agent0ai/agent-zero

18.3

Adjusted Score

18.3

Raw Score

100%

Time Factor

2026-08-27

Last Push

19.0K

Stars

Python

Language

310.7K

Lines of Code

2.0K

Files

4.5K

Pattern Hits

2026-08-29

Scan Date

0.10

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 3HIGH 187MEDIUM 224LOW 4057

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 4471 distinct pattern matches across 23 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.

Hyper-Verbose Identifiers2233 hits · 2040 pts

Severity	File	Line	Snippet	Context
LOW	models.py	60	def _normalize_litellm_kwargs(values: dict[str, Any]) -> dict[str, Any]:	CODE
LOW	models.py	86	def get_litellm_global_kwargs() -> dict[str, Any]:	CODE
LOW	models.py	121	def _merge_litellm_call_kwargs(*overrides: dict[str, Any] \| None) -> dict[str, Any]:	CODE
LOW	models.py	303	def _is_transient_litellm_error(exc: Exception) -> bool:	CODE
LOW	models.py	837	def _get_local_embedding_model(	CODE
LOW	run_tunnel.py	20	class NoRequestLoggingWSGIRequestHandler(WSGIRequestHandler):	CODE
LOW	run_ui.py	53	def flush_and_shutdown_callback() -> None:	CODE
LOW	agent.py	1005	def _responses_state_for_model(self, model: Any) -> dict[str, Any]:	CODE
LOW	agent.py	1016	def _responses_input_items_since(	CODE
LOW	agent.py	1024	def _responses_input_items_for_message(	CODE
LOW	agent.py	1041	def _responses_prompt_input_items(	CODE
LOW	agent.py	1049	def _remember_llm_result_state(	CODE
LOW	agent.py	1238	async def _log_response_builtin_items(self, llm_result: LLMResult) -> None:	CODE
LOW	agent.py	1252	async def _handle_responses_computer_call(self, item: dict[str, Any]) -> None:	CODE
LOW	agent.py	1308	def _handle_responses_mcp_approval_request(self, item: dict[str, Any]) -> None:	CODE
LOW	agent.py	1382	def _computer_call_output_item(	CODE
LOW	agent.py	1413	def _clear_responses_pending_state(self) -> None:	CODE
LOW	prepare.py	8	def _retire_legacy_collabora_runtime() -> None:	CODE
LOW	tools/call_subordinate.py	18	def _subordinate_profile_labels(agent: Agent) -> dict[str, str]:	CODE
LOW	tools/call_subordinate.py	26	def _validate_subordinate_profile(agent: Agent, profile: str) -> str:	CODE
LOW	tools/call_subordinate.py	119	def get_or_create_subordinate(	CODE
LOW	tools/a2a_chat.py	55	def _extract_latest_assistant_text(task_response: Any) -> str:	CODE
LOW	tools/scheduler.py	63	def _task_schedule_from_input(schedule: Any, timezone: str \| None = None) -> TaskSchedule:	CODE
LOW	tools/scheduler.py	154	def _resolve_project_metadata(self) -> tuple[str \| None, str \| None]:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	126	def normalize_describe_to_version(describe: str) -> str:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	152	def is_supported_selector_tag(tag: str) -> bool:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	157	def sort_selector_supported_tags(tags: list[str]) -> list[str]:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	180	def build_default_backup_name() -> str:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	198	def normalize_backup_conflict_policy(conflict_policy: str) -> str:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	205	def get_latest_same_major_tag(	CODE
LOW	docker/run/fs/exe/self_update_manager.py	232	def ensure_latest_target_matches_current_major(	CODE
LOW	docker/run/fs/exe/self_update_manager.py	311	def resolve_backup_destination(	CODE
LOW	docker/run/fs/exe/self_update_manager.py	403	def should_exclude_from_usr_backup(	CODE
LOW	docker/run/fs/exe/self_update_manager.py	426	def should_include_usr_backup_entry(source_file: Path, logger: AttemptLogger) -> bool:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	461	def clean_transient_desktop_agent_state(	CODE
LOW	docker/run/fs/exe/self_update_manager.py	500	def _clean_gnupg_agent_entries(gnupg_dir: Path, logger: AttemptLogger) -> int:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	661	def has_local_rollback_changes(repo_dir: Path) -> bool:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	1340	def installed_target_matches_request(	CODE
LOW	plugins/_context_window/tests/test_context_window.py	27	async def test_usage_follows_prompt_sources_and_reconciles_to_total(monkeypatch):	CODE
LOW	plugins/_context_window/tests/test_context_window.py	93	async def test_api_returns_only_counts_and_effective_limit(monkeypatch):	CODE
LOW	plugins/_context_window/tests/test_context_window.py	130	def test_webui_and_accounting_are_plugin_owned():	CODE
LOW	plugins/_context_window/tests/test_context_window.py	198	def test_source_prompt_extensions_are_registered():	CODE
LOW	plugins/_context_window/tests/test_context_window.py	228	async def test_chat_stream_drains_terminal_provider_usage(monkeypatch):	CODE
LOW	plugins/_context_window/tests/test_context_window.py	296	def test_prompt_fragment_cache_is_bounded_and_content_addressed(monkeypatch):	CODE
LOW	plugins/_context_window/tests/test_context_window.py	317	def test_history_ledger_changes_without_invalidating_fragment_cache(monkeypatch):	CODE
LOW	plugins/_context_window/tests/test_context_window.py	368	def test_rendered_history_fallback_preserves_system_prompt_bucket(monkeypatch):	CODE
LOW	plugins/_context_window/tests/test_context_window.py	404	def test_provider_usage_is_optional():	CODE
LOW	plugins/_context_window/helpers/usage.py	248	def _optional_non_negative_int(*values: Any) -> int \| None:	CODE
LOW	plugins/_context_window/helpers/usage.py	259	def _optional_non_negative_float(*values: Any) -> float \| None:	CODE
LOW	plugins/_email_integration/helpers/dispatcher.py	96	def parse_dispatcher_response(response: str) -> DispatchDecision:	CODE
LOW⚡	plugins/_email_integration/helpers/handler.py	594	async def _read_attachments_via_rfc(	CODE
LOW	plugins/_email_integration/helpers/handler.py	408	def _apply_handler_model_preset(context: AgentContext, handler_cfg: dict) -> None:	CODE
LOW	plugins/_email_integration/helpers/handler.py	426	async def _send_control_email_reply(	CODE
LOW	plugins/_email_integration/helpers/handler.py	454	def _build_control_reply_subject(subject: str, thread_id: str) -> str:	CODE
LOW	plugins/_email_integration/helpers/imap_client.py	475	def _extract_email_from_sender(sender: str) -> str:	CODE
LOW	…ui/set_messages_after_loop/sync-text-editor-results.js	7	export default async function syncTextEditorResultsIntoOpenEditor(context) {	CODE
LOW⚡	…ui/set_messages_after_loop/sync-text-editor-results.js	85	function shouldSyncTextEditorResult(args = {}, payload = {}) {	CODE
LOW⚡	…ui/set_messages_after_loop/sync-text-editor-results.js	91	function shouldOpenEditorUiFromResult(payload = {}, document = {}) {	CODE
LOW⚡	…ui/set_messages_after_loop/sync-text-editor-results.js	95	function isExplicitEditorUiRequest(payload = {}) {	CODE
LOW	plugins/_editor/webui/editor-preview.js	5	export function renderEditorPreviewMarkdown(markdown = "", fullMarkdown = markdown) {	CODE
2173 more matches not shown…

Cross-Language Confusion182 hits · 1058 pts

Severity	File	Line	Snippet	Context
HIGH	plugins/_context_window/tests/test_context_window.py	194	assert "Number(item.agentno \|\| 0) !== 0" in refresh_hook	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	73	let active = document.activeElement \|\| document.body \|\| document.documentElement;	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	77	return active \|\| document.body \|\| document.documentElement;	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	81	if (!element) return null;	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	111	return selection ? String(selection.toString() \|\| "") : "";	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	115	let transfer = null;	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	119	if (transfer && seedText) {	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	154	(target \|\| document.body \|\| document.documentElement).dispatchEvent(event);	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	157	text: clipboardDataText(event.clipboardData \|\| transfer),	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	161	function dispatchInputEvent(element, type, inputType, data = null) {	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	162	let event = null;	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	238	if (!dispatchInputEvent(element, "beforeinput", "deleteByCut", null)) {	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	242	dispatchInputEvent(element, "input", "deleteByCut", null);	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	247	if (!selection \|\| selection.rangeCount === 0 \|\| !String(selection.toString() \|\| "")) {	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	247	if (!selection \|\| selection.rangeCount === 0 \|\| !String(selection.toString() \|\| "")) {	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	250	if (!dispatchInputEvent(element, "beforeinput", "deleteByCut", null)) {	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	254	dispatchInputEvent(element, "input", "deleteByCut", null);	CODE
HIGH	plugins/_browser/helpers/runtime.py	132	let event = null;	CODE
HIGH	plugins/_browser/helpers/runtime.py	205	if (!selection \|\| selection.rangeCount === 0) return false;	CODE
HIGH	plugins/_browser/helpers/runtime.py	274	result.text = event.text \|\| selectionText;	CODE
HIGH	plugins/_browser/helpers/runtime.py	275	result.handled = Boolean(result.text \|\| event.defaultPrevented);	CODE
HIGH⚡	plugins/_browser/helpers/runtime.py	2718	"() => globalThis.history?.length \|\| 0",	STRING
HIGH	plugins/_browser/helpers/runtime.py	1661	"(payload) => globalThis.__spaceBrowserPageContent__.capture(payload \|\| null)",	STRING
HIGH	plugins/_browser/helpers/runtime.py	1661	"(payload) => globalThis.__spaceBrowserPageContent__.capture(payload \|\| null)",	STRING
HIGH	plugins/_browser/helpers/runtime.py	1691	"(payload) => globalThis.__spaceBrowserPageContent__.annotate(payload \|\| null)",	STRING
HIGH	plugins/_browser/helpers/runtime.py	1691	"(payload) => globalThis.__spaceBrowserPageContent__.annotate(payload \|\| null)",	STRING
HIGH⚡	plugins/_desktop/helpers/desktop_session.py	1319	xfconf-query -c thunar -p /last-show-hidden -n -t bool -s true >/dev/null 2>&1 \|\| true	CODE
HIGH⚡	plugins/_desktop/helpers/desktop_session.py	1320	xfconf-query -c xfce4-desktop -p /desktop-icons/style -n -t int -s 2 >/dev/null 2>&1 \|\| true	CODE
HIGH⚡	plugins/_desktop/helpers/desktop_session.py	1321	xfconf-query -c xfce4-desktop -p /desktop-icons/file-icons/show-home -n -t bool -s false >/dev/null 2>&1 \|\| true	CODE
HIGH⚡	plugins/_desktop/helpers/desktop_session.py	1322	xfconf-query -c xfce4-desktop -p /desktop-icons/file-icons/show-filesystem -n -t bool -s false >/dev/null 2>&1 \|\| true	CODE
HIGH⚡	plugins/_desktop/helpers/desktop_session.py	1323	xfconf-query -c xfce4-desktop -p /desktop-icons/file-icons/show-removable -n -t bool -s false >/dev/null 2>&1 \|\| true	CODE
HIGH⚡	plugins/_desktop/helpers/desktop_session.py	1324	xfconf-query -c xfce4-desktop -p /desktop-icons/file-icons/show-trash -n -t bool -s false >/dev/null 2>&1 \|\| true	CODE
HIGH⚡	plugins/_desktop/helpers/desktop_session.py	1328	chmod +x "$launcher" 2>/dev/null \|\| true	CODE
HIGH⚡	plugins/_desktop/helpers/desktop_session.py	1331	gio set "$launcher" metadata::trusted true >/dev/null 2>&1 \|\| true	CODE
HIGH⚡	plugins/_desktop/helpers/desktop_session.py	1333	gio set -t string "$launcher" metadata::xfce-exe-checksum "$checksum" >/dev/null 2>&1 \|\| true	CODE
HIGH⚡	plugins/_desktop/helpers/desktop_session.py	1338	timeout 4 xfdesktop --reload >/dev/null 2>&1 \|\| true	CODE
HIGH	plugins/_desktop/helpers/desktop_session.py	1381	f"'\"{session.profile_dir / 'prepare-xfce-profile.sh'}\" >/dev/null 2>&1 \|\| true; exec xfce4-ses	STRING
HIGH⚡	plugins/_commands/tests/test_commands_plugin.py	83	if (!leading.active \|\| leading.query !== "goal") throw new Error("leading command hidden");	CODE
HIGH⚡	plugins/_commands/tests/test_commands_plugin.py	92	if (!resolvable.active \|\| resolvable.query !== "goal") throw new Error("postfix resolution broke");	CODE
HIGH⚡	plugins/_commands/tests/test_commands_plugin.py	95	if (!reference.active \|\| reference.query !== "src/app" \|\| reference.start !== 8 \|\| reference.end !== 16) throw new Error	CODE
HIGH⚡	plugins/_commands/tests/test_commands_plugin.py	98	if (!middle.active \|\| middle.query !== "src/app") throw new Error("caret-local reference not found");	CODE
HIGH⚡	plugins/_commands/tests/test_commands_plugin.py	102	if (fileQueryDirectory("../secret") !== null) throw new Error("parent traversal accepted");	CODE
HIGH⚡	plugins/_commands/tests/test_commands_plugin.py	103	if (fileQueryDirectory("mcp/server") !== null) throw new Error("MCP reference opened file browser");	CODE
HIGH⚡	tests/test_oauth_static.py	95	assert "this.connectingProvider \|\| this.disconnectingProvider" in store_js	CODE
HIGH⚡	tests/test_oauth_static.py	135	assert "if (model.provider && model.provider !== providerId) continue;" in store_js	CODE
HIGH⚡	tests/test_oauth_static.py	164	assert "interval: response.interval \|\| device.interval" in start_polling	CODE
HIGH⚡	tests/test_oauth_static.py	165	assert "expires_at: response.expires_at \|\| device.expires_at" in start_polling	CODE
HIGH	tests/test_model_config_ui.py	108	assert '!selectedPreset.chat.vision \|\| selectedPreset.vision.override_main' in preset_modal	CODE
HIGH	tests/test_sidebar_row_actions.py	46	assert "const openUp = spaceBelow < 96 && spaceAbove > spaceBelow;" in store	CODE
HIGH⚡	tests/test_webui_startup_assets.py	112	assert index_html.count("onload=\"this.onload=null;this.rel='stylesheet'\"") == 19	CODE
HIGH	tests/test_self_update_tag_filter.py	531	assert "if (response.ok && observedBackendUnavailable)" in content	CODE
HIGH⚡	tests/test_office_canvas_setup.py	306	assert "options.displaySize \|\| this.desktopDisplaySizeForToken(token)" in desktop_store	CODE
HIGH⚡	tests/test_office_canvas_setup.py	307	assert "result?.width \|\| width" in desktop_store	CODE
HIGH⚡	tests/test_office_canvas_setup.py	310	assert "canvas?.clientWidth \|\| canvas?.width" in desktop_store	CODE
HIGH⚡	tests/test_office_canvas_setup.py	552	settings_fallback = open_file_browser.index('const response = await callJsonApi("settings_get", null);')	CODE
HIGH⚡	tests/test_office_canvas_setup.py	556	assert "workdirPath = response?.settings?.workdir_path \|\| workdirPath;" in open_file_browser	CODE
HIGH	tests/test_office_canvas_setup.py	608	assert 'mode === PREVIEW_MODE && this.isTextDocument()' in editor_store	CODE
HIGH⚡	tests/test_agent_editor_webui.py	312	let setEnabledHandler = null;	CODE
HIGH⚡	tests/test_agent_editor_webui.py	313	let loadHandler = null;	CODE
HIGH⚡	tests/test_agent_editor_webui.py	314	let profilesHandler = null;	CODE
122 more matches not shown…

Excessive Try-Catch Wrapping842 hits · 878 pts

Severity	File	Line	Snippet	Context
LOW	models.py	90	except Exception:	CODE
LOW	models.py	634	except Exception as e:	CODE
LOW	models.py	775	except Exception as e:	CODE
LOW	preload.py	18	except Exception as e:	CODE
LOW	preload.py	35	except Exception as e:	CODE
LOW	preload.py	44	except Exception as e:	CODE
LOW	preload.py	56	except Exception as e:	CODE
MEDIUM	preload.py	9	def preload():	CODE
LOW	run_ui.py	68	except Exception as e:	CODE
LOW	agent.py	314	except Exception as e:	CODE
LOW	agent.py	462	except Exception:	CODE
LOW	agent.py	539	except Exception as e:	CODE
LOW	agent.py	552	except Exception as e:	CODE
LOW	agent.py	1171	except Exception as e:	CODE
LOW	agent.py	1459	except Exception as e:	CODE
LOW	agent.py	1559	except Exception as e:	CODE
LOW	agent.py	1584	except Exception:	CODE
LOW	prepare.py	16	except Exception as exc:	CODE
LOW	prepare.py	40	except Exception as e:	CODE
LOW	tools/vision_load.py	103	except Exception as exc:	CODE
LOW	tools/a2a_chat.py	132	except Exception as e:	CODE
LOW	tools/skills_tool.py	284	except Exception:	CODE
LOW	tools/scheduler.py	103	except Exception as exc:	CODE
LOW	tools/scheduler.py	164	except Exception:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	634	except Exception as exc:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	657	except Exception as exc:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	727	except Exception as exc:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	980	except Exception as exc:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	1192	except Exception as exc:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	1252	except Exception as exc:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	1267	except Exception as restore_exc:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	1406	except Exception as exc:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	1437	except Exception as exc:	CODE
LOW	docker/run/fs/exe/self_update_manager.py	1465	except Exception as exc:	CODE
LOW	docker/run/fs/exe/supervisor_event_listener.py	38	except Exception as e:	CODE
LOW	plugins/_skills/api/skills_catalog.py	34	except Exception as e:	CODE
LOW⚡	…tegration/extensions/python/job_loop/_10_email_poll.py	82	except Exception as e:	CODE
LOW⚡	…tegration/extensions/python/job_loop/_10_email_poll.py	101	except Exception:	CODE
LOW	plugins/_email_integration/api/test_connection.py	50	except Exception as e:	CODE
LOW	plugins/_email_integration/api/test_connection.py	71	except Exception as e:	CODE
LOW	plugins/_email_integration/api/test_connection.py	102	except Exception as e:	CODE
LOW	plugins/_email_integration/api/test_connection.py	129	except Exception as e:	CODE
LOW	plugins/_email_integration/helpers/attachment_writer.py	35	except Exception as e:	CODE
LOW⚡	plugins/_email_integration/helpers/handler.py	168	except Exception as e:	CODE
LOW⚡	plugins/_email_integration/helpers/handler.py	250	except Exception as e:	CODE
LOW⚡	plugins/_email_integration/helpers/handler.py	507	except Exception:	CODE
LOW	plugins/_email_integration/helpers/handler.py	58	except Exception:	CODE
LOW	plugins/_email_integration/helpers/attachment_reader.py	39	except Exception as e:	CODE
LOW⚡	plugins/_email_integration/helpers/imap_client.py	69	except Exception as e:	CODE
LOW	plugins/_email_integration/helpers/imap_client.py	92	except Exception:	CODE
LOW	plugins/_email_integration/helpers/imap_client.py	124	except Exception as e:	CODE
LOW	plugins/_email_integration/helpers/imap_client.py	158	except Exception:	CODE
LOW	plugins/_email_integration/helpers/imap_client.py	183	except Exception as e:	CODE
LOW⚡	plugins/_email_integration/helpers/smtp_client.py	116	except Exception as e:	STRING
LOW	plugins/_email_integration/helpers/smtp_client.py	143	except Exception as e:	STRING
LOW	plugins/_editor/api/editor_session.py	67	except Exception as exc:	CODE
LOW	plugins/_editor/api/editor_session.py	84	except Exception as exc:	CODE
LOW	plugins/_editor/api/editor_session.py	161	except Exception as exc:	CODE
LOW	plugins/_editor/api/ws_editor.py	38	except Exception as exc:	CODE
LOW	plugins/_editor/helpers/markdown_sessions.py	49	except Exception:	CODE
782 more matches not shown…

Decorative Section Separators148 hits · 501 pts

Severity	File	Line	Snippet	Context
MEDIUM	…extensions/python/process_chain_end/_55_email_reply.py	55	# ------------------------------------------------------------------	COMMENT
MEDIUM	…extensions/python/process_chain_end/_55_email_reply.py	57	# ------------------------------------------------------------------	COMMENT
MEDIUM	…tegration/extensions/python/job_loop/_10_email_poll.py	20	# ------------------------------------------------------------------	COMMENT
MEDIUM	…tegration/extensions/python/job_loop/_10_email_poll.py	22	# ------------------------------------------------------------------	COMMENT
MEDIUM	…tegration/extensions/python/job_loop/_10_email_poll.py	47	# ------------------------------------------------------------------	COMMENT
MEDIUM	…tegration/extensions/python/job_loop/_10_email_poll.py	49	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	…tegration/extensions/python/job_loop/_10_email_poll.py	89	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	…tegration/extensions/python/job_loop/_10_email_poll.py	91	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/dispatcher.py	70	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/dispatcher.py	72	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/attachment_writer.py	12	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/attachment_writer.py	14	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/attachment_writer.py	21	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/attachment_writer.py	23	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/handler.py	172	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/handler.py	174	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/handler.py	255	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/handler.py	257	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/handler.py	511	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/handler.py	513	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/handler.py	590	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/handler.py	592	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/handler.py	42	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/handler.py	44	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/handler.py	69	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/handler.py	71	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/handler.py	473	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/handler.py	475	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/handler.py	524	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/handler.py	526	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/handler.py	539	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/handler.py	541	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/handler.py	612	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/handler.py	614	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/attachment_reader.py	12	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/attachment_reader.py	14	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/attachment_reader.py	22	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/attachment_reader.py	24	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/imap_client.py	27	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/imap_client.py	29	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/imap_client.py	42	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/imap_client.py	44	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/imap_client.py	73	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/imap_client.py	75	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/imap_client.py	236	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/imap_client.py	238	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/imap_client.py	313	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/imap_client.py	315	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/smtp_client.py	19	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/smtp_client.py	21	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/smtp_client.py	34	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_email_integration/helpers/smtp_client.py	36	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	plugins/_email_integration/helpers/smtp_client.py	122	# ------------------------------------------------------------------	STRING
MEDIUM⚡	plugins/_email_integration/helpers/smtp_client.py	124	# ------------------------------------------------------------------	STRING
MEDIUM	plugins/_promptinclude/helpers/scanner.py	12	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_promptinclude/helpers/scanner.py	14	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_promptinclude/helpers/scanner.py	28	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_promptinclude/helpers/scanner.py	30	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_promptinclude/helpers/scanner.py	120	# ------------------------------------------------------------------	COMMENT
MEDIUM	plugins/_promptinclude/helpers/scanner.py	122	# ------------------------------------------------------------------	COMMENT
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Unused Imports479 hits · 461 pts

Severity	File	Line	Context
LOW	initialize.py	3	CODE
LOW	run_ui.py	3	CODE
LOW	run_ui.py	3	CODE
LOW	agent.py	6	CODE
LOW	agent.py	8	CODE
LOW	agent.py	10	CODE
LOW	agent.py	34	CODE
LOW	agent.py	34	CODE
LOW	tools/search_engine.py	1	CODE
LOW	tools/search_engine.py	2	CODE
LOW	tools/search_engine.py	3	CODE
LOW	tools/search_engine.py	3	CODE
LOW	tools/search_engine.py	3	CODE
LOW	tools/search_engine.py	5	CODE
LOW	tools/wait.py	1	CODE
LOW	tools/skills_tool.py	1	CODE
LOW	tools/document_query.py	3	CODE
LOW	docker/run/fs/exe/self_update_manager.py	2	CODE
LOW	plugins/_skills/hooks.py	1	CODE
LOW	plugins/_skills/api/skills_catalog.py	1	CODE
LOW	plugins/_email_integration/helpers/attachment_writer.py	8	CODE
LOW	…/workdir_file_mutation_after/_40_sync_open_sessions.py	1	CODE
LOW	…or/extensions/python/webui_ws_disconnect/_50_editor.py	1	CODE
LOW	…ge_loop_prompts_after/_55_include_editor_open_files.py	1	CODE
LOW	…_editor/extensions/python/webui_ws_event/_50_editor.py	1	CODE
LOW	…thon/text_editor_patch_after/_40_sync_open_sessions.py	1	CODE
LOW	…thon/text_editor_write_after/_40_sync_open_sessions.py	1	CODE
LOW	plugins/_editor/api/editor_session.py	1	CODE
LOW	plugins/_editor/api/ws_editor.py	1	CODE
LOW	plugins/_editor/helpers/markdown_sessions.py	1	CODE
LOW	plugins/_editor/helpers/open_files_context.py	1	CODE
LOW	…t/handle_exception/end/_80_retry_critical_exception.py	2	CODE
LOW	…t/handle_exception/end/_80_retry_critical_exception.py	2	CODE
LOW	…t/handle_exception/end/_80_retry_critical_exception.py	5	CODE
LOW	…t/handle_exception/end/_80_retry_critical_exception.py	6	CODE
LOW	…onologue/start/_10_reset_critical_exception_counter.py	1	CODE
LOW	…onologue/start/_10_reset_critical_exception_counter.py	1	CODE
LOW	…onologue/start/_10_reset_critical_exception_counter.py	3	CODE
LOW	…onologue/start/_10_reset_critical_exception_counter.py	4	CODE
LOW	…onologue/start/_10_reset_critical_exception_counter.py	5	CODE
LOW	…onologue/start/_10_reset_critical_exception_counter.py	6	CODE
LOW	…onologue/start/_10_reset_critical_exception_counter.py	7	CODE
LOW	plugins/_infection_check/helpers/checker.py	13	CODE
LOW	plugins/_infection_check/helpers/checker.py	14	CODE
LOW	plugins/_whatsapp_integration/helpers/number_utils.py	3	CODE
LOW	plugins/_whatsapp_integration/helpers/bridge_manager.py	7	CODE
LOW	…xtensions/python/startup_migration/_20_oauth_routes.py	1	CODE
LOW	…/models/get_api_key/end/_20_oauth_account_dummy_key.py	1	CODE
LOW	plugins/_oauth/api/start_login.py	1	CODE
LOW	plugins/_oauth/api/models.py	1	CODE
LOW	plugins/_oauth/api/disconnect.py	1	CODE
LOW	plugins/_oauth/api/manual_callback.py	1	CODE
LOW	plugins/_oauth/api/poll_device_login.py	1	CODE
LOW	plugins/_oauth/api/start_device_login.py	1	CODE
LOW	plugins/_oauth/api/status.py	1	CODE
LOW	plugins/_oauth/helpers/config.py	1	CODE
LOW	plugins/_oauth/helpers/codex.py	1	CODE
LOW	plugins/_oauth/helpers/codex.py	19	CODE
LOW	plugins/_oauth/helpers/usage_plans.py	1	CODE
LOW	plugins/_oauth/helpers/summary.py	1	CODE
419 more matches not shown…

Deep Nesting248 hits · 218 pts

Severity	File	Line	Context
LOW	models.py	60	CODE
LOW	models.py	202	CODE
LOW	models.py	394	CODE
LOW	models.py	530	CODE
LOW	models.py	644	CODE
LOW	initialize.py	84	CODE
LOW	agent.py	391	CODE
LOW	agent.py	1332	CODE
LOW	agent.py	1422	CODE
LOW	tools/vision_load.py	26	CODE
LOW	tools/scheduler.py	121	CODE
LOW	docker/run/fs/exe/self_update_manager.py	340	CODE
LOW	docker/run/fs/exe/self_update_manager.py	984	CODE
LOW	docker/run/fs/exe/self_update_manager.py	1095	CODE
LOW	docker/run/fs/exe/supervisor_event_listener.py	11	CODE
LOW	plugins/_email_integration/helpers/handler.py	73	CODE
LOW	plugins/_email_integration/helpers/imap_client.py	262	CODE
LOW	plugins/_email_integration/helpers/imap_client.py	317	CODE
LOW	plugins/_email_integration/helpers/imap_client.py	400	CODE
LOW	plugins/_promptinclude/helpers/scanner.py	137	CODE
LOW	…_integration/extensions/python/job_loop/_10_wa_poll.py	44	CODE
LOW	plugins/_whatsapp_integration/helpers/handler.py	67	CODE
LOW	plugins/_whatsapp_integration/helpers/handler.py	355	CODE
LOW	plugins/_whatsapp_integration/helpers/bridge_manager.py	486	CODE
LOW	plugins/_oauth/helpers/codex.py	883	CODE
LOW	plugins/_oauth/helpers/codex.py	917	CODE
LOW	plugins/_oauth/helpers/codex.py	968	CODE
LOW	plugins/_oauth/helpers/codex.py	986	CODE
LOW	plugins/_oauth/helpers/codex.py	1061	CODE
LOW	plugins/_oauth/helpers/codex.py	1236	CODE
LOW	plugins/_migrate_agents/helpers/migration.py	144	CODE
LOW	plugins/_migrate_agents/helpers/migration.py	226	CODE
LOW	plugins/_migrate_agents/helpers/migration.py	257	CODE
LOW	plugins/_migrate_agents/helpers/migration.py	358	CODE
LOW	plugins/_migrate_agents/helpers/migration.py	573	CODE
LOW	plugins/_migrate_agents/helpers/migration.py	613	CODE
LOW	plugins/_migrate_agents/helpers/migration.py	668	CODE
LOW	plugins/_migrate_agents/helpers/migration.py	733	CODE
LOW	…/_plugin_validator/api/plugin_validator_prepare_zip.py	26	CODE
LOW	plugins/_time_travel/helpers/retention.py	206	CODE
LOW	plugins/_time_travel/helpers/retention.py	234	CODE
LOW	plugins/_browser/tools/browser.py	30	CODE
LOW	plugins/_browser/tools/browser.py	544	CODE
LOW	plugins/_browser/api/ws_browser.py	256	CODE
LOW	plugins/_browser/api/ws_browser.py	345	CODE
LOW	plugins/_browser/api/ws_browser.py	497	CODE
LOW	plugins/_browser/api/ws_browser.py	633	CODE
LOW	plugins/_browser/helpers/extension_manager.py	86	CODE
LOW	plugins/_browser/helpers/runtime.py	343	CODE
LOW	plugins/_browser/helpers/runtime.py	3026	CODE
LOW	plugins/_browser/helpers/runtime.py	1718	CODE
LOW	plugins/_browser/helpers/runtime.py	2522	CODE
LOW	plugins/_browser/helpers/connector_runtime.py	141	CODE
LOW	plugins/_browser/helpers/connector_runtime.py	238	CODE
LOW	plugins/_document_query/helpers/fetch.py	124	CODE
LOW	…s/python/startup_migration/_10_migrate_model_config.py	108	CODE
LOW	plugins/_model_config/api/model_override.py	30	CODE
LOW	plugins/_model_config/api/model_search.py	175	CODE
LOW	plugins/_model_config/api/model_search.py	255	CODE
LOW	plugins/_model_config/api/model_search.py	268	CODE
188 more matches not shown…

Structural Annotation Overuse75 hits · 130 pts

Severity	File	Line	Snippet	Context
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	99	# Step 1: Extract full conversation text	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	106	# Step 2: Estimate tokens, resolve model, and compute context budget	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	113	# Step 3: Create progress log item (count user-visible messages only)	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	122	# Step 4: Handle large histories by chunking if necessary	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	135	# Step 5: Save pre-compaction backup before destroying history	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	138	# Step 6: Replace history with compacted version	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	156	# Step 7: Reset log and create response	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	165	# Step 8: Persist and notify	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	169	# Step 9: Force progress bar to inactive state LAST	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	204	# Step 3: Analyze with LLM (now with validated memories)	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	239	# Step 4: Apply consolidation decisions	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	334	# Step 1: Extract keywords/queries for enhanced search	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	339	# Step 2: Semantic similarity search with real scores	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	378	# Step 5: Sort by similarity score descending	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	384	# Step 6: Limit to max context for LLM	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	586	# Step 1: Remove original memories being merged	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	590	# Step 2: Insert consolidated memory	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	664	# Step 2: Proceed with normal replacement if similarity checks pass	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	668	# Step 3: Insert replacement memory	COMMENT
LOW	plugins/_memory/helpers/memory_consolidation.py	124	# Step 1: Discover similar memories	COMMENT
LOW	plugins/_memory/helpers/memory_consolidation.py	158	# Step 2: Validate that similar memories still exist (they might have been deleted by previous consolidations)	COMMENT
LOW	plugins/_memory/helpers/memory_consolidation.py	350	# Step 3: Keyword-based searches with real scores	COMMENT
LOW	plugins/_memory/helpers/memory_consolidation.py	364	# Step 4: Deduplicate by document ID, keep highest score per memory ID	COMMENT
LOW	plugins/_memory/helpers/memory_consolidation.py	621	# Step 1: Validate similarity scores for replacement safety	COMMENT
LOW	plugins/_memory/helpers/memory_consolidation.py	702	# Step 1: Update existing memories	COMMENT
LOW	plugins/_memory/helpers/memory_consolidation.py	731	# Step 2: Insert the new memory only when no existing memory was updated.	COMMENT
LOW	docs/developer/contributing-skills.md	97	### Step 1: First Step	COMMENT
LOW	docs/developer/contributing-skills.md	101	### Step 2: Second Step	COMMENT
LOW	docs/developer/contributing-skills.md	153	### Step 1: Identify the Need	COMMENT
LOW	docs/developer/contributing-skills.md	160	### Step 2: Create the Structure	COMMENT
LOW	docs/developer/contributing-skills.md	171	### Step 3: Write the SKILL.md	COMMENT
LOW	docs/developer/contributing-skills.md	201	### Step 4: Add Supporting Files (Optional)	COMMENT
LOW	docs/developer/contributing-skills.md	224	### Step 5: Test Your Skill	COMMENT
LOW	docs/setup/vps-deployment.md	123	### Step 1: Create Directory Structure	COMMENT
LOW	docs/setup/vps-deployment.md	137	### Step 2: Create Environment Configuration	COMMENT
LOW	docs/setup/vps-deployment.md	156	### Step 3: Choose Host Port	COMMENT
LOW	docs/setup/vps-deployment.md	164	### Step 4: Pull and Run Container	COMMENT
LOW	docs/setup/vps-deployment.md	179	### Step 5: Verify Container	COMMENT
LOW⚡	docs/setup/dev-setup.md	27	## Step 0: Install required software	COMMENT
LOW⚡	docs/setup/dev-setup.md	32	## Step 1: Clone or download the repository	COMMENT
LOW⚡	docs/setup/dev-setup.md	39	## Step 2: Open project folder in your IDE	COMMENT
LOW⚡	docs/setup/dev-setup.md	48	# Step 3: Prepare your IDE:	COMMENT
LOW	docs/setup/dev-setup.md	89	## Step 4: Run Agent Zero in the IDE	COMMENT
LOW	docs/setup/dev-setup.md	122	## Step 5: Run another instance of Agent Zero in Docker	COMMENT
LOW	docs/setup/dev-setup.md	134	## Step 6: Configure SSH and RFC connection	COMMENT
LOW	docs/setup/installation.md	184	### Step 1: Install Docker Desktop	COMMENT
LOW	docs/setup/installation.md	322	### Step 2: Run Agent Zero	COMMENT
LOW	docs/setup/installation.md	402	## Step 3: Configure Agent Zero	COMMENT
LOW⚡	docs/guides/a2a-setup.md	19	### Step 1: Open A2A Configuration	COMMENT
LOW⚡	docs/guides/a2a-setup.md	28	### Step 2: Get Connection URL	COMMENT
LOW⚡	docs/guides/a2a-setup.md	38	### Step 3: Save Configuration	COMMENT
LOW	docs/guides/api-integration.md	22	### Step 1: Get the API Code	COMMENT
LOW	docs/guides/api-integration.md	37	### Step 2: Provide the Code to Agent Zero	COMMENT
LOW	docs/guides/api-integration.md	55	### Step 3: Configure API Credentials	COMMENT
LOW	docs/guides/api-integration.md	86	### Step 4: Generate the Image	COMMENT
LOW⚡	webui/js/device.js	33	// Step 1: Check for touch capability (touchOnly or hybrid)	COMMENT
LOW⚡	webui/js/device.js	41	// Step 2: Check for pointer/hover capability (pointerOnly or hybrid)	COMMENT
LOW	webui/components/settings/external/api-examples.html	634	// Step 1: Send message with attachments	COMMENT
LOW	webui/components/settings/external/api-examples.html	654	// Step 2: Retrieve the uploaded file	COMMENT
LOW	skills/a0-create-plugin/SKILL.md	32	## Step 0: Ask First — Local or Community Plugin?	COMMENT
15 more matches not shown…

Redundant / Tautological Comments40 hits · 62 pts

Severity	File	Line	Snippet	Context
LOW	models.py	928	# Check if this is a local sentence-transformers model	COMMENT
LOW	plugins/_model_config/api/model_config_set.py	71	# Check if embedding model changed and notify	COMMENT
LOW	plugins/_telegram_integration/helpers/handler.py	385	# Check if existing context is still alive	COMMENT
LOW	plugins/_memory/helpers/knowledge_import.py	143	# Check if file has changed	COMMENT
LOW⚡	plugins/_memory/helpers/memory.py	703	# Check if project isolation is enabled and we are in a project	COMMENT
LOW	plugins/_code_execution/tools/code_execution_tool.py	190	# Check if session is running and handle it	COMMENT
LOW	plugins/_code_execution/helpers/shell_ssh.py	225	# Check if the last byte(s) form an incomplete multi-byte UTF-8 sequence	COMMENT
LOW	plugins/_code_execution/helpers/shell_ssh.py	229	# Check if the last byte is part of a multi-byte UTF-8 sequence (continuation byte)	COMMENT
LOW	plugins/_text_editor/helpers/file_ops.py	318	# Check if current line falls in a replace/delete range	COMMENT
LOW	…tensions/python/process_chain_end/_50_process_queue.py	21	# Check if there are queued messages	COMMENT
LOW	…ssage_loop_prompts_before/_90_organize_history_wait.py	26	# Check if the task is already done	COMMENT
LOW	api/api_terminate_chat.py	37	# Check if context exists	COMMENT
LOW	api/api_files_get.py	65	# Check if file exists	COMMENT
LOW	api/api_reset_chat.py	37	# Check if context exists	COMMENT
LOW	api/image_get.py	192	# Check if specific icon exists, fallback to generic file icon	COMMENT
LOW	api/scheduler_task_run.py	30	# Check if the task exists first	COMMENT
LOW	api/scheduler_task_run.py	36	# Check if task is already running	COMMENT
LOW	api/scheduler_task_create.py	52	# Check if schedule is provided (for ScheduledTask)	COMMENT
LOW	api/scheduler_task_delete.py	26	# Check if the task exists first	COMMENT
LOW	helpers/functions.py	11	# Check if function accepts args / *kwargs	COMMENT
LOW	helpers/files.py	97	# Read the file content	COMMENT
LOW	helpers/files.py	139	# Read the file content	COMMENT
LOW	helpers/files.py	216	# Read the file content	COMMENT
LOW	helpers/files.py	224	# Read the file content	COMMENT
LOW⚡	helpers/files.py	741	# Check if file is binary by reading a small chunk	COMMENT
LOW	helpers/backup.py	229	# Check if the pattern starts with the backed up agent zero root	COMMENT
LOW	helpers/backup.py	286	# Check if this hidden directory is explicitly included	COMMENT
LOW	helpers/backup.py	537	# Check if file matches restore patterns	COMMENT
LOW	helpers/backup.py	696	# Check if file matches restore patterns	COMMENT
LOW	helpers/backup.py	806	# Check if the archive path starts with the backed up agent zero root	COMMENT
LOW	helpers/mcp_handler.py	1636	# Check if this is a streaming HTTP type	COMMENT
LOW	helpers/browser.py	147	# # Check if frame is still valid	COMMENT
LOW	helpers/browser.py	325	# # Check if selector is our UID, return	COMMENT
LOW⚡	helpers/api.py	68	if request.data: # Check if there's any data	CODE
LOW	helpers/file_browser.py	291	# Check if this is a symlink (permissions start with 'l')	COMMENT
LOW	helpers/rfc_files.py	383	# Write file	COMMENT
LOW	helpers/rfc_files.py	616	# Write file	COMMENT
LOW	helpers/fasta2a_server.py	399	# Check if reconfiguration is needed	COMMENT
LOW	helpers/fasta2a_server.py	460	# Check if path matches token pattern /t-{token}/	COMMENT
LOW	helpers/projects.py	138	# Check if cloned repo already has .a0proj	COMMENT

Verbosity Indicators32 hits · 60 pts

Severity	File	Line	Snippet	Context
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	99	# Step 1: Extract full conversation text	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	106	# Step 2: Estimate tokens, resolve model, and compute context budget	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	113	# Step 3: Create progress log item (count user-visible messages only)	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	122	# Step 4: Handle large histories by chunking if necessary	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	135	# Step 5: Save pre-compaction backup before destroying history	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	138	# Step 6: Replace history with compacted version	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	156	# Step 7: Reset log and create response	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	165	# Step 8: Persist and notify	COMMENT
LOW⚡	plugins/_chat_compaction/helpers/compactor.py	169	# Step 9: Force progress bar to inactive state LAST	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	204	# Step 3: Analyze with LLM (now with validated memories)	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	239	# Step 4: Apply consolidation decisions	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	334	# Step 1: Extract keywords/queries for enhanced search	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	339	# Step 2: Semantic similarity search with real scores	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	378	# Step 5: Sort by similarity score descending	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	384	# Step 6: Limit to max context for LLM	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	586	# Step 1: Remove original memories being merged	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	590	# Step 2: Insert consolidated memory	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	664	# Step 2: Proceed with normal replacement if similarity checks pass	COMMENT
LOW⚡	plugins/_memory/helpers/memory_consolidation.py	668	# Step 3: Insert replacement memory	COMMENT
LOW	plugins/_memory/helpers/memory_consolidation.py	124	# Step 1: Discover similar memories	COMMENT
LOW	plugins/_memory/helpers/memory_consolidation.py	158	# Step 2: Validate that similar memories still exist (they might have been deleted by previous consolidations)	COMMENT
LOW	plugins/_memory/helpers/memory_consolidation.py	350	# Step 3: Keyword-based searches with real scores	COMMENT
LOW	plugins/_memory/helpers/memory_consolidation.py	364	# Step 4: Deduplicate by document ID, keep highest score per memory ID	COMMENT
LOW	plugins/_memory/helpers/memory_consolidation.py	621	# Step 1: Validate similarity scores for replacement safety	COMMENT
LOW	plugins/_memory/helpers/memory_consolidation.py	702	# Step 1: Update existing memories	COMMENT
LOW	plugins/_memory/helpers/memory_consolidation.py	731	# Step 2: Insert the new memory only when no existing memory was updated.	COMMENT
LOW⚡	webui/js/device.js	33	// Step 1: Check for touch capability (touchOnly or hybrid)	COMMENT
LOW⚡	webui/js/device.js	41	// Step 2: Check for pointer/hover capability (pointerOnly or hybrid)	COMMENT
LOW	webui/components/settings/external/api-examples.html	634	// Step 1: Send message with attachments	COMMENT
LOW	webui/components/settings/external/api-examples.html	654	// Step 2: Retrieve the uploaded file	COMMENT
LOW⚡	helpers/skills_cli.py	93	### Step 1: First Step	COMMENT
LOW⚡	helpers/skills_cli.py	97	### Step 2: Second Step	COMMENT

Over-Commented Block71 hits · 60 pts

Severity	File	Line	Snippet	Context
LOW	initialize.py	21		COMMENT
LOW	agent.py	641		COMMENT
LOW	agent.py	661	# PrintStyle(font_color="white", background_color="red", padding=True).print(	COMMENT
LOW	tools/scheduler.py	301		COMMENT
LOW	docker/run/fs/etc/searxng/settings.yml	41	# - autocomplete	COMMENT
LOW	docker/run/fs/etc/searxng/settings.yml	81		COMMENT
LOW	docker/run/fs/ins/setup_venv.sh	1	#!/bin/bash	COMMENT
LOW	docker/base/fs/etc/searxng/settings.yml	41	# - method	COMMENT
LOW	docker/base/fs/etc/searxng/settings.yml	81	# - name: mediathekviewweb	COMMENT
LOW	plugins/_email_integration/default_config.yaml	1	handlers: []	COMMENT
LOW	plugins/_email_integration/default_config.yaml	21	# dispatcher_instructions: ""	COMMENT
LOW	plugins/_browser/default_config.yaml	21	# Runtime used by the agent-facing browser tool:	COMMENT
LOW	plugins/_telegram_integration/default_config.yaml	1	bots: []	COMMENT
LOW	plugins/_code_execution/helpers/shell_ssh.py	161	while self.shell.recv_ready() and (	COMMENT
LOW	plugins/_code_execution/helpers/shell_ssh.py	181	# ignore_patterns=[	COMMENT
LOW	webui/js/timeout.js	1	// function timeout(ms: number, errorMessage: string = "Operation timed out") {	COMMENT
LOW	webui/js/modals.js	481	// modal.element.addEventListener(	COMMENT
LOW	conf/model_providers.yaml	1	# Supported model providers for Agent Zero	COMMENT
LOW	helpers/files.py	61		COMMENT
LOW	helpers/browser.py	1	# import asyncio	COMMENT
LOW	helpers/browser.py	21	# load_timeout = 10000	COMMENT
LOW	helpers/browser.py	41	# await self.close()	COMMENT
LOW	helpers/browser.py	61		COMMENT
LOW	helpers/browser.py	81	# # Handle page navigation events	COMMENT
LOW	helpers/browser.py	101	# self.page.on("request", handle_request)	COMMENT
LOW	helpers/browser.py	121	# url, wait_until="networkidle", timeout=Browser.load_timeout	COMMENT
LOW	helpers/browser.py	141	# for frame in self.page.frames:	COMMENT
LOW	helpers/browser.py	161		COMMENT
LOW	helpers/browser.py	181	# # print(f"Error when extracting from main frame: {e}")	COMMENT
LOW	helpers/browser.py	201	# tag.decompose()	COMMENT
LOW	helpers/browser.py	221	# tag.attrs = attrs	COMMENT
LOW	helpers/browser.py	241		COMMENT
LOW	helpers/browser.py	261	# for tag in structural_tags:	COMMENT
LOW	helpers/browser.py	281	# self.last_selector = selector	COMMENT
LOW	helpers/browser.py	301		COMMENT
LOW	helpers/browser.py	321		COMMENT
LOW	helpers/browser.py	341	# "No page is open in the browser. Please open a URL first."	COMMENT
LOW	helpers/browser.py	361		COMMENT
LOW	helpers/browser.py	381	# if nav_count != self.navigation_count:	COMMENT
LOW	helpers/email_client.py	1	# import asyncio	COMMENT
LOW	helpers/email_client.py	21	# @dataclass	COMMENT
LOW	helpers/email_client.py	41	# username: str = "",	COMMENT
LOW	helpers/email_client.py	61	# self.username = username	COMMENT
LOW	helpers/email_client.py	81	# f"Unsupported account type: {self.account_type}. "	COMMENT
LOW	helpers/email_client.py	101	# self.client = await loop.run_in_executor(None, _sync_connect)	COMMENT
LOW	helpers/email_client.py	121	# self.exchange_account = await loop.run_in_executor(None, _sync_connect)	COMMENT
LOW	helpers/email_client.py	141		COMMENT
LOW	helpers/email_client.py	161	# filter = filter or {}	COMMENT
LOW	helpers/email_client.py	181		COMMENT
LOW	helpers/email_client.py	201		COMMENT
LOW	helpers/email_client.py	221		COMMENT
LOW	helpers/email_client.py	241	# try:	COMMENT
LOW	helpers/email_client.py	261	# email_msg = email.message_from_bytes(email_data)	COMMENT
LOW	helpers/email_client.py	281	# self,	COMMENT
LOW	helpers/email_client.py	301	# sender_pattern = filter["sender"].replace("*", "")	COMMENT
LOW	helpers/email_client.py	321	# try:	COMMENT
LOW	helpers/email_client.py	341		COMMENT
LOW	helpers/email_client.py	361	# sender=str(ex_msg.sender.email_address) if ex_msg.sender else "",	COMMENT
LOW	helpers/email_client.py	381	# # Extract body and attachments	COMMENT
LOW	helpers/email_client.py	401	# filename = self._decode_header(filename)	COMMENT
11 more matches not shown…

Modern Structural Boilerplate35 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	tools/document_query.py	5	__all__ = ["DocumentQueryTool"]	CODE
LOW	plugins/_context_window/tests/test_context_window.py	22	def set_progress(self, _message: str) -> None:	CODE
LOW	plugins/_editor/helpers/markdown_sessions.py	433	def _set_session_base(session: MarkdownSession, doc: dict[str, Any]) -> None:	CODE
LOW	plugins/_oauth/helpers/providers/__init__.py	27	__all__ = [	CODE
LOW⚡	plugins/_browser/helpers/runtime.py	735	def _set_last_interacted(self, context_id: str, browser_id: int \| None) -> None:	STRING
LOW	plugins/_browser/helpers/runtime.py	2694	async def _settle(self, page: Any, short: bool = False) -> None:	STRING
LOW	plugins/_document_query/helpers/parsers/__init__.py	33	__all__ = [	CODE
LOW	plugins/_desktop/helpers/desktop_session.py	2350	def _set_registry_prop(root: ET.Element, item_path: str, prop_name: str, value: str) -> None:	STRING
LOW	plugins/_desktop/helpers/desktop_routes.py	6	__all__ = ["VirtualDesktopGateway", "install_route_hooks", "is_installed"]	CODE
LOW	plugins/_kokoro_tts/helpers/__init__.py	3	__all__ = ["runtime"]	CODE
LOW	plugins/_commands/helpers/commands.py	1007	def _set_flag_value(flags: dict[str, Any], key: str, value: Any) -> None:	CODE
LOW	plugins/_telegram_integration/helpers/draft_stream.py	74	async def update_response(context: AgentContext, response_text: str) -> None:	CODE
LOW	plugins/_telegram_integration/helpers/command_ui.py	481	def _set_session_mapping(context: AgentContext) -> None:	CODE
LOW	plugins/_office/helpers/artifact_editor.py	1324	def _set_word_paragraph_text(paragraph: ET.Element, text: str) -> None:	CODE
LOW	plugins/_office/helpers/artifact_editor.py	1348	def _set_drawing_paragraph_text(paragraph: ET.Element, text: str) -> None:	CODE
LOW	plugins/_office/helpers/artifact_editor.py	1631	def _set_matrix_value(rows: list[list[Any]], row_idx: int, col_idx: int, value: Any) -> None:	CODE
LOW⚡	tests/test_http_auth_csrf.py	21	def _set_session(client, **values) -> None:	CODE
LOW⚡	tests/test_http_auth_csrf.py	27	def _set_csrf_cookie(client, token: str) -> None:	CODE
LOW	tests/test_file_tree_visualize.py	122	def _set_entry_times(relative_path: str, timestamp: float) -> None:	CODE
LOW	tests/test_stop_agent.py	19	def set_progress(self, progress: str, *, active: bool) -> None:	CODE
LOW	tests/test_prompt_protocol.py	12	def set_progress(self, _message: str) -> None:	CODE
LOW	api/image_get.py	117	def _set_image_headers(response: Response, filename: str, file_ext: str) -> None:	CODE
LOW	helpers/watchdog.py	411	__all__ = [	CODE
LOW	helpers/notification.py	204	def update_item(self, no: int, **kwargs) -> None:	CODE
LOW	helpers/ws_manager.py	197	def set_shared_ws_manager(manager: "WsManager") -> None:	CODE
LOW	helpers/ws_manager.py	1486	def set_server_restart_broadcast(self, enabled: bool) -> None:	CODE
LOW	helpers/localization.py	100	def set_timezone(self, timezone: str) -> None:	CODE
LOW⚡	helpers/parallel_tools.py	713	def _update_parallel_child_log(job: ParallelJob) -> None:	CODE
LOW	helpers/defer.py	222	def set_result(result: Any) -> None:	CODE
LOW	helpers/defer.py	228	def set_exception(exception: BaseException) -> None:	CODE
LOW	helpers/settings.py	407	def set_runtime_settings_snapshot(settings: Settings) -> None:	CODE
LOW	helpers/document_query.py	9	__all__ = [	CODE
LOW	helpers/projects.py	704	def set_project_subagent_enabled(name: str, profile_id: str, enabled: bool) -> None:	CODE
LOW	helpers/kvp.py	40	def set_runtime(key: str, value: Any) -> None:	CODE
LOW	helpers/kvp.py	68	def set_persistent(key: str, value: Any) -> None:	CODE

Self-Referential Comments11 hits · 32 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker/base/fs/ins/install_searxng.sh	21	# Create the searxng directory and set ownership	COMMENT
MEDIUM	…sions/python/message_loop_result/_10_context_doctor.py	65	# Create a response log item when streaming did not create one	COMMENT
MEDIUM	api/scheduler_task_create.py	73	# Create a scheduled task	COMMENT
MEDIUM	api/scheduler_task_create.py	106	# Create a planned task	COMMENT
MEDIUM	api/scheduler_task_create.py	124	# Create an ad-hoc task	COMMENT
MEDIUM	helpers/print_catch.py	11	# Create a StringIO object to capture the output	COMMENT
MEDIUM	helpers/print_catch.py	15	# Define a function to get the current captured output	COMMENT
MEDIUM	helpers/settings.py	813	# This function is kept for backward compatibility but returns an empty dict.	COMMENT
MEDIUM	helpers/modules.py	9	T = TypeVar("T") # Define a generic type variable	CODE
MEDIUM	helpers/modules.py	17	# Create the module spec and load the module	COMMENT
MEDIUM	helpers/duckduckgo_search.py	4	# # Create an instance with custom parameters	COMMENT

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	…components/modals/scheduler/scheduler-task-editor.html	144	<button @click.prevent="$store.schedulerStore.editingTask.plan.todo.spli	CODE
CRITICAL	…components/modals/scheduler/scheduler-task-editor.html	349	<button @click.prevent="$store.schedulerStore.editingTask.plan.todo.spli	CODE
CRITICAL	helpers/microsoft_tunnel.py	9	from flaredantic.core.exceptions import MicrosoftTunnelError	CODE

AI Structural Patterns28 hits · 26 pts

Severity	File	Line	Context
LOW	models.py	530	CODE
LOW	models.py	644	CODE
LOW	models.py	897	CODE
LOW	agent.py	63	CODE
LOW	plugins/_browser/tools/browser.py	30	CODE
LOW	plugins/_browser/helpers/runtime.py	2382	CODE
LOW	plugins/_desktop/helpers/desktop_state.py	630	CODE
LOW	plugins/_commands/helpers/commands.py	390	CODE
LOW	plugins/_telegram_integration/helpers/draft_stream.py	375	CODE
LOW	plugins/_memory/helpers/memory.py	609	CODE
LOW	plugins/_code_execution/tools/code_execution_tool.py	241	CODE
LOW	plugins/_code_execution/tools/code_execution_tool.py	518	CODE
LOW	plugins/_office/tools/office_artifact.py	14	CODE
LOW	plugins/_office/helpers/artifact_editor.py	73	CODE
LOW	plugins/_office/helpers/artifact_editor.py	148	CODE
LOW	api/download_work_dir_file.py	77	CODE
LOW	api/rfc.py	17	CODE
LOW	helpers/plugins.py	654	CODE
LOW	helpers/files.py	454	CODE
LOW	helpers/file_tree.py	30	CODE
LOW	helpers/task_scheduler.py	183	CODE
LOW	helpers/task_scheduler.py	307	CODE
LOW	helpers/task_scheduler.py	362	CODE
LOW	helpers/task_scheduler.py	445	CODE
LOW	helpers/perplexity_search.py	33	CODE
LOW	helpers/vector_db.py	138	CODE
LOW	helpers/rfc.py	41	CODE
LOW	helpers/tool.py	74	CODE

Modern AI Meta-Vocabulary6 hits · 17 pts

Severity	File	Line	Snippet	Context
MEDIUM	preload.py	21	# preload embedding model	COMMENT
MEDIUM	agent.py	613	# store as last context window content	COMMENT
MEDIUM	tools/vision_load.py	21	# image token estimation for context window	COMMENT
MEDIUM	tools/scheduler.py	93	# Validate cron expression, agent might hallucinate	COMMENT
MEDIUM	plugins/_model_config/api/model_config_set.py	71	# Check if embedding model changed and notify	COMMENT
MEDIUM	docs/README.md	109	- [Multi-Agent Cooperation](guides/usage.md#multi-agent-cooperation)	CODE

AI Slop Vocabulary7 hits · 17 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/skills_tool.py	139	) as e: # keep tool robust; return error instead of crashing loop	CODE
MEDIUM	plugins/_model_config/helpers/model_config.py	117	# The plugin hook resolves selection-only config. Keep this boundary robust	COMMENT
MEDIUM	api/ws_dev_test.py	73	# may process them). Only warn for events that look like dev-harness	COMMENT
MEDIUM	webui/js/websocket.js	404	// the Engine.IO handshake. This is required for seamless reconnect after backend	COMMENT
LOW	helpers/skills_import.py	168	# If relative fails due to symlink oddities, just use leaf folder name	COMMENT
MEDIUM	helpers/backup.py	367	# Add comprehensive metadata	COMMENT
LOW	helpers/errors.py	48	# If no "File" lines found, or not enough to trim, just return the original traceback	COMMENT

Docstring Block Structure3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	plugins/_commands/helpers/commands.py	542	Resolve a slash command invocation, executing text rendering or a Python script hook. Args: path: P	STRING
HIGH	helpers/file_tree.py	42	Render a directory tree relative to the repository base path. Parameters: relative_path: Base directory (re	STRING
HIGH	helpers/rfc_files.py	314	Find a file in the main directory or backup directories. Args: file_path: Relative file path to search	STRING

Fake / Example Data14 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	plugins/_browser/assets/browser-page-content.js	1204	const placeholderText = normalizeAttributeText(element?.getAttribute?.("placeholder"));	CODE
LOW	plugins/_browser/assets/browser-page-content.js	1398	const placeholder = normalizeAttributeText(element.getAttribute?.("placeholder"));	CODE
LOW	plugins/_browser/assets/browser-page-content.js	1487	const placeholder = normalizeAttributeText(element.getAttribute?.("placeholder"));	CODE
LOW⚡	tests/test_oauth_providers.py	191	account_label="user@example.com",	CODE
LOW⚡	tests/test_oauth_providers.py	197	account_label="user@example.com",	CODE
LOW⚡	tests/test_oauth_providers.py	201	assert poll.account_label == "user@example.com"	CODE
LOW⚡	tests/test_oauth_providers.py	203	assert callback.account_label == "user@example.com"	CODE
LOW	tests/test_oauth_providers.py	361	"account_label": "user@example.com",	CODE
LOW	tests/test_oauth_providers.py	376	assert summary["oauth_accounts"]["connected"][0]["account_label"] == "user@example.com"	CODE
LOW	tests/test_oauth_providers.py	648	account_label="user@example.com",	CODE
LOW	tests/test_oauth_providers.py	672	assert response["account_label"] == "user@example.com"	CODE
LOW	tests/test_oauth_gemini_api.py	156	"id_token": _jwt({"email": "user@example.com"}),	CODE
LOW	tests/test_oauth_gemini_api.py	168	assert result.account_label == "user@example.com"	CODE
LOW	helpers/browser.py	211	# "placeholder",	COMMENT

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	docs/developer/mcp-configuration.md	32	"Authorization": "Bearer YOUR_API_KEY"	CODE
HIGH	docs/guides/mcp-setup.md	114	"Authorization": "Bearer YOUR_API_KEY"	CODE

Overly Generic Function Names7 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	run_tunnel.py	35	async def handle_request():	CODE
LOW	agent.py	284	def run_task(	CODE
LOW	tools/scheduler.py	207	async def run_task(self, **kwargs) -> Response:	CODE
LOW	helpers/browser.py	92	# async def handle_request(request):	COMMENT
LOW⚡	helpers/api.py	62	async def handle_request(self, request: Request) -> Response:	CODE
LOW	helpers/fasta2a_server.py	35	async def run_task(self, params):	CODE
LOW	helpers/fasta2a_server.py	94	async def run_task(self, params: Any) -> None: # params: TaskSendParams	CODE

Slop Phrases3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	agents/_example/tools/example_tool.py	4	# don't forget to include instructions in the system prompt by creating	COMMENT
LOW	agents/_example/tools/example_tool.py	4	# don't forget to include instructions in the system prompt by creating	COMMENT
LOW	helpers/task_scheduler.py	493	# If we updated the plan, make sure to persist it	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	webui/components/settings/external/api-examples.html	418	// Example usage	COMMENT

TODO Padding1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	webui/js/transformers@3.0.2.js	100	var r,a,s,i,o,l,u,d,c,p,h,m,f,g,_,w,y,b,v,x,M,T,k,$,C,S,P,E,F,A,I,z,O,B,L=Object.defineProperty,D=Object.getOwnPropertyD	CODE

Analysis Overview

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Severity Breakdown

Directory Score Breakdown

Pattern Findings