MoonshotAI/kimi-cli

31.0

Adjusted Score

31.0

Raw Score

100%

Time Factor

2026-07-16

Last Push

11.1K

Stars

Python

Language

235.3K

Lines of Code

953

Files

4.7K

Pattern Hits

2026-08-02

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

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 52HIGH 43MEDIUM 724LOW 3902

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 4721 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 Identifiers2859 hits · 2744 pts

Severity	File	Line	Snippet	Context
LOW	tests_e2e/test_wire_steer.py	20	def test_steer_no_active_turn(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_steer.py	57	def test_steer_during_active_turn(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_steer.py	117	def test_steer_basic_lifecycle_completes(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_protocol.py	24	def test_initialize_handshake(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_protocol.py	125	def test_initialize_external_tool_conflict(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_protocol.py	390	def test_prompt_without_initialize(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_question.py	39	def _question_request_handler(answers: dict[str, str]):	CODE
LOW	tests_e2e/test_wire_question.py	55	def test_question_request_answer(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_question.py	122	def test_question_request_error_response(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_question.py	194	def test_question_capability_negotiation(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_question.py	217	def test_ask_user_tool_hidden_when_question_not_supported(tmp_path) -> None:	CODE
LOW	tests_e2e/test_mcp_cli.py	62	def test_mcp_stdio_management(tmp_path: Path) -> None:	CODE
LOW	tests_e2e/test_mcp_cli.py	153	def test_mcp_http_management_and_auth_errors(tmp_path: Path) -> None:	CODE
LOW	tests_e2e/test_wire_sessions.py	45	def test_session_files_created(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_sessions.py	86	def test_continue_session_appends(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_sessions.py	171	def test_clear_context_rotates(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_sessions.py	319	def test_manual_compact_with_usage(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_sessions.py	384	def test_replay_streams_wire_history(tmp_path) -> None:	CODE
LOW	tests_e2e/wire_helpers.py	59	def register_path_replacements(	CODE
LOW	tests_e2e/wire_helpers.py	353	def build_tool_result_response(	CODE
LOW	tests_e2e/wire_helpers.py	421	def _normalize_tool_result_extras(value: dict[str, Any]) -> dict[str, Any]:	CODE
LOW	tests_e2e/wire_helpers.py	432	def _normalize_path_separators(value: str, replacements: Mapping[str, str]) -> str:	CODE
LOW	tests_e2e/wire_helpers.py	452	def _normalize_echo_error_message(value: str) -> str:	CODE
LOW	tests_e2e/wire_helpers.py	484	def _normalize_server_version(value: Any) -> Any:	CODE
LOW	tests_e2e/test_wire_approvals_tools.py	56	def test_shell_approval_approve(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_approvals_tools.py	187	def test_shell_approval_reject(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_approvals_tools.py	685	def test_display_block_diff_write_file(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_approvals_tools.py	754	def test_display_block_diff_str_replace(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_approvals_tools.py	932	def test_tool_call_part_streaming(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_approvals_tools.py	1050	def test_default_agent_missing_tool(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_approvals_tools.py	1156	def test_custom_agent_exclude_tool(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_real_llm.py	12	def test_parallel_task_subagents() -> None:	CODE
LOW	tests_e2e/test_wire_real_llm.py	17	def test_thinking_mode_toggle() -> None:	CODE
LOW	tests_e2e/test_wire_prompt.py	330	def test_status_update_fields(tmp_path) -> None:	STRING
LOW	tests_e2e/test_wire_prompt.py	387	def test_concurrent_prompt_error(tmp_path) -> None:	STRING
LOW	tests_e2e/test_wire_skills_mcp.py	55	def test_skill_prompt_injects_skill_text(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_errors.py	19	def test_invalid_json_request(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_errors.py	113	def test_cancel_without_prompt(tmp_path) -> None:	CODE
LOW	tests_e2e/test_wire_auth.py	54	def test_provider_connection_error_surfaces(tmp_path) -> None:	CODE
LOW	sdks/kimi-sdk/tests/test_smoke.py	9	def _chat_completion_response() -> dict[str, object]:	CODE
LOW	…/features/chat/components/virtualized-message-list.tsx	54	function VirtuosoScrollerComponent(	CODE
LOW	…/features/chat/components/virtualized-message-list.tsx	148	function VirtualizedMessageListComponent(	CODE
LOW	…/src/features/chat/components/chat-prompt-composer.tsx	74	export const ChatPromptComposer = memo(function ChatPromptComposerComponent({	CODE
LOW	…features/chat/components/activity-status-indicator.tsx	198	export const ActivityStatusIndicator = memo(function ActivityStatusIndicatorComponent({	CODE
LOW	…features/chat/components/activity-status-indicator.tsx	266	export const ToolbarActivityIndicator = memo(function ToolbarActivityIndicatorComponent({	CODE
LOW	…res/chat/components/prompt-toolbar/toolbar-changes.tsx	21	export const ToolbarChangesPanel = memo(function ToolbarChangesPanelComponent({	CODE
LOW	…res/chat/components/prompt-toolbar/toolbar-changes.tsx	78	export const ToolbarChangesTab = memo(function ToolbarChangesTabComponent({	CODE
LOW	…atures/chat/components/prompt-toolbar/toolbar-todo.tsx	18	export const ToolbarTodoPanel = memo(function ToolbarTodoPanelComponent({	CODE
LOW	…res/chat/components/prompt-toolbar/toolbar-context.tsx	26	function ToolbarContextIndicatorComponent({	CODE
LOW	…tures/chat/components/prompt-toolbar/toolbar-queue.tsx	109	export const ToolbarQueuePanel = memo(function ToolbarQueuePanelComponent({	CODE
LOW	web/src/features/sessions/sessions.tsx	126	function SessionsScrollerComponent(	CODE
LOW	web/src/features/tool/components/display-content.tsx	816	function isImageSearchByTextResult(	CODE
LOW	web/src/features/tool/components/display-content.tsx	832	function isImageSearchByImageResult(	CODE
LOW	web/src/features/tool/components/display-content.tsx	876	function unwrapSearchResponseResult(data: unknown): SearchResponseResult {	CODE
LOW	web/src/components/ui/diff/utils/parse.ts	73	function diffCharsIfWithinEditLimit(	CODE
LOW	web/src/components/ui/diff/utils/parse.ts	262	function buildUnpairedDeletePrefix(changes: _Change[], pairOfDel: Int32Array) {	CODE
LOW	web/src/components/ai-elements/code-block.tsx	161	function sanitizeCodeForLineNumbers(raw: string): {	CODE
LOW	web/src/components/ai-elements/code-block.tsx	204	function makeLineNumberTransformer(numbers?: number[]): ShikiTransformer {	CODE
LOW	web/src/hooks/use-theme.ts	66	function stopThemeSwitchingNextFrame(root: HTMLElement): void {	CODE
LOW⚡	web/src/lib/api/models/UpdateConfigTomlRequest.ts	33	export function instanceOfUpdateConfigTomlRequest(value: object): value is UpdateConfigTomlRequest {	CODE
2799 more matches not shown…

Decorative Section Separators681 hits · 2583 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/src/features/chat/components/prompt-toolbar/index.tsx	20	// ─── Types ───────────────────────────────────────────────────	COMMENT
MEDIUM	…/src/features/chat/components/prompt-toolbar/index.tsx	36	// ─── Main toolbar ────────────────────────────────────────────	COMMENT
MEDIUM	…res/chat/components/prompt-toolbar/toolbar-changes.tsx	14	// ─── Exported components ─────────────────────────────────────	COMMENT
MEDIUM	…atures/chat/components/prompt-toolbar/toolbar-todo.tsx	12	// ─── Panel ───────────────────────────────────────────────────	COMMENT
MEDIUM	…atures/chat/components/prompt-toolbar/toolbar-todo.tsx	55	// ─── Tab ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…tures/chat/components/prompt-toolbar/toolbar-queue.tsx	26	// ─── Sub-components ──────────────────────────────────────────	COMMENT
MEDIUM	…tures/chat/components/prompt-toolbar/toolbar-queue.tsx	103	// ─── Exported components ─────────────────────────────────────	COMMENT
MEDIUM⚡	tests/ui/test_update_gate.py	144	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui/test_update_gate.py	146	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui/test_update_gate.py	277	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui/test_update_gate.py	279	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/ui/test_update_gate.py	11	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/ui/test_update_gate.py	13	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/ui/test_update_gate.py	130	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/ui/test_update_gate.py	132	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/ui/test_update_gate.py	260	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/ui/test_update_gate.py	262	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/ui/test_update_gate.py	335	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/ui/test_update_gate.py	337	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_switch_slash.py	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_switch_slash.py	41	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_switch_slash.py	62	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_switch_slash.py	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_switch_slash.py	116	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_switch_slash.py	118	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_switch_slash.py	139	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_switch_slash.py	141	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_switch_slash.py	193	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_switch_slash.py	195	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_switch_slash.py	272	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_switch_slash.py	274	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/ui_and_conv/test_shell_switch_slash.py	231	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/ui_and_conv/test_shell_switch_slash.py	233	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_feedback_slash.py	83	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_feedback_slash.py	85	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_feedback_slash.py	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_feedback_slash.py	101	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_feedback_slash.py	157	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_feedback_slash.py	159	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_feedback_slash.py	203	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_shell_feedback_slash.py	205	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_empty_think_part_indicator.py	50	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_empty_think_part_indicator.py	52	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_empty_think_part_indicator.py	186	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_empty_think_part_indicator.py	188	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_empty_think_part_indicator.py	343	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_empty_think_part_indicator.py	345	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_empty_think_part_indicator.py	380	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_empty_think_part_indicator.py	382	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_export_import.py	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_export_import.py	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_export_import.py	184	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_export_import.py	186	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_export_import.py	318	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_export_import.py	320	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_export_import.py	347	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_export_import.py	349	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_export_import.py	414	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_export_import.py	416	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/ui_and_conv/test_export_import.py	440	# ---------------------------------------------------------------------------	COMMENT
621 more matches not shown…

Hallucination Indicators52 hits · 560 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/background/test_agent_timeout.py	37	runtime.subagent_store.output_path.return_value.parent.mkdir(parents=True, exist_ok=True)	CODE
CRITICAL	tests/background/test_agent_timeout.py	132	runtime.subagent_store.output_path.return_value.parent.mkdir(parents=True, exist_ok=True)	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	481	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	499	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	516	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	520	beta_header = mock.calls.last.request.headers.get("anthropic-beta", "")	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	537	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	555	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	573	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	589	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	606	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	628	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	648	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	666	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	686	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	704	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	721	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	738	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	755	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	776	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	795	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…ages/kosong/tests/api_snapshot_tests/test_anthropic.py	812	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL⚡	packages/kosong/tests/api_snapshot_tests/test_kimi.py	400	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL⚡	packages/kosong/tests/api_snapshot_tests/test_kimi.py	413	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL⚡	packages/kosong/tests/api_snapshot_tests/test_kimi.py	431	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	packages/kosong/tests/api_snapshot_tests/test_kimi.py	463	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	packages/kosong/tests/api_snapshot_tests/test_kimi.py	484	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	packages/kosong/tests/api_snapshot_tests/test_kimi.py	506	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	packages/kosong/tests/api_snapshot_tests/test_kimi.py	537	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	packages/kosong/tests/api_snapshot_tests/test_kimi.py	592	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	packages/kosong/tests/api_snapshot_tests/test_kimi.py	611	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	packages/kosong/tests/api_snapshot_tests/test_kimi.py	631	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	packages/kosong/tests/api_snapshot_tests/test_kimi.py	651	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…/kosong/tests/api_snapshot_tests/test_openai_legacy.py	267	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…/kosong/tests/api_snapshot_tests/test_openai_legacy.py	303	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…/kosong/tests/api_snapshot_tests/test_openai_legacy.py	326	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…/kosong/tests/api_snapshot_tests/test_openai_legacy.py	341	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…/kosong/tests/api_snapshot_tests/test_openai_legacy.py	373	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…/kosong/tests/api_snapshot_tests/test_openai_legacy.py	400	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…/kosong/tests/api_snapshot_tests/test_openai_legacy.py	428	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…s/kosong/tests/api_snapshot_tests/test_google_genai.py	506	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…s/kosong/tests/api_snapshot_tests/test_google_genai.py	542	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…s/kosong/tests/api_snapshot_tests/test_google_genai.py	565	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL⚡	…song/tests/api_snapshot_tests/test_openai_responses.py	378	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL⚡	…song/tests/api_snapshot_tests/test_openai_responses.py	389	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL⚡	…song/tests/api_snapshot_tests/test_openai_responses.py	405	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL⚡	…song/tests/api_snapshot_tests/test_openai_responses.py	420	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL⚡	…song/tests/api_snapshot_tests/test_openai_responses.py	434	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…song/tests/api_snapshot_tests/test_openai_responses.py	450	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	…song/tests/api_snapshot_tests/test_openai_responses.py	465	body = json.loads(mock.calls.last.request.content.decode())	CODE
CRITICAL	packages/kosong/src/kosong/chat_provider/kimi.py	184	raw_response = await self.client.chat.completions.with_raw_response.create(	CODE
CRITICAL	src/kimi_cli/soul/slash.py	259	soul.runtime.session.state.additional_dirs.append(str(path))	CODE

Unused Imports555 hits · 520 pts

Severity	File	Line	Context
LOW	tests_e2e/test_wire_steer.py	1	CODE
LOW	tests_e2e/test_wire_protocol.py	1	CODE
LOW	tests_e2e/test_wire_config.py	1	CODE
LOW	tests_e2e/test_wire_question.py	3	CODE
LOW	tests_e2e/test_mcp_cli.py	1	CODE
LOW	tests_e2e/test_wire_sessions.py	1	CODE
LOW	tests_e2e/wire_helpers.py	1	CODE
LOW	tests_e2e/test_wire_approvals_tools.py	1	CODE
LOW	tests_e2e/test_wire_real_llm.py	1	CODE
LOW	tests_e2e/test_wire_prompt.py	1	CODE
LOW	tests_e2e/test_wire_skills_mcp.py	1	CODE
LOW	tests_e2e/test_wire_errors.py	1	CODE
LOW	tests_e2e/test_wire_auth.py	8	CODE
LOW	sdks/kimi-sdk/tests/test_smoke.py	1	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	71	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	73	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	73	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	73	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	73	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	74	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	74	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	74	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	74	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	74	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	74	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	74	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	74	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	84	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	84	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	84	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	85	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	85	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	85	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	85	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	85	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	85	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	85	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	85	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	85	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	85	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	97	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	97	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	97	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	97	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	97	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	97	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	97	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	97	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	97	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	97	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	97	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	97	CODE
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	111	CODE
LOW	tests/test_attachment_cache.py	1	CODE
LOW	tests/conftest.py	3	CODE
LOW	tests/test_git_context.py	3	CODE
LOW	tests/test_clipboard.py	1	CODE
LOW	tests/test_additional_dirs_state.py	3	CODE
LOW	tests/test_constant.py	3	CODE
LOW	tests/background/test_agent_timeout.py	3	CODE
495 more matches not shown…

Excessive Try-Catch Wrapping205 hits · 208 pts

Severity	File	Line	Snippet	Context
LOW	tests_e2e/wire_helpers.py	174	except Exception:	CODE
MEDIUM	tests_e2e/wire_helpers.py	170	def _run(self) -> None:	CODE
LOW⚡	tests/ui_and_conv/test_shell_switch_slash.py	266	except Exception:	CODE
LOW	…s/skills/feature-smoke-test/scripts/inspect_session.py	66	except Exception:	CODE
LOW	examples/custom-tools/my_tools/ls.py	21	except Exception as e:	CODE
LOW⚡	examples/kimi-psql/main.py	130	except Exception as e:	CODE
LOW	examples/kimi-psql/main.py	428	except Exception as e:	CODE
LOW	scripts/inject_build_sha.py	61	except Exception:	CODE
LOW	scripts/inject_build_sha.py	81	except Exception:	CODE
LOW	scripts/telemetry_debug_server.py	72	except Exception as exc:	CODE
LOW	scripts/build_vis.py	54	except Exception:	CODE
LOW	packages/kosong/src/kosong/tooling/simple.py	130	except Exception as e:	CODE
MEDIUM	packages/kosong/src/kosong/tooling/simple.py	126	def _call():	CODE
LOW	…kages/kosong/src/kosong/chat_provider/openai_common.py	36	except Exception:	CODE
LOW	…kages/kosong/src/kosong/chat_provider/openai_common.py	46	except Exception:	CODE
LOW⚡	…g/src/kosong/contrib/chat_provider/openai_responses.py	437	except Exception:	CODE
LOW⚡	…g/src/kosong/contrib/chat_provider/openai_responses.py	453	except Exception:	CODE
LOW	…osong/src/kosong/contrib/chat_provider/google_genai.py	169	except Exception as e: # genai_errors.APIError and others	CODE
LOW	src/kimi_cli/session_state.py	63	except Exception:	CODE
LOW	src/kimi_cli/mcp_oauth.py	47	except Exception as exc:	CODE
LOW	src/kimi_cli/session.py	123	except Exception:	CODE
LOW	src/kimi_cli/app.py	49	except Exception:	CODE
LOW⚡	src/kimi_cli/app.py	98	except Exception as exc:	CODE
LOW	src/kimi_cli/app.py	286	except Exception:	CODE
LOW	src/kimi_cli/app.py	470	except Exception:	CODE
LOW	src/kimi_cli/app.py	508	except Exception:	CODE
LOW	src/kimi_cli/constant.py	79	except Exception:	CODE
LOW	src/kimi_cli/constant.py	93	except Exception:	CODE
MEDIUM	src/kimi_cli/__main__.py	36	print(f"Error: {exc}", file=sys.stderr)	CODE
LOW	src/kimi_cli/background/worker.py	171	except Exception as exc:	CODE
LOW	src/kimi_cli/background/agent_runner.py	110	except Exception as exc:	CODE
LOW	src/kimi_cli/background/manager.py	190	except Exception as exc:	CODE
LOW	src/kimi_cli/background/manager.py	368	except Exception:	CODE
LOW	src/kimi_cli/background/manager.py	413	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/update.py	295	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/update.py	314	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/update.py	330	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/slash.py	799	except Exception as e:	CODE
MEDIUM	src/kimi_cli/ui/shell/__init__.py	505	def _invalidate_after_mcp_loading() -> None:	CODE
MEDIUM	src/kimi_cli/ui/shell/__init__.py	1193	def _refresh() -> None:	CODE
LOW	src/kimi_cli/ui/shell/__init__.py	366	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/__init__.py	508	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/__init__.py	770	except Exception as e:	CODE
LOW	src/kimi_cli/ui/shell/__init__.py	815	except Exception as e:	CODE
LOW	src/kimi_cli/ui/shell/__init__.py	1018	except Exception as e:	CODE
LOW	src/kimi_cli/ui/shell/__init__.py	1109	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/__init__.py	1459	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/setup.py	95	except Exception as e:	CODE
LOW	src/kimi_cli/ui/shell/replay.py	133	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/prompt.py	934	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/prompt.py	948	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/prompt.py	983	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/prompt.py	1499	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/prompt.py	1680	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/prompt.py	1921	except Exception:	CODE
LOW	src/kimi_cli/ui/shell/visualize/_interactive.py	153	except Exception as e:	CODE
LOW	src/kimi_cli/ui/print/__init__.py	215	except Exception:	CODE
LOW	src/kimi_cli/ui/print/__init__.py	375	except Exception:	CODE
LOW	src/kimi_cli/ui/print/__init__.py	400	except Exception:	CODE
LOW	src/kimi_cli/ui/print/__init__.py	473	except Exception:	CODE
145 more matches not shown…

Deep Nesting134 hits · 122 pts

Severity	File	Line	Context
LOW	tests_e2e/wire_helpers.py	544	CODE
LOW	tests/e2e/test_hooks_wire_e2e.py	384	CODE
LOW	tests/e2e/test_shell_pty_e2e.py	44	CODE
LOW	tests/e2e/shell_pty_helpers.py	291	CODE
LOW	tests/e2e/shell_pty_helpers.py	105	CODE
LOW	tests/e2e/test_subagent_smoke_e2e.py	50	CODE
LOW	…s/skills/feature-smoke-test/scripts/inspect_session.py	39	CODE
LOW	…s/skills/feature-smoke-test/scripts/inspect_session.py	159	CODE
LOW	examples/kimi-psql/main.py	79	CODE
LOW	examples/kimi-psql/main.py	431	CODE
LOW	packages/kosong/src/kosong/__main__.py	47	CODE
LOW	packages/kosong/src/kosong/chat_provider/kimi.py	469	CODE
LOW	packages/kosong/src/kosong/utils/jsonschema.py	27	CODE
LOW	packages/kosong/src/kosong/utils/jsonschema.py	212	CODE
LOW	packages/kosong/src/kosong/utils/jsonschema.py	46	CODE
LOW	…g/src/kosong/contrib/chat_provider/openai_responses.py	354	CODE
LOW	…g/src/kosong/contrib/chat_provider/openai_responses.py	394	CODE
LOW	…g/src/kosong/contrib/chat_provider/openai_responses.py	230	CODE
LOW	…g/src/kosong/contrib/chat_provider/openai_responses.py	496	CODE
LOW	…g/src/kosong/contrib/chat_provider/openai_responses.py	522	CODE
LOW	…osong/src/kosong/contrib/chat_provider/google_genai.py	454	CODE
LOW	…osong/src/kosong/contrib/chat_provider/google_genai.py	628	CODE
LOW	…osong/src/kosong/contrib/chat_provider/google_genai.py	685	CODE
LOW	…osong/src/kosong/contrib/chat_provider/google_genai.py	314	CODE
LOW	…song/src/kosong/contrib/chat_provider/openai_legacy.py	291	CODE
LOW	…s/kosong/src/kosong/contrib/chat_provider/anthropic.py	650	CODE
LOW	…s/kosong/src/kosong/contrib/chat_provider/anthropic.py	443	CODE
LOW	…s/kosong/src/kosong/contrib/chat_provider/anthropic.py	577	CODE
LOW	src/kimi_cli/session.py	62	CODE
LOW	src/kimi_cli/llm.py	238	CODE
LOW	src/kimi_cli/app.py	401	CODE
LOW	src/kimi_cli/session_fork.py	97	CODE
LOW	src/kimi_cli/session_fork.py	172	CODE
LOW	src/kimi_cli/background/worker.py	31	CODE
LOW	src/kimi_cli/background/agent_runner.py	54	CODE
LOW	src/kimi_cli/background/manager.py	420	CODE
LOW	src/kimi_cli/ui/shell/update.py	224	CODE
LOW	src/kimi_cli/ui/shell/__init__.py	1493	CODE
LOW	src/kimi_cli/ui/shell/__init__.py	321	CODE
LOW	src/kimi_cli/ui/shell/__init__.py	382	CODE
LOW	src/kimi_cli/ui/shell/__init__.py	820	CODE
LOW	src/kimi_cli/ui/shell/replay.py	183	CODE
LOW	src/kimi_cli/ui/shell/prompt.py	289	CODE
LOW	src/kimi_cli/ui/shell/prompt.py	810	CODE
LOW	src/kimi_cli/ui/shell/prompt.py	913	CODE
LOW	src/kimi_cli/ui/shell/prompt.py	954	CODE
LOW	src/kimi_cli/ui/shell/prompt.py	295	CODE
LOW	src/kimi_cli/ui/shell/prompt.py	1911	CODE
LOW	src/kimi_cli/ui/shell/usage.py	38	CODE
LOW	src/kimi_cli/ui/shell/keyboard.py	106	CODE
LOW	src/kimi_cli/ui/shell/keyboard.py	207	CODE
LOW	src/kimi_cli/ui/shell/visualize/_question_panel.py	39	CODE
LOW	src/kimi_cli/ui/shell/visualize/_question_panel.py	108	CODE
LOW	src/kimi_cli/ui/shell/visualize/_blocks.py	128	CODE
LOW	src/kimi_cli/ui/shell/visualize/_blocks.py	451	CODE
LOW	src/kimi_cli/ui/shell/visualize/_live_view.py	188	CODE
LOW	src/kimi_cli/ui/shell/visualize/_live_view.py	570	CODE
LOW	src/kimi_cli/ui/shell/visualize/_interactive.py	203	CODE
LOW	src/kimi_cli/ui/shell/visualize/_approval_panel.py	282	CODE
LOW	src/kimi_cli/ui/shell/visualize/_approval_panel.py	62	CODE
74 more matches not shown…

Cross-Language Confusion19 hits · 105 pts

Severity	File	Line	Snippet	Context
HIGH	tests/tools/test_tool_descriptions.py	118	- Query mode: Omit `todos` (or pass null) to retrieve the current todo list without changes.	STRING
HIGH	tests/tools/test_tool_descriptions.py	158	- For multiple related commands, use `&&` to chain them in a single call, e.g. `cd /path && ls -la`	STRING
HIGH	tests/tools/test_shell_bash.py	62	result = await shell_tool(Params(command="false \|\| echo 'Success'"))	CODE
HIGH⚡	tests/utils/test_shell_quoting.py	27	("ls 2>nul; echo done", "ls 2>/dev/null; echo done"),	CODE
HIGH⚡	tests/utils/test_shell_quoting.py	28	("ls 2>nul && echo ok", "ls 2>/dev/null && echo ok"),	CODE
HIGH⚡	tests/utils/test_shell_quoting.py	29	("ls 2>nul) ", "ls 2>/dev/null) "),	CODE
HIGH⚡	tests/utils/test_shell_quoting.py	35	("foo >nul; bar 2>nul", "foo >/dev/null; bar 2>/dev/null"),	CODE
HIGH⚡	tests/utils/test_shell_quoting.py	74	cmd = "git status && git diff"	CODE
HIGH	tests/e2e/test_shell_pty_e2e.py	906	build_shell_tool_call("tc-c1", "sleep 2 && printf should-not-exist > cancel_output.txt"),	CODE
HIGH	tests/e2e/test_shell_pty_e2e.py	925	shell.read_until_contains("Using Shell (sleep 2 && printf should-", after=cancel_mark)	CODE
HIGH	packages/kaos/tests/test_local_kaos_sh.py	108	exit_code, stdout, stderr = await run_sh("false \|\| echo 'Success'")	CODE
HIGH	packages/kaos/tests/test_local_kaos_cmd.py	69	"""Chaining commands with && should work."""	STRING
HIGH⚡	…kages/kosong/tests/test_scripted_echo_chat_provider.py	95	tool_call: {"id": "tc-1", "name": "get_weather", "arguments": null}	CODE
HIGH	packages/kosong/tests/test_echo_chat_provider.py	73	tool_call: {"id": "tc-1", "name": "get_weather", "arguments": null}	CODE
HIGH⚡	packages/kosong/tests/test_trace_id.py	94	'"delta":{"role":"assistant","content":"hi"},"finish_reason":null}]}\n\n'	CODE
HIGH	tests_ai/accuracy_smoke/local_kimi_cli_agent.py	26	command="apt-get update && apt-get install -y curl",	CODE
HIGH	src/kimi_cli/utils/rich/markdown.py	599	self.style_stack.push(style)	CODE
HIGH	src/kimi_cli/utils/rich/markdown.py	729	context.stack.push(Link.create(self, token))	CODE
HIGH	src/kimi_cli/utils/rich/markdown.py	767	context.stack.push(element)	CODE

Self-Referential Comments31 hits · 102 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/background/test_agent_timeout.py	34	# Create a minimal subagent store mock	COMMENT
MEDIUM	tests/ui_and_conv/test_shell_task_slash.py	909	# Create a pending approval request in the runtime	COMMENT
MEDIUM	tests/ui_and_conv/test_modal_lifecycle.py	1253	# Create a pending approval in the runtime	COMMENT
MEDIUM	tests/tools/test_grep.py	269	# Create a file with multiline content	COMMENT
MEDIUM	tests/tools/test_grep.py	49	# Create a subdirectory with files	STRING
MEDIUM⚡	tests/tools/test_read_file.py	382	# Create a test file in temp_work_dir and use ~ to reference it	COMMENT
MEDIUM⚡	tests/tools/test_read_file.py	389	# Create the test file in home directory	COMMENT
MEDIUM	tests/tools/test_read_file.py	347	# Create a file with more than MAX_LINES lines	COMMENT
MEDIUM	tests/tools/test_read_file.py	366	# Create a file that exceeds MAX_BYTES	COMMENT
MEDIUM	tests/tools/test_read_file.py	505	# Create a file with more than MAX_LINES lines	COMMENT
MEDIUM	tests/tools/test_read_file.py	559	# Create a file where tail_buf total bytes >> MAX_BYTES but n_lines=1 is fine.	COMMENT
MEDIUM	tests/tools/test_fetch_url.py	242	# Create a mock server for the service	COMMENT
MEDIUM	tests/tools/test_glob.py	17	# Create a directory structure	COMMENT
MEDIUM⚡	tests/tools/test_shell_bash.py	110	# Create a test file	COMMENT
MEDIUM⚡	tests/tools/test_todo.py	138	# Create a subagent runtime	COMMENT
MEDIUM⚡	tests/tools/test_todo.py	143	# Initialize the subagent instance directory	COMMENT
MEDIUM⚡	tests/tools/test_mcp_tool_result.py	160	# Create a content block with an unknown type	COMMENT
MEDIUM	tests/core/test_session_fork.py	391	# Create a fake video file	COMMENT
MEDIUM	tests/core/test_plugin_manager.py	202	# Create a valid plugin with SKILL.md	COMMENT
MEDIUM	tests/core/test_plugin.py	233	# Create the file so it exists (the guard should trigger before reading)	COMMENT
MEDIUM	tests/core/test_print_background_integration.py	100	# Create a task that is "running"	COMMENT
MEDIUM	tests/core/test_background_agent_kill.py	88	# Create a background task via the manager.	COMMENT
MEDIUM	tests/core/test_background_agent_kill.py	285	# Create the background agent task and IMMEDIATELY kill it without	COMMENT
MEDIUM	tests/core/test_background_agent_kill.py	380	# Create a fake pending approval belonging to this background agent.	COMMENT
MEDIUM	tests/core/test_load_agent.py	197	# Create main agent YAML that registers one builtin subagent type	COMMENT
MEDIUM⚡	tests/web/test_session_error_recovery.py	52	# Create a mock process whose stdout has one line then EOF	COMMENT
MEDIUM	tests/web/test_session_error_recovery.py	109	# Create a mock process that immediately returns EOF	COMMENT
MEDIUM⚡	tests/utils/test_utils_path.py	23	# Create the parent directory	COMMENT
MEDIUM	tests/e2e/test_hooks_wire_e2e.py	386	# Create a blocking hook script	COMMENT
MEDIUM	src/kimi_cli/utils/slashcmd.py	72	# Create the primary command with aliases	COMMENT
MEDIUM	src/kimi_cli/utils/rich/markdown.py	1	# This file is modified from https://github.com/Textualize/rich/blob/4d6d631a3d2deddf8405522d4b8c976a6d35726c/rich/markd	COMMENT

Modern Structural Boilerplate57 hits · 60 pts

Severity	File	Line	Snippet	Context
LOW	sdks/kimi-sdk/src/kimi_sdk/__init__.py	113	__all__ = [	CODE
LOW	tests/ui_and_conv/test_shell_feedback_slash.py	38	def _setup_feedback_provider(runtime: Runtime) -> None:	CODE
LOW	tests/e2e/shell_pty_helpers.py	58	def _set_window_size(fd: int, *, columns: int, lines: int) -> None:	CODE
LOW	packages/kosong/tests/api_snapshot_tests/common.py	13	__all__ = [	CODE
LOW	packages/kosong/src/kosong/__init__.py	89	__all__ = [	CODE
LOW	packages/kosong/src/kosong/tooling/__init__.py	227	def _update_class_schema(self, json_schema, cls, config) -> None: # type: ignore[reportMissingParameterType]	CODE
LOW	…kages/kosong/src/kosong/chat_provider/echo/__init__.py	4	__all__ = [	CODE
LOW	…s/kosong/src/kosong/contrib/chat_provider/anthropic.py	543	def _update_usage(self, delta_usage: MessageDeltaUsage) -> None:	CODE
LOW	src/kimi_cli/__init__.py	29	__all__ = ["logger"]	CODE
LOW	src/kimi_cli/constant.py	109	__all__ = [	CODE
LOW	src/kimi_cli/background/__init__.py	18	__all__ = [	CODE
LOW⚡	src/kimi_cli/ui/theme.py	214	def set_active_theme(theme: ThemeName) -> None:	CODE
LOW	src/kimi_cli/ui/shell/__init__.py	1278	def _set_active_view(self, view: Any) -> None:	CODE
LOW	src/kimi_cli/ui/shell/task_browser.py	102	def set_message(self, text: str, *, duration_s: float = _FLASH_MESSAGE_SECONDS) -> None:	CODE
LOW	src/kimi_cli/ui/shell/prompt.py	1963	def set_prefill_text(self, text: str) -> None:	CODE
LOW	src/kimi_cli/ui/shell/visualize/_question_panel.py	39	def _setup_current_question(self) -> None:	CODE
LOW	src/kimi_cli/ui/shell/visualize/_question_panel.py	353	def set_panel(self, panel: QuestionRequestPanel \| None) -> None:	CODE
LOW	src/kimi_cli/ui/shell/visualize/_blocks.py	444	def set_subagent_metadata(self, agent_id: str, subagent_type: str) -> None:	CODE
LOW	src/kimi_cli/ui/shell/visualize/_btw_panel.py	84	def set_start_time(self, t: float) -> None:	CODE
LOW	src/kimi_cli/ui/shell/visualize/_btw_panel.py	91	def set_result(self, response: str \| None, error: str \| None) -> None:	CODE
LOW⚡	src/kimi_cli/ui/shell/visualize/_approval_panel.py	368	def set_request(self, request: ApprovalRequest) -> None:	CODE
LOW	src/kimi_cli/tools/ask_user/__init__.py	18	logger = logging.getLogger(__name__)	CODE
LOW	src/kimi_cli/tools/plan/__init__.py	26	logger = logging.getLogger(__name__)	CODE
LOW	src/kimi_cli/tools/plan/enter.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/kimi_cli/subagents/__init__.py	12	__all__ = [	CODE
LOW	src/kimi_cli/wire/types.py	451	def set_exception(self, exc: BaseException) -> None:	CODE
LOW	src/kimi_cli/wire/types.py	664	__all__ = [	CODE
LOW	src/kimi_cli/auth/__init__.py	5	__all__ = ["KIMI_CODE_PLATFORM_ID"]	CODE
LOW	src/kimi_cli/web/auth.py	181	__all__ = [	CODE
LOW	src/kimi_cli/web/__init__.py	5	__all__ = ["create_app", "run_web_server"]	CODE
LOW	src/kimi_cli/web/app.py	451	__all__ = ["create_app", "run_web_server"]	CODE
LOW	src/kimi_cli/web/runner/__init__.py	5	__all__ = ["KimiCLIRunner"]	CODE
LOW	src/kimi_cli/web/api/sessions.py	550	def _update_last_session_id(session: JointSession) -> None:	CODE
LOW	src/kimi_cli/web/api/__init__.py	10	__all__ = [	CODE
LOW	src/kimi_cli/plugin/__init__.py	114	def _set_nested(obj: dict[str, Any], dotted_path: str, value: object) -> None:	CODE
LOW	src/kimi_cli/utils/proctitle.py	6	def set_process_title(title: str) -> None:	CODE
LOW	src/kimi_cli/utils/proctitle.py	16	def set_terminal_title(title: str) -> None:	CODE
LOW	src/kimi_cli/vis/app.py	175	__all__ = ["create_app", "run_vis_server"]	CODE
LOW	src/kimi_cli/vis/api/sessions.py	25	logger = logging.getLogger(__name__)	CODE
LOW	src/kimi_cli/vis/api/__init__.py	5	__all__ = ["sessions_router", "statistics_router", "system_router"]	CODE
LOW	src/kimi_cli/hooks/__init__.py	4	__all__ = ["HookDef", "HookEventType", "HOOK_EVENT_TYPES", "HookEngine"]	CODE
LOW	src/kimi_cli/approval_runtime/__init__.py	17	__all__ = [	CODE
LOW⚡	src/kimi_cli/telemetry/crash.py	28	def set_phase(phase: str) -> None:	CODE
LOW⚡	src/kimi_cli/telemetry/__init__.py	64	def set_current_trace_id(trace_id: str \| None) -> None:	CODE
LOW⚡	src/kimi_cli/telemetry/__init__.py	74	def set_context(*, device_id: str, session_id: str) -> None:	CODE
LOW⚡	src/kimi_cli/telemetry/__init__.py	81	def set_client_info(*, name: str, version: str \| None = None) -> None:	CODE
LOW	src/kimi_cli/soul/kimisoul.py	340	def _set_trace_id(self, trace_id: str \| None) -> None:	CODE
LOW	src/kimi_cli/soul/kimisoul.py	356	def set_hook_engine(self, engine: HookEngine) -> None:	CODE
LOW⚡	src/kimi_cli/soul/approval.py	145	def set_runtime(self, runtime: ApprovalRuntime) -> None:	CODE
LOW⚡	src/kimi_cli/soul/approval.py	152	def set_yolo(self, yolo: bool) -> None:	CODE
LOW⚡	src/kimi_cli/soul/approval.py	156	def set_afk(self, afk: bool) -> None:	CODE
LOW	src/kimi_cli/soul/approval.py	168	def set_runtime_afk(self, afk: bool) -> None:	CODE
LOW	src/kimi_cli/soul/toolset.py	65	def set_session_id(sid: str) -> None:	CODE
LOW	src/kimi_cli/soul/toolset.py	250	def set_hook_engine(self, engine: HookEngine) -> None:	CODE
LOW	src/kimi_cli/acp/server.py	324	async def set_session_mode(self, mode_id: str, session_id: str, **kwargs: Any) -> None:	CODE
LOW	src/kimi_cli/acp/server.py	327	async def set_session_model(self, model_id: str, session_id: str, **kwargs: Any) -> None:	CODE
LOW	src/kimi_cli/notifications/__init__.py	17	__all__ = [	CODE

Structural Annotation Overuse27 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/core/test_context_pending_tokens.py	335	# Step 1: API returned, total tokens = 840K (below 85% of 1M = 850K)	COMMENT
LOW⚡	tests/core/test_context_pending_tokens.py	338	# Step 2: Large tool results appended (e.g. file content)	COMMENT
LOW⚡	tests/core/test_toolset.py	437	# Step 1: execute a tool	COMMENT
LOW	tests/core/test_toolset.py	456	# Step 2: same call with empty last_calls should execute normally	COMMENT
LOW⚡	tests/auth/test_oauth_refresh.py	493	# Step 1: hit a 401 with R1 → marks R1 rejected	COMMENT
LOW⚡	tests/auth/test_oauth_refresh.py	503	# Step 2: simulate a concurrent instance writing a fresh token (R2) to disk	COMMENT
LOW⚡	tests/auth/test_oauth_refresh.py	509	# Step 3: next ensure_fresh should detect the rotation, clear the	COMMENT
LOW⚡	packages/kosong/tests/test_kimi_stale_api_key.py	95	# Step 1: initial request uses token-A	COMMENT
LOW⚡	packages/kosong/tests/test_kimi_stale_api_key.py	101	# Step 2: simulate OAuth token refresh	COMMENT
LOW⚡	packages/kosong/tests/test_kimi_stale_api_key.py	104	# Step 3: simulate network error → on_retryable_error rebuilds client	COMMENT
LOW⚡	packages/kosong/tests/test_kimi_stale_api_key.py	107	# Step 4: the rebuilt client must send token-B, not token-A	COMMENT
LOW	src/kimi_cli/ui/shell/slash.py	217	# Step 1: Select model	COMMENT
LOW	src/kimi_cli/ui/shell/slash.py	245	# Step 2: Determine thinking mode	COMMENT
LOW⚡	src/kimi_cli/tools/file/grep_local.py	473	# Step 1: mtime sorting (files_with_matches only, skip on timeout)	COMMENT
LOW⚡	src/kimi_cli/tools/file/grep_local.py	482	# Step 2: shorten paths to relative (prefix stripping)	COMMENT
LOW⚡	src/kimi_cli/tools/file/grep_local.py	488	# Step 3: filter sensitive files from output	COMMENT
LOW	src/kimi_cli/tools/file/grep_local.py	531	# Step 4: count_matches summary (before pagination, on full results)	COMMENT
LOW	src/kimi_cli/tools/file/grep_local.py	552	# Step 5: offset + head_limit pagination	COMMENT
LOW⚡	src/kimi_cli/tools/file/read.py	243	# Step 1: Apply n_lines / MAX_LINES from head of tail_buf.	COMMENT
LOW⚡	src/kimi_cli/tools/file/read.py	250	# Step 2: Apply MAX_BYTES — if candidates exceed the byte budget,	COMMENT
LOW	src/kimi_cli/tools/file/read.py	266	# Step 3: Collect results from candidates	COMMENT
LOW	src/kimi_cli/skills/skill-creator/SKILL.md	238	### Step 1: Understanding the Skill with Concrete Examples	COMMENT
LOW	src/kimi_cli/skills/skill-creator/SKILL.md	255	### Step 2: Planning the Reusable Skill Contents	COMMENT
LOW	src/kimi_cli/skills/skill-creator/SKILL.md	279	### Step 3: Initializing the Skill	COMMENT
LOW	src/kimi_cli/skills/skill-creator/SKILL.md	291	### Step 4: Edit the Skill	COMMENT
LOW	src/kimi_cli/skills/skill-creator/SKILL.md	330	### Step 5: Packaging a Skill	COMMENT
LOW	src/kimi_cli/skills/skill-creator/SKILL.md	358	### Step 6: Iterate	COMMENT

Cross-File Repetition10 hits · 50 pts

Severity	File	Snippet	Context
HIGH	packages/kosong/src/kosong/chat_provider/kimi.py	copy the chat provider, updating the generation kwargs with the given values. returns: self: a new instance of the chat	STRING
HIGH	…g/src/kosong/contrib/chat_provider/openai_responses.py	copy the chat provider, updating the generation kwargs with the given values. returns: self: a new instance of the chat	STRING
HIGH	…osong/src/kosong/contrib/chat_provider/google_genai.py	copy the chat provider, updating the generation kwargs with the given values. returns: self: a new instance of the chat	STRING
HIGH	…song/src/kosong/contrib/chat_provider/openai_legacy.py	copy the chat provider, updating the generation kwargs with the given values. returns: self: a new instance of the chat	STRING
HIGH	…s/kosong/src/kosong/contrib/chat_provider/anthropic.py	copy the chat provider, updating the generation kwargs with the given values. returns: self: a new instance of the chat	STRING
HIGH	packages/kosong/src/kosong/chat_provider/kimi.py	the parameters of the model to use. for tracing/logging purposes.	STRING
HIGH	…g/src/kosong/contrib/chat_provider/openai_responses.py	the parameters of the model to use. for tracing/logging purposes.	STRING
HIGH	…osong/src/kosong/contrib/chat_provider/google_genai.py	the parameters of the model to use. for tracing/logging purposes.	STRING
HIGH	…song/src/kosong/contrib/chat_provider/openai_legacy.py	the parameters of the model to use. for tracing/logging purposes.	STRING
HIGH	…s/kosong/src/kosong/contrib/chat_provider/anthropic.py	the parameters of the model to use. for tracing/logging purposes.	STRING

Redundant / Tautological Comments26 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	web/scripts/generate-api.sh	23	# Check if docker is available	COMMENT
LOW⚡	tests/tools/test_shell_bash.py	118	# Read the file	COMMENT
LOW⚡	tests/tools/test_shell_bash.py	168	# Check if output was truncated (it should be)	COMMENT
LOW⚡	tests/tools/test_shell_bash.py	184	# Check if output was truncated	COMMENT
LOW	tests/telemetry/test_telemetry.py	505	# Set mtime to 8 days ago	COMMENT
LOW	examples/kimi-psql/main.py	91	# Check if query returns results	COMMENT
LOW	examples/kimi-psql/main.py	393	# Check if mode switch was requested	COMMENT
LOW	packages/kosong/src/kosong/tooling/simple.py	55	# Check if the return annotation is ToolReturnValue	COMMENT
LOW	src/kimi_cli/ui/shell/slash.py	272	# Check if anything changed	COMMENT
LOW	src/kimi_cli/ui/shell/slash.py	879	# Set title to match the convention used by fork_session	COMMENT
LOW	src/kimi_cli/ui/shell/__init__.py	721	# Check if it's an allowed slash command in shell mode	COMMENT
LOW	src/kimi_cli/ui/shell/__init__.py	733	# Check if user is trying to use 'cd' command	COMMENT
LOW	src/kimi_cli/ui/shell/debug.py	34	# Check if it looks like a system tag	COMMENT
LOW	src/kimi_cli/tools/file/replace.py	131	# Read the file content	COMMENT
LOW	src/kimi_cli/tools/file/replace.py	141	# Check if any changes were made	COMMENT
LOW	src/kimi_cli/web/api/sessions.py	121	# Check if session is busy	COMMENT
LOW	src/kimi_cli/web/api/sessions.py	507	# Check if resolved path points to sensitive location	COMMENT
LOW	src/kimi_cli/web/api/sessions.py	767	# Check if title was already generated (avoid duplicate calls)	COMMENT
LOW	src/kimi_cli/web/api/sessions.py	947	# Check if session exists	COMMENT
LOW	src/kimi_cli/web/api/sessions.py	953	# Check if session has history	COMMENT
LOW	src/kimi_cli/web/api/sessions.py	972	# Check if WebSocket is still connected before continuing	COMMENT
LOW	src/kimi_cli/web/api/sessions.py	1140	# Check if it is a git repository	COMMENT
LOW	src/kimi_cli/web/api/sessions.py	1148	# Check if HEAD exists (repo has at least one commit)	COMMENT
LOW⚡	src/kimi_cli/soul/slash.py	227	# Check if already added (exact match)	COMMENT
LOW⚡	src/kimi_cli/soul/slash.py	232	# Check if it's within the work_dir (already accessible)	COMMENT
LOW⚡	src/kimi_cli/soul/slash.py	238	# Check if it's within an already-added additional directory (redundant)	COMMENT

Verbosity Indicators21 hits · 43 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/core/test_context_pending_tokens.py	335	# Step 1: API returned, total tokens = 840K (below 85% of 1M = 850K)	COMMENT
LOW⚡	tests/core/test_context_pending_tokens.py	338	# Step 2: Large tool results appended (e.g. file content)	COMMENT
LOW⚡	tests/core/test_toolset.py	437	# Step 1: execute a tool	COMMENT
LOW	tests/core/test_toolset.py	456	# Step 2: same call with empty last_calls should execute normally	COMMENT
LOW⚡	tests/auth/test_oauth_refresh.py	493	# Step 1: hit a 401 with R1 → marks R1 rejected	COMMENT
LOW⚡	tests/auth/test_oauth_refresh.py	503	# Step 2: simulate a concurrent instance writing a fresh token (R2) to disk	COMMENT
LOW⚡	tests/auth/test_oauth_refresh.py	509	# Step 3: next ensure_fresh should detect the rotation, clear the	COMMENT
LOW⚡	packages/kosong/tests/test_kimi_stale_api_key.py	95	# Step 1: initial request uses token-A	COMMENT
LOW⚡	packages/kosong/tests/test_kimi_stale_api_key.py	101	# Step 2: simulate OAuth token refresh	COMMENT
LOW⚡	packages/kosong/tests/test_kimi_stale_api_key.py	104	# Step 3: simulate network error → on_retryable_error rebuilds client	COMMENT
LOW⚡	packages/kosong/tests/test_kimi_stale_api_key.py	107	# Step 4: the rebuilt client must send token-B, not token-A	COMMENT
LOW	src/kimi_cli/ui/shell/slash.py	217	# Step 1: Select model	COMMENT
LOW	src/kimi_cli/ui/shell/slash.py	245	# Step 2: Determine thinking mode	COMMENT
LOW⚡	src/kimi_cli/tools/file/grep_local.py	473	# Step 1: mtime sorting (files_with_matches only, skip on timeout)	COMMENT
LOW⚡	src/kimi_cli/tools/file/grep_local.py	482	# Step 2: shorten paths to relative (prefix stripping)	COMMENT
LOW⚡	src/kimi_cli/tools/file/grep_local.py	488	# Step 3: filter sensitive files from output	COMMENT
LOW	src/kimi_cli/tools/file/grep_local.py	531	# Step 4: count_matches summary (before pagination, on full results)	COMMENT
LOW	src/kimi_cli/tools/file/grep_local.py	552	# Step 5: offset + head_limit pagination	COMMENT
LOW⚡	src/kimi_cli/tools/file/read.py	243	# Step 1: Apply n_lines / MAX_LINES from head of tail_buf.	COMMENT
LOW⚡	src/kimi_cli/tools/file/read.py	250	# Step 2: Apply MAX_BYTES — if candidates exceed the byte budget,	COMMENT
LOW	src/kimi_cli/tools/file/read.py	266	# Step 3: Collect results from candidates	COMMENT

Docstring Block Structure8 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH	packages/kosong/src/kosong/_generate.py	27	Generate one message based on the given context. Parts of the message will be streamed to the specified callbac	STRING
HIGH	src/kimi_cli/config.py	292	Load configuration from config file. If the config file does not exist, create it with default configuration.	STRING
HIGH	src/kimi_cli/config.py	343	Load configuration from a TOML or JSON string. Args: config_string (str): TOML or JSON configuration t	STRING
HIGH	src/kimi_cli/app.py	538	Run the Kimi Code CLI instance without any UI and yield Wire messages directly. Args: user	STRING
HIGH	src/kimi_cli/session_fork.py	98	Read wire.jsonl and return all lines up to and including the given turn. Args: wire_path: Path to the wire.	STRING
HIGH	src/kimi_cli/session_fork.py	222	Fork a session, creating a new session with history up to the given turn. Args: source_session_dir: Path to	STRING
HIGH	src/kimi_cli/soul/compaction.py	88	Compact a sequence of messages into a new sequence of messages. Args: messages (Sequence[M	STRING
HIGH	src/kimi_cli/soul/approval.py	207	Request approval for the given action. Intended to be called by tools. Args: sender (str):	STRING

Magic Placeholder Names4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	126	"CONTEXT7_API_KEY": "YOUR_API_KEY"	CODE
HIGH	packages/kimi-code/README.md	126	"CONTEXT7_API_KEY": "YOUR_API_KEY"	CODE
HIGH	tests_ai/accuracy_smoke/README.md	68	export KIMI_API_KEY="your_api_key"	CODE
HIGH	tests_ai/accuracy_smoke/scripts/run_smoke.sh	35	echo 'Example: export KIMI_API_KEY="your_api_key"' >&2	CODE

Over-Commented Block10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	src/kimi_cli/app.py	441		COMMENT
LOW	src/kimi_cli/ui/shell/update.py	341	# async def update(app: "Shell", args: list[str]):	COMMENT
LOW	src/kimi_cli/ui/print/__init__.py	101		COMMENT
LOW	src/kimi_cli/ui/print/__init__.py	161		COMMENT
LOW	src/kimi_cli/ui/print/__init__.py	181	"</system-reminder>"	COMMENT
LOW	src/kimi_cli/ui/print/__init__.py	221	)	COMMENT
LOW	src/kimi_cli/ui/print/__init__.py	241	# haven't published yet. Without this	COMMENT
LOW	src/kimi_cli/ui/print/__init__.py	301	f"({wait_cap}s), killed {len(killed)} tasks\n"	COMMENT
LOW	src/kimi_cli/ui/print/__init__.py	381	# The follow-up soul turn already took a	COMMENT
LOW	src/kimi_cli/auth/oauth.py	1021	except OAuthUnauthorized as exc:	COMMENT

AI Slop Vocabulary6 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	web/package-lock.json	13015	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE
MEDIUM	web/src/hooks/useSessionStream.ts	1503	// Match message by toolCallId directly - this is robust against:	COMMENT
LOW	examples/kimi-psql/main.py	559	# For psql, just pass the connection URL	COMMENT
LOW	src/kimi_cli/wire/server.py	1036	msg_id = request.id # just use the approval request id as message id	CODE
LOW	src/kimi_cli/telemetry/transport.py	166	# every reload, so falling back to disk would just create a	COMMENT
LOW	src/kimi_cli/soul/kimisoul.py	1676	# to refresh and retrying would just add latency.	COMMENT

Cross-Language Confusion (JS/TS)1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	web/src/lib/api/runtime.ts	125	* @return True if the given MIME is JSON, false otherwise.	COMMENT

Dead Code3 hits · 5 pts

Severity	File	Line	Context
MEDIUM	tests/core/test_skill.py	1423	CODE
MEDIUM	tests/core/test_auth_error_handling.py	483	CODE
MEDIUM	packages/kosong/tests/test_openai_common.py	248	CODE

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/AGENTS.md	22	Only the Chinese documentation and the English changelog are manually reviewed. Other translations (e.g., English versio	CODE

AI Structural Patterns5 hits · 4 pts

Severity	File	Line	Context
LOW	src/kimi_cli/app.py	122	CODE
LOW	src/kimi_cli/ui/shell/visualize/__init__.py	114	CODE
LOW	src/kimi_cli/web/app.py	228	CODE
LOW	src/kimi_cli/cli/web.py	11	CODE
LOW	src/kimi_cli/cli/__init__.py	78	CODE

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_git_context.py	185	"test@test.com",	CODE
LOW	tests/ui_and_conv/test_file_completer.py	155	["git", "config", "user.email", "test@test.com"],	CODE
LOW⚡	tests/ui_and_conv/test_prompt_tips.py	861	captured.append(kwargs.get("placeholder"))	CODE
LOW	tests/e2e/test_file_mention_e2e.py	38	["git", "config", "user.email", "test@test.com"],	CODE

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests_e2e/test_wire_protocol.py	284	def handle_request(msg: dict[str, Any]) -> dict[str, Any]:	CODE
LOW	tests/tools/test_grep.py	321	f.write("def test_function():\n return 'hello world'\n")	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings