODE
LOW	ods/tests/dashboard-load-test.py	38	CODE
LOW	ods/tests/validate-agent-templates.py	75	CODE
LOW	ods/tests/test_mdns_subdomains.py	45	CODE
LOW	ods/tests/contracts/test-port-contracts.py	55	CODE
LOW	ods/extensions/services/ape/main.py	293	CODE
LOW	ods/extensions/services/ape/main.py	409	CODE
LOW	ods/extensions/services/ape/main.py	482	CODE
LOW	ods/extensions/services/ape/main.py	790	CODE
LOW	ods/extensions/services/ape/main.py	1011	CODE
LOW	ods/extensions/services/dashboard-api/hermes_bridge.py	257	CODE
LOW	ods/extensions/services/dashboard-api/hermes_bridge.py	321	CODE
LOW	ods/extensions/services/dashboard-api/config.py	55	CODE
LOW	ods/extensions/services/dashboard-api/config.py	316	CODE
LOW	ods/extensions/services/dashboard-api/config.py	410	CODE
LOW	ods/extensions/services/dashboard-api/settings.py	178	CODE
LOW	…xtensions/services/dashboard-api/performance_oracle.py	866	CODE
LOW	ods/extensions/services/dashboard-api/gpu.py	37	CODE
LOW	ods/extensions/services/dashboard-api/gpu.py	144	CODE
LOW	ods/extensions/services/dashboard-api/gpu.py	257	CODE
LOW	ods/extensions/services/dashboard-api/gpu.py	487	CODE
LOW	ods/extensions/services/dashboard-api/gpu.py	660	CODE
LOW	ods/extensions/services/dashboard-api/main.py	137	CODE
LOW	ods/extensions/services/dashboard-api/main.py	268	CODE
LOW	ods/extensions/services/dashboard-api/main.py	427	CODE
LOW	ods/extensions/services/dashboard-api/main.py	591	CODE
LOW	ods/extensions/services/dashboard-api/main.py	1368	CODE
LOW	ods/extensions/services/dashboard-api/main.py	1370	CODE
LOW	ods/extensions/services/dashboard-api/helpers.py	564	CODE
LOW	ods/extensions/services/dashboard-api/helpers.py	610	CODE
LOW	ods/extensions/services/dashboard-api/helpers.py	676	CODE
LOW	ods/extensions/services/dashboard-api/helpers.py	748	CODE
LOW	ods/extensions/services/dashboard-api/helpers.py	776	CODE
LOW	ods/extensions/services/dashboard-api/helpers.py	847	CODE
LOW	ods/extensions/services/dashboard-api/helpers.py	880	CODE
LOW	…s/extensions/services/dashboard-api/user_extensions.py	19	CODE
LOW	ods/extensions/services/dashboard-api/routers/models.py	81	CODE
LOW	ods/extensions/services/dashboard-api/routers/models.py	413	CODE
LOW	ods/extensions/services/dashboard-api/routers/models.py	514	CODE
LOW	…s/extensions/services/dashboard-api/routers/updates.py	38	CODE
LOW	…s/extensions/services/dashboard-api/routers/updates.py	273	CODE
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Modern AI Meta-Vocabulary25 hits · 81 pts

Severity	File	Line	Snippet	Context
MEDIUM	ARCHITECTURE.md	144	### 5. RAG Pipeline	COMMENT
MEDIUM	CONTRIBUTORS.md	36	* [Tony363 (Tony Siu)](https://github.com/Tony363) — Raised dashboard-api test coverage to 95% with 3,500+ lines of te	COMMENT
MEDIUM	ods/config/n8n/06-rag-demo.json	14	"content": "## RAG Demo\n\nThis is a template workflow for retrieval-augmented generation.\n\nCustomize the node	CODE
MEDIUM	ods/config/n8n/rag-pipeline-trigger.json	14	"content": "## RAG Pipeline Trigger\n\nThis is a template workflow for ingesting documents from a watched folder	CODE
MEDIUM	ods/tests/test-phase-c-p1.sh	94	# Test RAG test endpoint	COMMENT
MEDIUM	ods/tests/contracts/test-installer-contracts.sh	179	# RAG = qdrant (vector store) + embeddings (TEI). Both default from	COMMENT
MEDIUM	ods/docs/PLATFORM-TRUTH-TABLE.md	20	## Release language guardrails	COMMENT
MEDIUM	ods/docs/M1-OFFLINE-MODE.md	60	# Test local embeddings/RAG if enabled.	COMMENT
MEDIUM	ods/docs/M1-OFFLINE-MODE.md	104	### Option 2: Configure Legacy OpenClaw for Local RAG	COMMENT
MEDIUM	ods/docs/INTEGRATION-GUIDE.md	89	### With RAG (Qdrant + Embeddings)	COMMENT
MEDIUM	ods/extensions/library/services/crewai/compose.yaml	1	# CrewAI Studio — no-code multi-agent UI (https://github.com/strnad/CrewAI-Studio)	COMMENT
MEDIUM	ods/scripts/showcase.sh	174	echo -e "${YELLOW}Qdrant not running. Enable with: docker compose ps qdrant # RAG services start with the stack	CODE
MEDIUM	ods/scripts/showcase.sh	198	# Simple RAG demo using direct LLM (without full workflow for CLI demo)	COMMENT
MEDIUM	ods/scripts/bootstrap-upgrade.sh	1425	# the 8k context window. OpenCode hits the same wall.	COMMENT
MEDIUM⚡	ods/scripts/session-cleanup.sh	11	# The agent doesn't notice — it just gets a clean context window.	COMMENT
MEDIUM	ods/scripts/demo-offline.sh	164	# ── Demo 3: RAG ──────────────────────────────────────	COMMENT
MEDIUM⚡	ods/installers/macos/lib/tier-map.sh	12	# Each tier maps to a specific GGUF quantization and context window.	COMMENT
MEDIUM⚡	ods/installers/macos/lib/tier-map.sh	225	# Hermes requires at least a 64K context window. Keep the fast-start model at	COMMENT
MEDIUM⚡	ods/installers/lib/bootstrap-model.sh	16	# Hermes requires at least a 64K context window, so fast-start installs keep	COMMENT
MEDIUM⚡	ods/installers/lib/tier-map.sh	14	# Each tier maps to a specific GGUF quantization and context window.	COMMENT
MEDIUM⚡	ods/installers/phases/09-offline.sh	45	# Use local RAG instead of web search	COMMENT
MEDIUM	ods/installers/phases/09-offline.sh	63	# Use local RAG with Qdrant instead	COMMENT
MEDIUM	ods/installers/phases/03-features.sh	172	# RAG = qdrant (vector store) + embeddings (TEI). Both default from	COMMENT
MEDIUM	ods/installers/phases/07-devtools.sh	120	# ── OpenCode (local agentic coding platform) ──	COMMENT
MEDIUM	ods/installers/phases/12-health.sh	300	# Perplexica auto-config: seed chat model + embedding model on first boot.	COMMENT

Redundant / Tautological Comments51 hits · 77 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	16	# Check if ods directory exists	COMMENT
LOW	ods/ods-backup.sh	687	# Check if running in ODS directory	COMMENT
LOW	ods/ods-restore.sh	633	# Check if running in ODS directory	COMMENT
LOW	ods/ods-preflight.sh	222	# Check if container is running but model still loading	COMMENT
LOW	ods/tests/test-tts-full.sh	27	# Check if we got audio data (MP3 starts with ID3 or empty binary)	COMMENT
LOW	ods/tests/test-phase-c-p1.sh	55	# Check if values are hardcoded (static string detection)	COMMENT
LOW	ods/tests/test-phase-c-p1.sh	131	# Check if settings endpoint returns data	COMMENT
LOW	ods/tests/test-phase-c-p1.sh	145	# Check if voice agent service is running properly	COMMENT
LOW⚡	ods/tests/test-hardware-compatibility.sh	230	# Check if installer validates disk space	COMMENT
LOW	ods/tests/test-network-security.sh	107	# Check if ports are bound to localhost only	COMMENT
LOW	ods/tests/test-network-security.sh	113	# Check if this is intentional (dashboard, API endpoints)	COMMENT
LOW	ods/tests/benchmark-status-performance.sh	25	# Check if ods-cli exists	COMMENT
LOW	ods/tests/test-network-timeouts.sh	53	# Check if timeout is present on the same line or nearby	COMMENT
LOW	ods/tests/test-network-timeouts.sh	60	# Check if timeout is on the same line (use grep -F for fixed string)	COMMENT
LOW	ods/tests/test-stt-full.sh	18	# Check if we can generate a simple test	COMMENT
LOW	ods/tests/test-secret-security.sh	303	# Check if there's allowlist validation to mitigate the risk	COMMENT
LOW	ods/tests/smoke/installer-env-smoke.sh	337	# Check if it's defined anywhere else	COMMENT
LOW	…xtensions/services/dashboard-api/routers/extensions.py	1801	# Check if service is still enabled (built-in or user extension)	COMMENT
LOW	…nsions/services/dashboard-api/tests/test_extensions.py	3119	# Set updated_at to far in the past (well over 1 hour)	COMMENT
LOW	ods/extensions/services/token-spy/db_postgres.py	72	# Check if tenant exists	COMMENT
LOW⚡	ods/extensions/services/token-spy/main.py	1511	# Check if this agent needs an auto-reset	COMMENT
LOW⚡	ods/extensions/services/token-spy/filters.py	290	# Check if tail messages are already in filtered_conv	COMMENT
LOW	ods/extensions/services/privacy-shield/pii_scrubber.py	90	# Check if we've seen this PII before	COMMENT
LOW	ods/extensions/services/whisper/docker-entrypoint.sh	59	# Check if VAD parameters already exist	COMMENT
LOW⚡	ods/scripts/migrate-config.sh	9	# ./migrate-config.sh check # Check if migration needed	COMMENT
LOW	ods/scripts/migrate-config.sh	166	# Check if migration is needed	COMMENT
LOW	ods/scripts/migrate-config.sh	242	# Check if this migration is needed	COMMENT
LOW⚡	ods/scripts/pre-download.sh	194	# Check if model is cached	COMMENT
LOW	ods/scripts/validate.sh	123	# Check if container is running	COMMENT
LOW	ods/scripts/ods-test-functional.sh	114	# Check if response contains "4" (the answer to 2+2)	COMMENT
LOW	ods/scripts/ods-test-functional.sh	200	# Check if response contains array of numbers	COMMENT
LOW	ods/scripts/session-cleanup.sh	94	# Check if this session is active	COMMENT
LOW	ods/scripts/validate-compose-stack.sh	47	# Check if docker/docker compose is available	COMMENT
LOW	ods/scripts/ods-doctor.sh	221	# Check if extension is enabled	COMMENT
LOW	ods/scripts/llm-cold-storage.sh	55	# Check if any running process references this model	COMMENT
LOW	ods/memory-shepherd/memory-shepherd.sh	307	# Check if the agent exists in config	COMMENT
LOW	ods/installers/macos/install-macos.sh	1283	# Check if process died	COMMENT
LOW	ods/installers/macos/install-macos.sh	1402	# Check if "apple" is not listed but service works on CPU	COMMENT
LOW	ods/installers/macos/lib/env-generator.sh	700	# Check if Perplexica is responding	COMMENT
LOW	ods/installers/macos/lib/env-generator.sh	712	# Check if already configured for this served model.	COMMENT
LOW	ods/installers/macos/lib/detection.sh	103	# Check if docker CLI is available	COMMENT
LOW	ods/installers/macos/lib/detection.sh	127	# Check if Docker daemon is responsive	COMMENT
LOW	ods/installers/lib/packaging.sh	210	# Check if a package is available in the repos	COMMENT
LOW	ods/installers/lib/background-tasks.sh	85	# Check if process is still running	COMMENT
LOW	ods/installers/lib/background-tasks.sh	163	# Check if still running	COMMENT
LOW	ods/installers/lib/path-utils.sh	83	# Check if path is empty	COMMENT
LOW	ods/installers/lib/path-utils.sh	89	# Check if parent directory exists and is writable	COMMENT
LOW	ods/installers/phases/13-summary.sh	72	# Check if any background tasks are registered	COMMENT
LOW	ods/installers/phases/11-services.sh	439	# Check if model exists and verify integrity	COMMENT
LOW	ods/installers/phases/02-detection.sh	237	# Check if upgrade succeeded	COMMENT
LOW	.github/workflows/autonomous-code-scanner.yml	363	# Check if budget exceeded	COMMENT

Self-Referential Comments21 hits · 68 pts

Severity	File	Line	Snippet	Context
MEDIUM	ods/docker-compose.lemonade-external.yml	7	# This file is intentionally not standalone. It is selected by	COMMENT
MEDIUM	ods/config/litellm/lemonade.yaml	6	# This file is a template. The installer (06-directories.sh) generates	COMMENT
MEDIUM	ods/tests/benchmark-status-performance.sh	35	# Create a simple HTTP server that responds to health checks	COMMENT
MEDIUM⚡	ods/tests/test-hooks.sh	76	# Create a test extension with both setup_hook and hooks.post_install	COMMENT
MEDIUM	ods/tests/test-restore-safety-ux.sh	28	# Create a minimal backup (manifest only, no data dirs)	COMMENT
MEDIUM	ods/tests/test-doctor-command.sh	123	# Create a mock report with failures	COMMENT
MEDIUM	ods/tests/test-backup-integrity.sh	25	# Create a minimal fake ODS directory with some data	COMMENT
MEDIUM	ods/tests/test-stt-full.sh	14	# Create a small test audio file (silence + tone)	COMMENT
MEDIUM	ods/tests/test-disk-space-preflight.sh	37	# Create a minimal fake ODS dir with some data so the estimated size is > ~0	COMMENT
MEDIUM	ods/tests/test-disk-space-preflight.sh	57	# Create a minimal backup directory for restore size estimation	COMMENT
MEDIUM⚡	ods/extensions/library/templates/compose-template.yaml	5	# This file is merged into the compose stack via:	COMMENT
MEDIUM⚡	ods/extensions/templates/compose-template.yaml	5	# This file is merged into the compose stack via:	COMMENT
MEDIUM	…nsions/services/dashboard-api/tests/test_extensions.py	421	# Create a broken user extension directory (no compose.yaml or compose.yaml.disabled)	COMMENT
MEDIUM	…nsions/services/dashboard-api/tests/test_extensions.py	2568	# Create a real file and symlink compose.yaml to it	COMMENT
MEDIUM	…nsions/services/dashboard-api/tests/test_extensions.py	2590	# Create a real file and symlink the .disabled to it	COMMENT
MEDIUM	ods/extensions/services/dashboard/entrypoint.sh	6	# This file is generated by dashboard-api on first start.	COMMENT
MEDIUM	ods/extensions/services/token-spy/db_postgres.py	83	# Create the default tenant	COMMENT
MEDIUM	ods/scripts/ods-test-functional.sh	218	# Create a simple test audio file or use existing	COMMENT
MEDIUM	ods/lib/service-registry.sh	85	# Create the cache as a race-safe, private (mode 0600) temp file. Its	COMMENT
MEDIUM	ods/lib/python-cmd.sh	5	# This file is sourced by other scripts, so it must not change the caller's shell options.	COMMENT
MEDIUM	ods/installers/phases/04-requirements.sh	296	# This file is sourced by install-core.sh under `set -e`. Keep the phase's	COMMENT

Verbosity Indicators34 hits · 63 pts

Severity	File	Line	Snippet	Context
LOW⚡	ods/bin/ods-host-agent.py	2930	# Step 1: Setup hook (if requested). The helper is a no-op	COMMENT
LOW⚡	ods/bin/ods-host-agent.py	2939	# Step 2: Pull (best-effort — failure is non-fatal if cached image exists).	COMMENT
LOW⚡	ods/bin/ods-host-agent.py	3045	# Step 4: Success	COMMENT
LOW⚡	ods/bin/ods-host-agent.py	3048	# Step 5: Post-install core recreate (best-effort, non-fatal).	COMMENT
LOW	ods/bin/ods-host-agent.py	2011	# Step 1: resolve and verify this is a Wi-Fi profile. Use -t for	COMMENT
LOW	ods/bin/ods-host-agent.py	2051	# Step 2: type-confirmed Wi-Fi → safe to delete.	COMMENT
LOW	ods/bin/ods-host-agent.py	2977	# Step 3: Start	COMMENT
LOW	…ashboard/src/components/__tests__/SetupWizard.test.jsx	79	// Step 4: type a name so Next becomes enabled	COMMENT
LOW⚡	ods/extensions/services/token-spy/filters.py	228	# Step 1: Separate system messages from conversation messages	COMMENT
LOW⚡	ods/extensions/services/token-spy/filters.py	237	# Step 2: Group conversation messages into atomic units	COMMENT
LOW⚡	ods/extensions/services/token-spy/filters.py	242	# Step 3: Apply max_pairs — keep only the N most recent units	COMMENT
LOW⚡	ods/extensions/services/token-spy/filters.py	249	# Step 4: Drop old tool calls from older units	COMMENT
LOW⚡	ods/extensions/services/token-spy/filters.py	281	# Step 6: Flatten units back into message list	COMMENT
LOW⚡	ods/extensions/services/token-spy/filters.py	286	# Step 7: Apply always_keep_last_n safety — ensure the last N raw messages	COMMENT
LOW	ods/extensions/services/token-spy/filters.py	268	# Step 5: Truncate tool result content in all kept messages	COMMENT
LOW	ods/extensions/services/token-spy/filters.py	301	# Step 8: Apply max_total_chars if set	COMMENT
LOW⚡	ods/installers/macos/install-macos.sh	2047	# Step 2: skip if already cached.	COMMENT
LOW⚡	ods/installers/macos/install-macos.sh	2051	# Step 3: POST to trigger download.	COMMENT
LOW⚡	ods/installers/macos/install-macos.sh	2061	# Step 4: verify the model is actually cached.	COMMENT
LOW	ods/installers/macos/install-macos.sh	2034	# Step 1: wait briefly for the models API to be ready (max 15s).	COMMENT
LOW⚡	ods/installers/lib/detection.sh	618	# Step 1: Is there even NVIDIA hardware on this machine?	COMMENT
LOW⚡	ods/installers/lib/detection.sh	625	# Step 2: Ensure a driver package is installed	COMMENT
LOW	ods/installers/lib/detection.sh	657	# Step 3: Try loading the module — see why it fails	COMMENT
LOW⚡	ods/installers/lib/detection.sh	671	# Step 4: If it's not a Secure Boot issue, bail out	COMMENT
LOW⚡	ods/installers/lib/detection.sh	677	# Step 5: Secure Boot is blocking the module — ensure it's properly signed	COMMENT
LOW	ods/installers/lib/detection.sh	749	# Step 6: Try loading — if MOK key is already enrolled, this works immediately	COMMENT
LOW	ods/installers/lib/detection.sh	760	# Step 7: MOK key needs firmware enrollment — one reboot required	COMMENT
LOW⚡	ods/installers/phases/11-services.sh	955	# Step 1: start any containers already in Created state	COMMENT
LOW⚡	ods/installers/phases/11-services.sh	957	# Step 2: wait for services to stabilize, then compose pass	COMMENT
LOW⚡	ods/installers/phases/11-services.sh	960	# Step 3: catch any stragglers from the second pass	COMMENT
LOW	ods/installers/phases/12-health.sh	451	# Step 1: wait briefly for the models API to be ready. Whisper's /health	COMMENT
LOW⚡	ods/installers/phases/12-health.sh	466	# Step 2: skip download if already cached.	COMMENT
LOW⚡	ods/installers/phases/12-health.sh	470	# Step 3: POST to trigger download. Log stdout/stderr to install log.	COMMENT
LOW⚡	ods/installers/phases/12-health.sh	480	# Step 4: verify the model is actually cached. POST can return 200	COMMENT

Unused Imports54 hits · 52 pts

Severity	File	Line	Context
LOW	ods/bin/ods-host-agent.py	12	CODE
LOW	ods/bin/ods-mdns.py	27	CODE
LOW	ods/tests/test-fedora-strix-compat.py	10	CODE
LOW	ods/tests/test-runtime-config-wiring.py	4	CODE
LOW	ods/tests/test_todo_fixes.py	4	CODE
LOW	ods/tests/test-dependency-pins.py	4	CODE
LOW	ods/tests/test-perplexica-entrypoint.py	4	CODE
LOW	ods/tests/test-render-runtime-configs.py	4	CODE
LOW	ods/tests/validate-agent-templates.py	11	CODE
LOW	ods/tests/test_mdns_subdomains.py	18	CODE
LOW	ods/tests/test_setup_card.py	72	CODE
LOW	ods/tests/test_setup_card.py	73	CODE
LOW	ods/tests/contracts/test-hermes-worker-guardrails.py	4	CODE
LOW	ods/tests/contracts/test-ods-cli-contracts.py	9	CODE
LOW	ods/tests/contracts/test-port-contracts.py	9	CODE
LOW	ods/tests/contracts/test-network-exposure-contracts.py	4	CODE
LOW	ods/extensions/services/dashboard-api/hermes_bridge.py	27	CODE
LOW	…s/extensions/services/dashboard-api/lemonade_client.py	3	CODE
LOW	ods/extensions/services/dashboard-api/gguf_inspector.py	8	CODE
LOW	…xtensions/services/dashboard-api/performance_oracle.py	12	CODE
LOW	ods/extensions/services/dashboard-api/session_signer.py	47	CODE
LOW	ods/extensions/services/dashboard-api/routers/auth.py	28	CODE
LOW	…ns/services/dashboard-api/routers/oauth_passthrough.py	51	CODE
LOW	…xtensions/services/dashboard-api/routers/magic_link.py	49	CODE
LOW	ods/extensions/services/dashboard-api/routers/talk.py	9	CODE
LOW	ods/extensions/services/dashboard-api/routers/usage.py	3	CODE
LOW	…services/dashboard-api/tests/test_oauth_passthrough.py	5	CODE
LOW	ods/extensions/services/dashboard-api/tests/conftest.py	29	CODE
LOW	…ns/services/dashboard-api/tests/test_setup_sentinel.py	10	CODE
LOW	…/extensions/services/dashboard-api/tests/test_usage.py	3	CODE
LOW	…extensions/services/dashboard-api/tests/test_models.py	3	CODE
LOW	…xtensions/services/dashboard-api/tests/test_routers.py	3	CODE
LOW	ods/extensions/services/token-spy/providers/__init__.py	6	CODE
LOW	ods/extensions/services/token-spy/providers/__init__.py	7	CODE
LOW	ods/extensions/services/token-spy/providers/__init__.py	7	CODE
LOW	ods/extensions/services/token-spy/providers/__init__.py	8	CODE
LOW	ods/extensions/services/token-spy/providers/__init__.py	9	CODE
LOW	…tensions/services/token-spy/tests/test_usage_report.py	3	CODE
LOW	…s/extensions/services/privacy-shield/key_management.py	6	CODE
LOW	ods/scripts/validate-generated-configs.py	4	CODE
LOW	ods/scripts/patch-hermes-config.py	10	CODE
LOW	ods/scripts/check-dependency-pins.py	9	CODE
LOW	ods/scripts/audit-extensions.py	7	CODE
LOW	ods/scripts/healthcheck.py	46	CODE
LOW	ods/scripts/validate-golden-paths.py	4	CODE
LOW	ods/scripts/build-installation-context.py	25	CODE
LOW	ods/scripts/generate-extensions-catalog.py	9	CODE
LOW	ods/scripts/validate-sim-summary.py	27	CODE
LOW	ods/scripts/render-runtime-configs.py	9	CODE
LOW	ods/scripts/generate-setup-card.py	41	CODE
LOW	ods/scripts/generate-setup-card.py	348	CODE
LOW	ods/scripts/select-model.py	10	CODE
LOW	ods/scripts/check-version-consistency.py	4	CODE
LOW	ods/scripts/maintainers/list-stale-branches.py	9	CODE

Synthetic Comment Markers8 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	ods/config/n8n/llm-summarizer.json	14	"content": "## LLM Summarizer\n\nThis is a template workflow for sending text or URLs to a webhook and getting a	CODE
HIGH	.claude/commands/deep-research.md	527	Generated by Claude Code Deep Research with Rube MCP + PAL MCP	COMMENT
HIGH	.claude/commands/code-review.md	384	Generated by Claude Code Review with PAL MCP Consensus	COMMENT
HIGH	.github/workflows/claude-review.yml	390	Generated by Claude Code Review.	CODE
HIGH	.github/workflows/autonomous-code-scanner.yml	1029	Types were generated by Claude Haiku 4.5 and applied via AST-based function lookup.	CODE
HIGH	.github/workflows/autonomous-code-scanner.yml	1110	Docstrings were generated by Claude Haiku 4.5 and inserted via AST-based function lookup.	CODE
HIGH	.github/workflows/nightly-docs-update.yml	305	Generated by Claude Code (claude-sonnet-4-6) \| [Workflow Run](${{ github.server_url }}/${{ github.repository	CODE
HIGH	.github/workflows/nightly-code-review.yml	249	Automated code improvements generated by Claude Code.	CODE

Modern Structural Boilerplate31 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW	ods/bin/ods-mdns.py	72	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/hermes_bridge.py	41	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/config.py	11	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/gguf_inspector.py	15	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/security.py	11	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/agent_monitor.py	15	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/gpu.py	14	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/main.py	127	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/helpers.py	55	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/helpers.py	468	def set_services_cache(statuses: list) -> None:	CODE
LOW	ods/extensions/services/dashboard-api/session_signer.py	58	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/session_signer.py	79	def _set_secret_for_tests(value: str) -> None:	CODE
LOW	…s/extensions/services/dashboard-api/user_extensions.py	12	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/routers/auth.py	39	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/routers/models.py	39	logger = logging.getLogger(__name__)	CODE
LOW	…s/extensions/services/dashboard-api/routers/updates.py	21	logger = logging.getLogger(__name__)	CODE
LOW	…/extensions/services/dashboard-api/routers/features.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…ns/services/dashboard-api/routers/oauth_passthrough.py	66	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/routers/voice.py	9	logger = logging.getLogger(__name__)	CODE
LOW	…extensions/services/dashboard-api/routers/templates.py	11	logger = logging.getLogger(__name__)	CODE
LOW	…xtensions/services/dashboard-api/routers/extensions.py	40	logger = logging.getLogger(__name__)	CODE
LOW	…xtensions/services/dashboard-api/routers/magic_link.py	73	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/routers/setup.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…extensions/services/dashboard-api/routers/tailscale.py	33	logger = logging.getLogger(__name__)	CODE
LOW	…extensions/services/dashboard-api/routers/workflows.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…extensions/services/dashboard-api/routers/resources.py	17	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/routers/gpu.py	29	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/dashboard-api/routers/talk.py	28	logger = logging.getLogger(__name__)	CODE
LOW	…s/extensions/services/dashboard-api/routers/privacy.py	17	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/token-spy/db_postgres.py	20	logger = logging.getLogger(__name__)	CODE
LOW	ods/extensions/services/token-spy/providers/__init__.py	11	__all__ = [	CODE

AI Slop Vocabulary9 hits · 31 pts

Severity	File	Line	Snippet	Context
MEDIUM	ods/config/openclaw/inject-token.js	77	// (device auth ON). Deleting is more robust than setting false against	COMMENT
MEDIUM	ods/tests/fleet-multi-distro.sh	6	# harness without pre-created per-distro containers.	COMMENT
MEDIUM	ods/tests/test-bootstrap-upgrade-close-inherited-fds.sh	5	# opened (e.g. FD 9 from the fleet harness, or common FD 200 wrappers) for the	COMMENT
MEDIUM	ods/tests/test-docker-image-pull-retry.sh	41	# Run in a clean bash so we can stub sleep/spin_task without affecting this test harness.	COMMENT
MEDIUM⚡	…tests/contracts/test-windows-hermes-config-patching.sh	115	# delegated Windows installer. The fleet harness and public docs call the	COMMENT
MEDIUM	ods/extensions/services/dashboard-api/routers/agents.py	16	"""Get comprehensive agent monitoring metrics."""	STRING
MEDIUM⚡	…ns/services/dashboard-api/tests/test_setup_sentinel.py	115	# the test harness — but assert only the structural contract here so	COMMENT
MEDIUM⚡	…ns/services/dashboard-api/tests/test_setup_sentinel.py	116	# this test stays robust against fixture changes.	COMMENT
MEDIUM⚡	ods/scripts/validate-env.sh	83	# .env parsing (robust)	COMMENT

Example Usage Blocks15 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW⚡	ods/test-stack.sh	8	# Usage:	COMMENT
LOW	ods/test-install.sh	7	# Usage:	COMMENT
LOW⚡	ods/tests/test-multi-distro.sh	8	# Usage:	COMMENT
LOW	ods/tests/reproducers/langfuse-uid-check.sh	13	# Usage:	COMMENT
LOW⚡	ods/scripts/migrate-config.sh	8	# Usage:	COMMENT
LOW	ods/scripts/extension-runtime-check.sh	6	# Usage:	COMMENT
LOW	ods/scripts/validate-manifests.sh	5	# Usage:	COMMENT
LOW⚡	ods/scripts/pre-download.sh	10	# Usage:	COMMENT
LOW⚡	ods/scripts/ods-test.sh	12	# Usage:	COMMENT
LOW⚡	ods/scripts/upgrade-model.sh	10	# Usage:	COMMENT
LOW	ods/scripts/llm-cold-storage.sh	11	# Usage:	COMMENT
LOW	ods/scripts/linux-install-preflight.sh	5	# Usage:	COMMENT
LOW⚡	ods/lib/rsync.sh	11	# Usage:	COMMENT
LOW⚡	ods/installers/macos/ods-macos.sh	8	# Usage:	COMMENT
LOW⚡	ods/installers/macos/install-macos.sh	11	# Usage:	COMMENT

Magic Placeholder Names4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	ods/extensions/library/workflows/comfyui/README.md	34	-H "X-API-Key: your-api-key" \	CODE
HIGH	ods/extensions/library/workflows/comfyui/README.md	66	-H "X-API-Key: your-api-key" \	CODE
HIGH	ods/extensions/library/workflows/langflow/README.md	32	-H "X-API-Key: your-api-key" \	CODE
HIGH	ods/extensions/library/workflows/flowise/README.md	32	-H "X-API-Key: your-api-key" \	CODE

Fake / Example Data8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	ods/docker-compose.base.yml	132	"6":{"inputs":{"text":"placeholder","clip":["4",1]},"class_type":"CLIPTextEncode"},	CODE
LOW	ods/config/extensions-catalog.json	645	"default": "dummy-key",	CODE
LOW	…extensions/library/services/open-interpreter/server.py	74	interpreter.llm.api_key = "fake_key"	CODE
LOW	…extensions/library/services/open-interpreter/server.py	97	interpreter.llm.api_key = "fake_key"	CODE
LOW	ods/extensions/library/services/dify/README.md	37	\| `DIFY_OPENAI_API_KEY` \| API key for OpenAI-compatible endpoint \| `dummy-key` \|	CODE
LOW	ods/extensions/library/services/dify/manifest.yaml	38	default: "dummy-key"	CODE
LOW	…ervices/dashboard-api/tests/test_performance_oracle.py	236	(models_dir / "Qwen3.6-35B-A3B-UD-Q4_K_M.gguf").write_text("placeholder", encoding="utf-8")	CODE
LOW	…ons/services/privacy-shield/tests/test_pii_scrubber.py	30	assert "user@example.com" not in result	CODE

AI Structural Patterns7 hits · 6 pts

Severity	File	Line	Context
LOW	ods/extensions/services/dashboard-api/main.py	1362	CODE
LOW	ods/extensions/services/dashboard-api/helpers.py	259	CODE
LOW	ods/extensions/services/dashboard-api/routers/models.py	727	CODE
LOW	ods/extensions/services/dashboard-api/routers/models.py	734	CODE
LOW	ods/extensions/services/dashboard-api/routers/models.py	750	CODE
LOW	ods/extensions/services/dashboard-api/routers/models.py	786	CODE
LOW	…ns/services/dashboard-api/tests/test_model_activate.py	75	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	ods/extensions/services/token-spy/providers/registry.py	30	Get a provider instance by name. Creates a new instance with the given config. Does not cache instances	STRING

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/generate-type-hints.py	115	"original_signature": "def process_data(data, options=None):",	CODE
LOW	.github/scripts/generate-type-hints.py	116	"typed_signature": "def process_data(data: List[dict], options: Optional[dict] = None) -> dict:",	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings