agentscope-ai/agentscope

42.2

Adjusted Score

42.2

Raw Score

100%

Time Factor

2026-07-14

Last Push

27.8K

Stars

Python

Language

175.6K

Lines of Code

743

Files

3.6K

Pattern Hits

2026-07-14

Scan Date

0.57

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 0HIGH 421MEDIUM 959LOW 2241

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 3621 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators899 hits · 2895 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/mem0_middleware_test.py	199	# ----------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/mem0_middleware_test.py	201	# ----------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/mem0_middleware_test.py	276	# ----------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/mem0_middleware_test.py	278	# ----------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/mem0_middleware_test.py	844	# ----------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/mem0_middleware_test.py	846	# ----------------------------------------------------------------------	COMMENT
MEDIUM	tests/mem0_middleware_test.py	38	# ----------------------------------------------------------------------	COMMENT
MEDIUM	tests/mem0_middleware_test.py	40	# ----------------------------------------------------------------------	COMMENT
MEDIUM	tests/mem0_middleware_test.py	128	# ----------------------------------------------------------------------	COMMENT
MEDIUM	tests/mem0_middleware_test.py	130	# ----------------------------------------------------------------------	COMMENT
MEDIUM	tests/mem0_middleware_test.py	533	# ----------------------------------------------------------------------	COMMENT
MEDIUM	tests/mem0_middleware_test.py	535	# ----------------------------------------------------------------------	COMMENT
MEDIUM	tests/model_ollama_test.py	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/model_ollama_test.py	25	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/model_ollama_test.py	112	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/model_ollama_test.py	114	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/model_ollama_test.py	198	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/model_ollama_test.py	200	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/model_ollama_test.py	311	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/model_ollama_test.py	313	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/formatter_openai_chat_test.py	46	# ---------------------------------------------------------------	COMMENT
MEDIUM	tests/formatter_openai_chat_test.py	49	# ---------------------------------------------------------------	COMMENT
MEDIUM	tests/formatter_openai_chat_test.py	110	# ---------------------------------------------------------------	COMMENT
MEDIUM	tests/formatter_openai_chat_test.py	115	# ---------------------------------------------------------------	COMMENT
MEDIUM	tests/formatter_openai_chat_test.py	205	# ---------------------------------------------------------------	COMMENT
MEDIUM	tests/formatter_openai_chat_test.py	211	# ---------------------------------------------------------------	COMMENT
MEDIUM	tests/formatter_openai_chat_test.py	283	# -------------------------------------------------------------------	COMMENT
MEDIUM	tests/formatter_openai_chat_test.py	285	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/formatter_openai_chat_test.py	485	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/formatter_openai_chat_test.py	487	# -------------------------------------------------------------------	COMMENT
MEDIUM	tests/permission_engine_test.py	678	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/permission_engine_test.py	680	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/backend_opensandbox_test.py	30	# ── OpenSandbox availability check ─────────────────────────────────	COMMENT
MEDIUM	tests/backend_opensandbox_test.py	60	# ── exec ───────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/backend_opensandbox_test.py	91	# ── file I/O ───────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/backend_opensandbox_test.py	111	# ── derived filesystem helpers (shell-based) ───────────────────	COMMENT
MEDIUM	tests/formatter_ollama_test.py	170	# ------------------------------------------------------------------	COMMENT
MEDIUM	tests/formatter_ollama_test.py	172	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/formatter_ollama_test.py	341	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/formatter_ollama_test.py	343	# ------------------------------------------------------------------	COMMENT
MEDIUM	tests/backend_e2b_test.py	29	# ── E2B availability check ─────────────────────────────────────────	COMMENT
MEDIUM	tests/backend_e2b_test.py	54	# ── exec ───────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/backend_e2b_test.py	85	# ── file I/O ───────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/backend_e2b_test.py	105	# ── derived filesystem helpers (shell-based) ───────────────────	COMMENT
MEDIUM⚡	tests/formatter_xai_test.py	249	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/formatter_xai_test.py	251	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/formatter_xai_test.py	336	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/formatter_xai_test.py	338	# -------------------------------------------------------------------	COMMENT
MEDIUM	tests/formatter_xai_test.py	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/formatter_xai_test.py	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/formatter_xai_test.py	107	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/formatter_xai_test.py	109	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/workspace_docker_test.py	62	# ── docker daemon detection ────────────────────────────────────────	COMMENT
MEDIUM	tests/workspace_docker_test.py	89	# ── helper tool for agent-integration test ────────────────────────	COMMENT
MEDIUM	tests/workspace_docker_test.py	136	# ── offload tests ─────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workspace_docker_test.py	454	# ── skill tests ────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/workspace_docker_test.py	653	# ── lifecycle tests ───────────────────────────────────────────────	COMMENT
MEDIUM	tests/formatter_deepseek_test.py	183	# ------------------------------------------------------------------	COMMENT
MEDIUM	tests/formatter_deepseek_test.py	185	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/formatter_deepseek_test.py	258	# ------------------------------------------------------------------	COMMENT
839 more matches not shown…

Cross-File Repetition295 hits · 1475 pts

Severity	File	Line	Snippet	Context
HIGH	tests/service_cancel_dispatcher_test.py	0	yield the event loop a few times so spawned tasks make progress.	STRING
HIGH	tests/service_index_task_consumer_test.py	0	yield the event loop a few times so spawned tasks make progress.	STRING
HIGH	tests/service_wakeup_dispatcher_test.py	0	yield the event loop a few times so spawned tasks make progress.	STRING
HIGH	tests/model_ollama_test.py	0	non-stream text response returns a single chatresponse.	STRING
HIGH	tests/model_anthropic_test.py	0	non-stream text response returns a single chatresponse.	STRING
HIGH	tests/model_gemini_test.py	0	non-stream text response returns a single chatresponse.	STRING
HIGH	tests/model_dashscope_test.py	0	non-stream text response returns a single chatresponse.	STRING
HIGH	tests/model_deepseek_test.py	0	non-stream text response returns a single chatresponse.	STRING
HIGH	tests/model_openai_response_test.py	0	non-stream text response returns a single chatresponse.	STRING
HIGH	tests/model_moonshot_test.py	0	non-stream text response returns a single chatresponse.	STRING
HIGH	tests/model_openai_chat_test.py	0	non-stream text response returns a single chatresponse.	STRING
HIGH	tests/model_xai_test.py	0	non-stream text response returns a single chatresponse.	STRING
HIGH	tests/model_ollama_test.py	0	stream text yields deltas then final with full content.	STRING
HIGH	tests/model_openai_response_test.py	0	stream text yields deltas then final with full content.	STRING
HIGH	tests/model_xai_test.py	0	stream text yields deltas then final with full content.	STRING
HIGH	tests/formatter_openai_chat_test.py	0	set up shared message fixtures and expected ground-truth dicts.	STRING
HIGH	tests/formatter_anthropic_test.py	0	set up shared message fixtures and expected ground-truth dicts.	STRING
HIGH	tests/formatter_gemini_test.py	0	set up shared message fixtures and expected ground-truth dicts.	STRING
HIGH	tests/formatter_dashscope_test.py	0	set up shared message fixtures and expected ground-truth dicts.	STRING
HIGH	tests/formatter_moonshot_test.py	0	set up shared message fixtures and expected ground-truth dicts.	STRING
HIGH	tests/formatter_openai_response_test.py	0	set up shared message fixtures and expected ground-truth dicts.	STRING
HIGH	tests/formatter_openai_chat_test.py	0	chat formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_ollama_test.py	0	chat formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_deepseek_test.py	0	chat formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_anthropic_test.py	0	chat formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_gemini_test.py	0	chat formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_dashscope_test.py	0	chat formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_moonshot_test.py	0	chat formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_openai_response_test.py	0	chat formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_openai_chat_test.py	0	url images in tool results are promoted to a follow-up user message.	STRING
HIGH	tests/formatter_moonshot_test.py	0	url images in tool results are promoted to a follow-up user message.	STRING
HIGH	tests/formatter_openai_response_test.py	0	url images in tool results are promoted to a follow-up user message.	STRING
HIGH	tests/formatter_openai_chat_test.py	0	multiagent formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_ollama_test.py	0	multiagent formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_deepseek_test.py	0	multiagent formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_anthropic_test.py	0	multiagent formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_gemini_test.py	0	multiagent formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_dashscope_test.py	0	multiagent formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_moonshot_test.py	0	multiagent formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_openai_response_test.py	0	multiagent formatter produces exact output for various subsets.	STRING
HIGH	tests/formatter_openai_chat_test.py	0	complex multi-step sequence with interleaved thinking, text, tool calls, and tool results.	STRING
HIGH	tests/formatter_ollama_test.py	0	complex multi-step sequence with interleaved thinking, text, tool calls, and tool results.	STRING
HIGH	tests/formatter_xai_test.py	0	complex multi-step sequence with interleaved thinking, text, tool calls, and tool results.	STRING
HIGH	tests/formatter_deepseek_test.py	0	complex multi-step sequence with interleaved thinking, text, tool calls, and tool results.	STRING
HIGH	tests/formatter_anthropic_test.py	0	complex multi-step sequence with interleaved thinking, text, tool calls, and tool results.	STRING
HIGH	tests/formatter_gemini_test.py	0	complex multi-step sequence with interleaved thinking, text, tool calls, and tool results.	STRING
HIGH	tests/formatter_moonshot_test.py	0	complex multi-step sequence with interleaved thinking, text, tool calls, and tool results.	STRING
HIGH	tests/formatter_openai_response_test.py	0	complex multi-step sequence with interleaved thinking, text, tool calls, and tool results.	STRING
HIGH	tests/formatter_openai_chat_test.py	0	hintblock flushes preceding content and becomes a user message.	STRING
HIGH	tests/formatter_ollama_test.py	0	hintblock flushes preceding content and becomes a user message.	STRING
HIGH	tests/formatter_xai_test.py	0	hintblock flushes preceding content and becomes a user message.	STRING
HIGH	tests/formatter_deepseek_test.py	0	hintblock flushes preceding content and becomes a user message.	STRING
HIGH	tests/formatter_anthropic_test.py	0	hintblock flushes preceding content and becomes a user message.	STRING
HIGH	tests/formatter_gemini_test.py	0	hintblock flushes preceding content and becomes a user message.	STRING
HIGH	tests/formatter_dashscope_test.py	0	hintblock flushes preceding content and becomes a user message.	STRING
HIGH	tests/formatter_moonshot_test.py	0	hintblock flushes preceding content and becomes a user message.	STRING
HIGH	tests/formatter_openai_response_test.py	0	hintblock flushes preceding content and becomes a user message.	STRING
HIGH	tests/formatter_openai_chat_test.py	0	multimodal hintblock becomes a single user message with text + image.	STRING
HIGH	tests/formatter_anthropic_test.py	0	multimodal hintblock becomes a single user message with text + image.	STRING
HIGH	tests/formatter_gemini_test.py	0	multimodal hintblock becomes a single user message with text + image.	STRING
235 more matches not shown…

Hyper-Verbose Identifiers1147 hits · 1069 pts

Severity	File	Line	Snippet	Context
LOW	tests/embedding_openai_test.py	154	async def test_retry_on_transient_error(	CODE
LOW⚡	tests/mem0_middleware_test.py	207	def test_missing_user_id_raises(self) -> None:	CODE
LOW⚡	tests/mem0_middleware_test.py	260	def test_client_alone_does_not_warn(self) -> None:	CODE
LOW⚡	tests/mem0_middleware_test.py	266	def test_only_one_of_chat_or_embedding_without_config_raises(	CODE
LOW⚡	tests/mem0_middleware_test.py	852	async def test_memory_msg_and_tool_hint_both_present(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	146	def test_list_of_user_msgs_joined(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	151	def test_resumption_events_return_none(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	186	def test_plain_list_of_strings(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	223	def test_neither_client_nor_models_nor_config_raises(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	231	def test_client_wins_over_other_backend_kwargs_with_warning(	CODE
LOW	tests/mem0_middleware_test.py	304	async def test_retrieve_inject_write(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	380	async def test_memory_message_lands_after_user_message(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	415	async def test_no_memories_no_injection(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	434	async def test_search_failure_does_not_break_reply(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	451	async def test_scope_search_by_agent_false_drops_agent_id(	CODE
LOW	tests/mem0_middleware_test.py	470	async def test_sync_client_rejected(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	490	async def test_async_method_wrapped_by_sync_decorator_accepted(	CODE
LOW	tests/mem0_middleware_test.py	567	async def test_tools_listed_and_hint_in_prompt(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	607	async def test_middleware_does_not_mutate_toolkit(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	675	async def test_async_search_accepts_per_call_top_k(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	695	async def test_tools_auto_allow_permission(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	714	async def test_search_memory_dedupes_across_keywords(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	736	async def test_search_memory_failure_returns_error_chunk(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	757	async def test_add_memory_two_tier_fallback(self) -> None:	CODE
LOW	tests/mem0_middleware_test.py	811	async def test_add_memory_does_not_persist_thinking(self) -> None:	CODE
LOW	tests/compress_context_test.py	62	async def _call_api_with_structured_output(	CODE
LOW	tests/compress_context_test.py	742	async def test_context_compression_clears_evicted_read_cache(self) -> None:	CODE
LOW	tests/compress_context_test.py	814	async def test_context_compression_keeps_reserved_read_cache(	CODE
LOW	tests/compress_context_test.py	893	async def test_context_compression_clears_unreferenced_read_cache(	CODE
LOW	tests/compress_context_test.py	951	async def test_context_compression_injects_instructions_as_hint(	CODE
LOW	tests/compress_context_test.py	1016	async def test_context_compression_overflow_retry_keeps_instructions(	CODE
LOW	tests/agui_protocol_test.py	73	async def test_raw_json_stream_is_converted(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	88	async def test_sse_data_frame_is_converted(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	108	async def test_sse_heartbeat_is_passed_through(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	115	async def test_sse_data_frame_with_crlf_is_converted(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	135	async def test_fastapi_sse_response_is_converted(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	164	async def test_fastapi_json_response_is_not_converted(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	198	async def test_reply_start_to_run_started(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	212	async def test_reply_end_to_run_finished(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	225	async def test_exceed_max_iters_to_run_error(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	248	async def test_model_call_start_to_step_started(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	259	async def test_model_call_end_to_step_finished(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	335	async def test_thinking_block_start(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	347	async def test_thinking_block_delta(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	431	async def test_tool_result_end_with_buffered_content(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	461	async def test_tool_result_end_fallback_to_state(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	474	async def test_tool_result_start_to_custom(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	487	async def test_tool_result_text_delta_to_custom(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	500	async def test_tool_result_data_delta_to_custom(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	574	async def test_require_user_confirm(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	592	async def test_require_external_execution(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	629	async def test_external_execution_result(self) -> None:	CODE
LOW	tests/agui_protocol_test.py	657	def _assert_no_snake_case_keys(self, d: dict, context: str) -> None:	CODE
LOW	tests/agui_protocol_test.py	668	async def test_all_standard_events_produce_camel_case(self) -> None:	CODE
LOW	tests/service_cancel_dispatcher_test.py	166	async def test_cancel_signal_cancels_local_chat_run(self) -> None:	CODE
LOW	tests/service_cancel_dispatcher_test.py	192	async def test_cancel_signal_cancels_local_bg_tasks(self) -> None:	CODE
LOW	tests/service_cancel_dispatcher_test.py	240	async def test_cancel_signal_for_remote_session_is_noop(self) -> None:	CODE
LOW	tests/service_cancel_dispatcher_test.py	275	async def test_cancel_fans_out_to_both_chat_and_bg_in_one_signal(	CODE
LOW	tests/service_cancel_dispatcher_test.py	315	async def test_cancels_only_matching_session(self) -> None:	CODE
LOW	tests/service_cancel_dispatcher_test.py	346	async def test_no_matches_returns_zero(self) -> None:	CODE
1087 more matches not shown…

Unused Imports616 hits · 586 pts

Severity	File	Line	Context
LOW	tests/rag_vdb_mongodb_test.py	4	CODE
LOW	src/agentscope/__init__.py	5	CODE
LOW	src/agentscope/__init__.py	5	CODE
LOW	src/agentscope/__init__.py	9	CODE
LOW	src/agentscope/__init__.py	10	CODE
LOW	src/agentscope/middleware/_base.py	8	CODE
LOW	src/agentscope/middleware/_base.py	9	CODE
LOW	src/agentscope/middleware/_tts_middleware.py	18	CODE
LOW	src/agentscope/middleware/__init__.py	4	CODE
LOW	src/agentscope/middleware/__init__.py	5	CODE
LOW	src/agentscope/middleware/__init__.py	6	CODE
LOW	src/agentscope/middleware/__init__.py	7	CODE
LOW	src/agentscope/middleware/__init__.py	7	CODE
LOW	src/agentscope/middleware/__init__.py	7	CODE
LOW	src/agentscope/middleware/__init__.py	12	CODE
LOW	src/agentscope/middleware/__init__.py	13	CODE
LOW	src/agentscope/middleware/_rag.py	61	CODE
LOW	src/agentscope/middleware/_rag.py	62	CODE
LOW	src/agentscope/middleware/_rag.py	62	CODE
LOW	src/agentscope/middleware/_budget.py	11	CODE
LOW	src/agentscope/middleware/_longterm_memory/__init__.py	4	CODE
LOW	src/agentscope/middleware/_longterm_memory/__init__.py	5	CODE
LOW	src/agentscope/middleware/_longterm_memory/__init__.py	6	CODE
LOW	…iddleware/_longterm_memory/_agentic_memory/__init__.py	4	CODE
LOW	…leware/_longterm_memory/_agentic_memory/_middleware.py	8	CODE
LOW	…leware/_longterm_memory/_agentic_memory/_middleware.py	25	CODE
LOW	…ddleware/_longterm_memory/_mem0/_agentscope_adapter.py	32	CODE
LOW	…ddleware/_longterm_memory/_mem0/_agentscope_adapter.py	55	CODE
LOW	…agentscope/middleware/_longterm_memory/_mem0/_tools.py	19	CODE
LOW	…agentscope/middleware/_longterm_memory/_mem0/_tools.py	29	CODE
LOW	…entscope/middleware/_longterm_memory/_mem0/__init__.py	4	CODE
LOW	…scope/middleware/_longterm_memory/_mem0/_middleware.py	13	CODE
LOW	…scope/middleware/_longterm_memory/_mem0/_middleware.py	40	CODE
LOW	…scope/middleware/_longterm_memory/_mem0/_middleware.py	41	CODE
LOW	…scope/middleware/_longterm_memory/_mem0/_middleware.py	42	CODE
LOW	…scope/middleware/_longterm_memory/_mem0/_middleware.py	43	CODE
LOW	…agentscope/middleware/_longterm_memory/_mem0/_utils.py	8	CODE
LOW	…agentscope/middleware/_longterm_memory/_reme/_tools.py	16	CODE
LOW	…agentscope/middleware/_longterm_memory/_reme/_tools.py	25	CODE
LOW	…entscope/middleware/_longterm_memory/_reme/__init__.py	12	CODE
LOW	…scope/middleware/_longterm_memory/_reme/_middleware.py	28	CODE
LOW	…scope/middleware/_longterm_memory/_reme/_middleware.py	50	CODE
LOW	…scope/middleware/_longterm_memory/_reme/_middleware.py	51	CODE
LOW	…agentscope/middleware/_longterm_memory/_reme/_utils.py	8	CODE
LOW	src/agentscope/middleware/_tracing/_extractor.py	15	CODE
LOW	src/agentscope/middleware/_tracing/_extractor.py	22	CODE
LOW	src/agentscope/middleware/_tracing/_extractor.py	23	CODE
LOW	src/agentscope/middleware/_tracing/_extractor.py	23	CODE
LOW	src/agentscope/middleware/_tracing/__init__.py	4	CODE
LOW	src/agentscope/middleware/_tracing/_trace.py	46	CODE
LOW	src/agentscope/middleware/_tracing/_trace.py	47	CODE
LOW	src/agentscope/middleware/_tracing/_trace.py	48	CODE
LOW	src/agentscope/credential/_base.py	10	CODE
LOW	src/agentscope/credential/_base.py	11	CODE
LOW	src/agentscope/credential/_base.py	11	CODE
LOW	src/agentscope/credential/_base.py	12	CODE
LOW	src/agentscope/credential/_base.py	13	CODE
LOW	src/agentscope/credential/_ollama.py	10	CODE
LOW	src/agentscope/credential/_ollama.py	11	CODE
LOW	src/agentscope/credential/_moonshot.py	10	CODE
556 more matches not shown…

Cross-Language Confusion73 hits · 440 pts

Severity	File	Line	Snippet	Context
HIGH	tests/builtin_bash_test.py	199	cmd = "(cd /tmp && ls)"	CODE
HIGH⚡	tests/builtin_bash_test.py	507	"ls && rm -rf /",	CODE
HIGH⚡	tests/builtin_bash_test.py	508	"cd /tmp && rm -rf /usr",	CODE
HIGH⚡	tests/permission_engine_test.py	555	{"command": "ls -la && rm ~/.bashrc"},	CODE
HIGH⚡	tests/permission_engine_test.py	567	{"command": "ls -la && cat file.txt"},	CODE
HIGH⚡	tests/permission_engine_test.py	578	{"command": "ls -la && git commit -m 'test'"},	CODE
HIGH	tests/mcp_streamable_http_client_test.py	144	"meta": null,	STRING
HIGH⚡	tests/model_gemini_test.py	549	"""additionalProperties removed; anyOf[X, null] inlined to X."""	STRING
HIGH	tests/workspace_local_test.py	1119	'"finished_at":"2026-01-01T00:00:00","usage":null}'	CODE
HIGH	tests/workspace_local_test.py	1162	'"finished_at":null,"usage":null}'	CODE
HIGH	tests/workspace_local_test.py	1170	'"finished_at":"2026-01-02T00:00:00","usage":null}'	CODE
HIGH	tests/backend_local_test.py	322	["/bin/sh", "-c", "true && echo chained"],	CODE
HIGH⚡	tests/tts_dashscope_test.py	151	resp = await model.push("ignored")	CODE
HIGH⚡	tests/tts_dashscope_test.py	566	await model.push("Hello")	CODE
HIGH⚡	tests/tts_dashscope_test.py	567	await model.push(" world")	CODE
HIGH⚡	tests/tts_dashscope_test.py	593	res = await model.push("Hello")	CODE
HIGH⚡	tests/tts_dashscope_test.py	603	await model.push("Hi")	CODE
HIGH⚡	tests/tts_dashscope_test.py	604	await model.push(" there")	CODE
HIGH⚡	tests/tts_dashscope_test.py	608	await model.push(" friend!")	CODE
HIGH⚡	tests/tts_dashscope_test.py	618	await model.push("Hello")	CODE
HIGH⚡	tests/tts_dashscope_test.py	621	await model.push(" world")	CODE
HIGH⚡	tests/tts_dashscope_test.py	632	await model.push("Hello")	CODE
HIGH⚡	tests/tts_dashscope_test.py	633	await model.push(" world")	CODE
HIGH⚡	tests/tts_dashscope_test.py	677	await model.push("Hello")	CODE
HIGH⚡	tests/tts_dashscope_test.py	708	await model.push("Hi")	CODE
HIGH⚡	tests/tts_dashscope_test.py	709	await model.push(" there")	CODE
HIGH⚡	tests/tts_dashscope_test.py	975	await model.push("Hello")	CODE
HIGH⚡	tests/tts_dashscope_test.py	976	await model.push(" world")	CODE
HIGH⚡	tests/tts_dashscope_test.py	1001	res = await model.push("Hello")	CODE
HIGH⚡	tests/tts_dashscope_test.py	1014	await model.push("Hi")	CODE
HIGH⚡	tests/tts_dashscope_test.py	1015	await model.push(" there")	CODE
HIGH⚡	tests/tts_dashscope_test.py	1019	await model.push(" friend!")	CODE
HIGH⚡	tests/tts_dashscope_test.py	1032	await model.push("Hello")	CODE
HIGH⚡	tests/tts_dashscope_test.py	1037	await model.push(" world")	CODE
HIGH⚡	tests/tts_dashscope_test.py	1053	await model.push("Hello")	CODE
HIGH⚡	tests/tts_dashscope_test.py	1054	await model.push(" world")	CODE
HIGH⚡	tests/tts_dashscope_test.py	1066	res = await model.push("Hello")	CODE
HIGH⚡	tests/tts_dashscope_test.py	1111	await model.push("Hello")	CODE
HIGH⚡	tests/tts_dashscope_test.py	1168	await model.push("Hi")	CODE
HIGH⚡	tests/tts_dashscope_test.py	1169	await model.push(" there")	CODE
HIGH	tests/tts_dashscope_test.py	659	await model.push("Hello")	CODE
HIGH	tests/tts_dashscope_test.py	1092	await model.push("Hello")	CODE
HIGH⚡	tests/permission_bash_parser_test.py	86	"npm install && npm run build && npm test",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	100	("npm run build \|\| echo failed", ["npm run"]),	CODE
HIGH⚡	tests/permission_bash_parser_test.py	101	("git commit \|\| git status", ["git commit", "git status"]),	CODE
HIGH⚡	tests/permission_bash_parser_test.py	296	"ls -la && cat file.txt",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	297	"git status && git log",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	298	"pwd && ls",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	299	"cat file1.txt \|\| cat file2.txt",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	314	"ls -la && git commit -m 'message'",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	315	"cat file.txt && rm file.txt",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	316	"git status && git push",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	317	"pwd \|\| mkdir new_dir",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	551	"rm file1.txt && rm file2.txt",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	555	"touch new.txt && chmod +x new.txt",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	559	"cp src.txt dest.txt \|\| mv src.txt dest.txt",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	705	"echo 'a' > file1.txt && echo 'b' > file2.txt",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	709	"cat file.txt > backup.txt \|\| cp file.txt backup.txt",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	1202	"ls -la && cat file.txt",	CODE
HIGH⚡	tests/permission_bash_parser_test.py	1204	"npm install \|\| echo failed",	CODE
13 more matches not shown…

Docstring Block Structure53 hits · 265 pts

Severity	File	Line	Snippet	Context
HIGH	src/agentscope/app/deps.py	31	Return the caller's user ID from the ``X-User-ID`` request header. Args: x_user_id (`str`): Value of the ``	STRING
HIGH	src/agentscope/app/deps.py	200	Return the application-wide knowledge base service. Args: request (`Request`): The incoming Fas	STRING
HIGH	src/agentscope/app/deps.py	231	Return the application-wide knowledge base manager. Args: request (`Request`): The incoming Fas	STRING
HIGH	src/agentscope/app/deps.py	259	Return the application-wide blob store. Args: request (`Request`): The incoming FastAPI request	STRING
HIGH	src/agentscope/app/deps.py	290	Return the parser registry configured on the app. Args: request (`Request`): The incoming FastA	STRING
HIGH	src/agentscope/app/middleware/_protocol/_base.py	201	Deserialize event dictionary to AgentEvent object. Args: event_dict: Dictionary containing event da	STRING
HIGH	src/agentscope/app/_router/_chat.py	61	Trigger a chat run for the specified session. Events produced during the run are published to the message bus and	STRING
HIGH	src/agentscope/app/_router/_session.py	199	Return all sessions for an agent as enriched :class:`SessionView` entries. Each entry bundles three things the	STRING
HIGH	src/agentscope/app/_router/_session.py	272	Create (or resume) a session for a given agent and workspace. At most one session exists per ``(user_id, agent_id,	STRING
HIGH	src/agentscope/app/_router/_session.py	393	Request interruption of an in-progress reply for a session. Thin HTTP wrapper around :meth:`ChatService.interrupt`;	STRING
HIGH	src/agentscope/app/_router/_session.py	435	Update the model configuration of an existing session. Args: session_id (`str`): The session to update.	STRING
HIGH	src/agentscope/app/_router/_session.py	573	Return the unified :class:`SessionStatus` for a session. Ownership validation, cluster-liveness probing, and parked	STRING
HIGH	src/agentscope/app/_router/_credential.py	120	Replace the payload of an existing credential. Args: credential_id (`str`): The credential to update.	STRING
HIGH	src/agentscope/app/_router/_agent.py	176	Create and persist a new agent configuration. Args: body (`CreateAgentRequest`): Agent configur	STRING
HIGH	src/agentscope/app/_router/_agent.py	228	Partially update an existing agent configuration. Only the fields present in the request body are updated; all othe	STRING
HIGH	src/agentscope/app/_router/_schedule.py	74	Create a new schedule and register it with the scheduler. The referenced agent may be either the viewer's own or on	STRING
HIGH	src/agentscope/app/_router/_schedule.py	143	Partially update a schedule. Fields omitted from the request body keep their current values. Changing ``cron_ex	STRING
HIGH	src/agentscope/app/_router/_schedule.py	231	Return all sessions triggered by a given schedule. Args: schedule_id (`str`): ID of the schedule. u	STRING
HIGH	src/agentscope/app/_service/_knowledge_base.py	111	Delegate creation to the manager, mapping policy errors. Args: user_id (`str`): The	STRING
HIGH	src/agentscope/app/_service/_knowledge_base.py	230	Persist an uploaded document and enqueue it for indexing. Streams ``stream`` into the blob store (so the bytes	STRING
HIGH	src/agentscope/app/_service/_knowledge_base.py	311	List every document registered against a knowledge base. Service-mode source of truth: reads from storage, NOT	STRING
HIGH	src/agentscope/app/_service/_knowledge_base.py	350	Batch-fetch documents for status polling. The endpoint backing this method accepts a comma-separated list	STRING
HIGH	src/agentscope/app/_service/_knowledge_base.py	457	Search a knowledge base by text query. Args: user_id (`str`): The viewer user id —	STRING
HIGH	src/agentscope/app/_service/_embedding.py	29	Construct an embedding model from an already-resolved credential. This is the record-in variant used by owner-inter	STRING
HIGH	src/agentscope/app/_service/_embedding.py	100	Resolve a credential through :class:`ResourceAccessService` and build the corresponding embedding model. Args:	STRING
HIGH	src/agentscope/app/_service/_model.py	14	Build a chat model instance from a stored credential and config. Credentials are resolved through :class:`ResourceA	STRING
HIGH	src/agentscope/app/_manager/_chat_run_registry.py	43	Create and register an asyncio task that runs ``coro``. The task auto-removes from the registry when it finishe	STRING
HIGH	src/agentscope/app/rag/__init__.py	51	Lazy-load attributes that would cause an import cycle. ``run_worker`` is lazy-imported because :mod:`.index_worker`	STRING
HIGH	src/agentscope/app/rag/index_worker/__main__.py	55	Import ``module:attribute`` and return the attribute. Args: dotted (`str`): A ``module:attribut	STRING
HIGH	src/agentscope/app/rag/knowledge_base_manager/_base.py	131	Create a new knowledge base for the given user. Implementations must: 1. validate ``embedding_model_co	STRING
HIGH	src/agentscope/app/rag/knowledge_base_manager/_base.py	279	Resolve a runtime :class:`KnowledgeBase` handle for one KB. Implementations are responsible for: - loo	STRING
HIGH	…e/app/rag/knowledge_base_manager/_collection_per_kb.py	144	Resolve a :class:`KnowledgeBase` runtime for one knowledge base. Looks the record up in storage (raising	STRING
HIGH	src/agentscope/workspace/_gateway_client.py	481	Relay one HTTP request through the sandbox. Writes ``body`` (if any) to a sandbox tempfile, runs ``pyth	STRING
HIGH	src/agentscope/workspace/_e2b/_e2b_backend.py	125	Read a file from the sandbox via ``files.read``. Args: path (`str`): Path to the fi	STRING
HIGH	src/agentscope/workspace/_daytona/_daytona_backend.py	127	Read a file from the sandbox via ``fs.download_file``. Args: path (`str`): Path to	STRING
HIGH	src/agentscope/workspace/_k8s/_k8s_backend.py	206	Read a file from the Pod via tar stream extraction. Runs ``tar cf - -C <dir> <basename>`` inside the Pod, colle	STRING
HIGH	…ntscope/workspace/_opensandbox/_opensandbox_backend.py	114	Read a file from the sandbox via ``files.read_bytes``. Args: path (`str`): Path to	STRING
HIGH	src/agentscope/workspace/_docker/_docker_backend.py	137	Fetch a file from the container via ``get_archive``. Args: path (`str`): Path to th	STRING
HIGH	src/agentscope/embedding/_dashscope/_model.py	487	Convert a :class:`~agentscope.message.DataBlock` to the dict format expected by the DashScope multimodal embeddi	STRING
HIGH	src/agentscope/embedding/_gemini/_model.py	446	Convert a :class:`~agentscope.message.DataBlock` to a Gemini ``Part`` object. Args: block (	STRING
HIGH	src/agentscope/agent/_agent.py	1122	Check if the agent is waiting for the incoming event, if no, raise error. Args: event (`Use	STRING
HIGH	src/agentscope/agent/_agent.py	1440	Execute the given tool calls concurrently and yield the events. All tool calls are executed concurrently. If on	STRING
HIGH	src/agentscope/mcp/_mcp_client.py	368	Get a tool by name from the MCP server. The returned MCPTool object implements ToolProtocol and can be:	STRING
HIGH	src/agentscope/rag/_knowledge.py	284	Embed and insert a list of chunks as a single source document. All chunks share the resolved ``document_id``;	STRING
HIGH	src/agentscope/rag/_parser/_word.py	235	Parse a DOCX file into a list of :class:`Section` objects. Args: file (`bytes \| str`):	STRING
HIGH	src/agentscope/rag/_parser/_base.py	79	Parse a file into a list of :class:`Section` objects. The ``file`` argument is a union covering the three call	STRING
HIGH	src/agentscope/rag/_parser/_excel.py	217	Parse an Excel file into a list of :class:`Section` objects. Args: file (`bytes \| str`):	STRING
HIGH	src/agentscope/rag/_parser/_text.py	74	Read the file as text and return a single :class:`Section`. Args: file (`bytes \| str`):	STRING
HIGH	src/agentscope/rag/_parser/_image.py	55	Wrap the image bytes in a single :class:`Section`. Args: file (`bytes \| str`): Eith	STRING
HIGH	src/agentscope/rag/_parser/_pdf.py	40	Read the PDF bytes and return one Section per page. Args: file (`bytes \| str`): Eit	STRING
HIGH	src/agentscope/rag/_parser/_ppt.py	168	Parse a PPTX file into a list of :class:`Section` objects. Args: file (`bytes \| str`):	STRING
HIGH	src/agentscope/tool/_builtin/_bash_parser.py	438	Extract command prefixes from a bash command. Automatically handles compound commands (&&, \|\|, ;, \|) and extrac	STRING
HIGH	src/agentscope/tool/_builtin/_bash_parser.py	824	Check if command contains structures that cannot be statically analyzed. This detects command substitut	STRING

Excessive Try-Catch Wrapping164 hits · 170 pts

Severity	File	Line	Snippet	Context
LOW	tests/_daytona_live_utils.py	46	except Exception:	CODE
LOW	scripts/model_examples/run_tests.py	87	except Exception:	CODE
LOW	src/agentscope/_utils/_common.py	109	except Exception:	CODE
LOW	src/agentscope/_utils/_common.py	217	except Exception as e:	CODE
LOW	src/agentscope/middleware/_rag.py	280	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/agentscope/middleware/_rag.py	730	except Exception: # pylint: disable=broad-except	CODE
LOW⚡	…leware/_longterm_memory/_agentic_memory/_middleware.py	623	except Exception:	CODE
LOW	…leware/_longterm_memory/_agentic_memory/_middleware.py	757	except Exception:	CODE
LOW	…leware/_longterm_memory/_agentic_memory/_middleware.py	798	except Exception:	CODE
LOW	…agentscope/middleware/_longterm_memory/_mem0/_tools.py	135	except Exception as e: # noqa: BLE001	CODE
LOW	…agentscope/middleware/_longterm_memory/_mem0/_tools.py	230	except Exception as e: # noqa: BLE001	CODE
MEDIUM	…scope/middleware/_longterm_memory/_mem0/_middleware.py	715	def _bg() -> None:	CODE
LOW	…scope/middleware/_longterm_memory/_mem0/_middleware.py	343	except Exception as e: # noqa: BLE001	CODE
LOW	…scope/middleware/_longterm_memory/_mem0/_middleware.py	707	except Exception as e: # noqa: BLE001	CODE
LOW	…scope/middleware/_longterm_memory/_mem0/_middleware.py	734	except Exception as e: # noqa: BLE001	CODE
LOW	…agentscope/middleware/_longterm_memory/_reme/_tools.py	146	except Exception as e: # noqa: BLE001	CODE
LOW⚡	…scope/middleware/_longterm_memory/_reme/_middleware.py	530	except Exception as e: # noqa: BLE001	CODE
LOW	src/agentscope/middleware/_tracing/_extractor.py	164	except Exception:	CODE
LOW	src/agentscope/middleware/_tracing/_extractor.py	297	except Exception:	CODE
LOW	src/agentscope/middleware/_tracing/_extractor.py	407	except Exception:	CODE
LOW	src/agentscope/middleware/_tracing/_extractor.py	428	except Exception:	CODE
LOW	src/agentscope/app/message_bus/_redis_message_bus.py	626	except Exception: # pylint: disable=broad-except	CODE
LOW⚡	…/agentscope/app/middleware/_tool_offload_middleware.py	174	except Exception as exc: # pylint: disable=broad-except	CODE
LOW	…/agentscope/app/middleware/_tool_offload_middleware.py	257	except Exception: # pylint: disable=broad-except	CODE
LOW	src/agentscope/app/_router/_workspace.py	102	except Exception:	CODE
LOW	src/agentscope/app/_service/_knowledge_base.py	292	except Exception:	CODE
LOW	src/agentscope/app/_service/_knowledge_base.py	541	except Exception: # noqa: BLE001 — cleanup only	CODE
LOW	src/agentscope/app/_service/_index_sweeper.py	109	except Exception: # noqa: BLE001 — keep the loop alive	CODE
LOW	src/agentscope/app/_service/_index_sweeper.py	143	except Exception: # noqa: BLE001 — keep iterating	CODE
LOW	src/agentscope/app/_service/_chat.py	213	except Exception as e:	CODE
LOW	src/agentscope/app/_service/_chat.py	419	except Exception: # pylint: disable=broad-except	CODE
LOW	src/agentscope/app/_service/_chat.py	705	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/agentscope/app/_service/_session.py	681	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/agentscope/app/_service/_index_worker.py	274	except Exception as exc: # noqa: BLE001 — terminal error sink	CODE
LOW⚡	src/agentscope/app/_service/_index_worker.py	501	except Exception: # noqa: BLE001 — last-resort log	CODE
LOW	src/agentscope/app/_service/_index_task_consumer.py	140	except Exception: # pylint: disable=broad-except	CODE
LOW	src/agentscope/app/_service/_index_task_consumer.py	158	except Exception: # pylint: disable=broad-except	CODE
LOW	src/agentscope/app/_manager/_cancel_dispatcher.py	131	except Exception:	CODE
LOW⚡	src/agentscope/app/_manager/_cancel_dispatcher.py	191	except Exception: # pylint: disable=broad-except	CODE
LOW	src/agentscope/app/_manager/_cancel_dispatcher.py	220	except Exception: # pylint: disable=broad-except	CODE
LOW⚡	src/agentscope/app/_manager/_background_task_manager.py	349	except Exception as e: # pylint: disable=broad-except	CODE
LOW	src/agentscope/app/_manager/_wakeup_dispatcher.py	169	except Exception: # pylint: disable=broad-except	CODE
LOW	src/agentscope/app/_manager/_wakeup_dispatcher.py	182	except Exception: # pylint: disable=broad-except	CODE
LOW	src/agentscope/app/_manager/_wakeup_dispatcher.py	247	except Exception: # pylint: disable=broad-except	CODE
LOW	src/agentscope/app/_manager/_wakeup_dispatcher.py	363	except Exception: # pylint: disable=broad-except	CODE
MEDIUM	src/agentscope/app/_manager/_wakeup_dispatcher.py	350	def _retry() -> None:	CODE
LOW⚡	…entscope/app/_manager/_scheduler/_scheduler_manager.py	254	except Exception:	CODE
LOW	…e/app/rag/knowledge_base_manager/_collection_per_kb.py	90	except Exception:	CODE
LOW	…e/app/rag/knowledge_base_manager/_collection_per_kb.py	99	except Exception: # noqa: BLE001 — best-effort cleanup	CODE
LOW	src/agentscope/app/rag/blob_store/_s3.py	263	except Exception as exc: # noqa: BLE001	CODE
LOW	src/agentscope/app/storage/_model/_schedule.py	36	except Exception:	CODE
LOW	…ope/app/workspace_manager/_docker_workspace_manager.py	368	except Exception:	CODE
LOW	…ope/app/workspace_manager/_docker_workspace_manager.py	393	except Exception:	CODE
LOW	…cope/app/workspace_manager/_local_workspace_manager.py	206	except Exception:	CODE
LOW	…pp/workspace_manager/_opensandbox_workspace_manager.py	327	except Exception:	CODE
LOW	…pp/workspace_manager/_opensandbox_workspace_manager.py	352	except Exception:	CODE
LOW	…tscope/app/workspace_manager/_k8s_workspace_manager.py	320	except Exception:	CODE
LOW	…tscope/app/workspace_manager/_k8s_workspace_manager.py	350	except Exception:	CODE
LOW	…pe/app/workspace_manager/_daytona_workspace_manager.py	310	except Exception:	CODE
LOW	…pe/app/workspace_manager/_daytona_workspace_manager.py	335	except Exception:	CODE
104 more matches not shown…

Deep Nesting119 hits · 111 pts

Severity	File	Line	Context
LOW	tests/compress_tool_result_test.py	275	CODE
LOW	tests/compress_tool_result_test.py	405	CODE
LOW	tests/compress_tool_result_test.py	290	CODE
LOW	tests/compress_tool_result_test.py	420	CODE
LOW	examples/long_term_memory/agentic_memory/main.py	115	CODE
LOW	examples/long_term_memory/mem0/oss_demo.py	93	CODE
LOW	examples/long_term_memory/reme/reme_demo.py	127	CODE
LOW	scripts/model_examples/run_tests.py	293	CODE
LOW	scripts/model_examples/_utils.py	15	CODE
LOW	src/agentscope/_utils/_common.py	243	CODE
LOW	src/agentscope/_utils/_common.py	287	CODE
LOW	src/agentscope/middleware/_tts_middleware.py	51	CODE
LOW	src/agentscope/middleware/_rag.py	196	CODE
LOW	src/agentscope/middleware/_rag.py	682	CODE
LOW	src/agentscope/middleware/_budget.py	98	CODE
LOW	…leware/_longterm_memory/_agentic_memory/_middleware.py	558	CODE
LOW	…ddleware/_longterm_memory/_mem0/_agentscope_adapter.py	172	CODE
LOW	…ddleware/_longterm_memory/_mem0/_agentscope_adapter.py	191	CODE
LOW	…agentscope/middleware/_longterm_memory/_mem0/_utils.py	55	CODE
LOW	…agentscope/middleware/_longterm_memory/_reme/_utils.py	51	CODE
LOW	src/agentscope/middleware/_tracing/_extractor.py	67	CODE
LOW	src/agentscope/middleware/_tracing/_extractor.py	370	CODE
LOW	src/agentscope/middleware/_tracing/_extractor.py	432	CODE
LOW	src/agentscope/middleware/_tracing/_extractor.py	521	CODE
LOW	src/agentscope/middleware/_tracing/_converter.py	63	CODE
LOW	src/agentscope/middleware/_tracing/_trace.py	136	CODE
LOW	src/agentscope/middleware/_tracing/_trace.py	299	CODE
LOW	src/agentscope/middleware/_tracing/_utils.py	15	CODE
LOW	src/agentscope/app/_router/_session.py	686	CODE
LOW	src/agentscope/app/_router/_session.py	729	CODE
LOW	src/agentscope/app/_service/_chat.py	282	CODE
LOW	src/agentscope/app/_service/_session.py	436	CODE
LOW	src/agentscope/skill/_local_loader.py	99	CODE
LOW	src/agentscope/workspace/_base.py	411	CODE
LOW	src/agentscope/workspace/_base.py	467	CODE
LOW	src/agentscope/workspace/_gateway_client.py	474	CODE
LOW	src/agentscope/workspace/_daytona/_daytona_workspace.py	373	CODE
LOW	src/agentscope/workspace/_k8s/_k8s_workspace.py	513	CODE
LOW	src/agentscope/workspace/_k8s/_k8s_backend.py	80	CODE
LOW	src/agentscope/workspace/_k8s/_k8s_backend.py	205	CODE
LOW	src/agentscope/workspace/_k8s/_k8s_backend.py	260	CODE
LOW	src/agentscope/workspace/_k8s/_k8s_backend.py	121	CODE
LOW	src/agentscope/workspace/_docker/_docker_backend.py	136	CODE
LOW	src/agentscope/workspace/_docker/_docker_workspace.py	212	CODE
LOW	src/agentscope/agent/_agent.py	327	CODE
LOW	src/agentscope/agent/_agent.py	667	CODE
LOW	src/agentscope/agent/_agent.py	1118	CODE
LOW	src/agentscope/agent/_agent.py	1209	CODE
LOW	src/agentscope/agent/_agent.py	1566	CODE
LOW	src/agentscope/agent/_agent.py	2313	CODE
LOW	src/agentscope/agent/_agent.py	2462	CODE
LOW	src/agentscope/agent/_agent.py	2545	CODE
LOW	src/agentscope/agent/_agent.py	2674	CODE
LOW	src/agentscope/agent/_agent.py	2803	CODE
LOW	src/agentscope/state/_state.py	46	CODE
LOW	src/agentscope/rag/_vdb/_milvus_lite.py	358	CODE
LOW	src/agentscope/rag/_parser/_word.py	38	CODE
LOW	src/agentscope/rag/_parser/_word.py	74	CODE
LOW	src/agentscope/rag/_parser/_word.py	230	CODE
LOW	src/agentscope/rag/_parser/_excel.py	212	CODE
59 more matches not shown…

Self-Referential Comments36 hits · 104 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/skill_loader_test.py	18	# Create a temporary directory for testing	COMMENT
MEDIUM	tests/skill_loader_test.py	79	# Create a directory without SKILL.md	COMMENT
MEDIUM	tests/rag_vdb_milvus_lite_test.py	79	# Creating an existing collection is a no-op	COMMENT
MEDIUM	tests/builtin_grep_test.py	22	# Create a temporary directory with test files	COMMENT
MEDIUM⚡	tests/builtin_file_cache_test.py	143	# Create a file	COMMENT
MEDIUM⚡	tests/builtin_file_cache_test.py	186	# Create a file	COMMENT
MEDIUM⚡	tests/builtin_file_cache_test.py	271	# Create a file	COMMENT
MEDIUM	tests/builtin_file_cache_test.py	21	# Create a temporary directory	COMMENT
MEDIUM	tests/builtin_file_cache_test.py	34	# Create a file	COMMENT
MEDIUM	tests/builtin_file_cache_test.py	52	# Create a file	COMMENT
MEDIUM	tests/builtin_file_cache_test.py	88	# Create a file	COMMENT
MEDIUM	tests/builtin_file_cache_test.py	116	# Create a file	COMMENT
MEDIUM	tests/builtin_file_cache_test.py	250	# Create a file	COMMENT
MEDIUM	tests/rag_vdb_qdrant_test.py	90	# Creating an existing collection is a no-op	COMMENT
MEDIUM	tests/builtin_edit_test.py	21	# Create a temporary file for testing	COMMENT
MEDIUM	tests/task_tool_test.py	300	# Create a task	COMMENT
MEDIUM	tests/task_tool_test.py	372	# Create a task	COMMENT
MEDIUM	tests/task_tool_test.py	425	# Create a task	COMMENT
MEDIUM	tests/task_tool_test.py	478	# Create a task	COMMENT
MEDIUM	tests/task_tool_test.py	601	# Create a task	COMMENT
MEDIUM	tests/task_tool_test.py	654	# Create a task with initial metadata	COMMENT
MEDIUM	tests/workspace_local_test.py	226	# Create a test image data (1x1 red pixel PNG)	COMMENT
MEDIUM⚡	tests/workspace_local_test.py	704	# Create a valid skill	STRING
MEDIUM⚡	tests/workspace_local_test.py	710	# Create an invalid skill without SKILL.md	STRING
MEDIUM	tests/workspace_local_test.py	660	# Create a test skill	STRING
MEDIUM	tests/workspace_local_test.py	723	# Create an invalid skill with malformed frontmatter	STRING
MEDIUM	tests/toolkit_skill_test.py	49	# Create a minimal SKILL.md so LocalSkillLoader can load it	COMMENT
MEDIUM	tests/builtin_read_test.py	22	# Create a temporary file for testing	COMMENT
MEDIUM	tests/rag_vdb_mongodb_test.py	308	# Creating an existing collection is a no-op	COMMENT
MEDIUM	tests/builtin_glob_test.py	22	# Create a temporary directory with test files	COMMENT
MEDIUM	src/agentscope/app/middleware/_protocol/_base.py	75	# Create a new StreamingResponse with the converted stream	COMMENT
MEDIUM	src/agentscope/workspace/_docker/_docker_workspace.py	329	# Create the backend now that the container is running. All	COMMENT
MEDIUM	src/agentscope/agent/_agent.py	1486	# Create a queue to collect events from all concurrent workers.	COMMENT
MEDIUM	src/agentscope/state/_state.py	214	# Create a new assistant message with the current reply ID	COMMENT
MEDIUM	src/agentscope/formatter/_formatter_base.py	112	# Create an identifier for such multimodal data for	COMMENT
MEDIUM	src/agentscope/tool/_utils.py	91	# Create a dynamic model with the function signature	COMMENT

Modern Structural Boilerplate74 hits · 75 pts

Severity	File	Line	Snippet	Context
LOW	src/agentscope/__init__.py	16	__all__ = [	CODE
LOW	src/agentscope/_utils/_common.py	26	def set_id_factory(factory: Callable[[], str]) -> None:	CODE
LOW	src/agentscope/middleware/__init__.py	15	__all__ = [	CODE
LOW	src/agentscope/middleware/_longterm_memory/__init__.py	8	__all__ = [	CODE
LOW	…iddleware/_longterm_memory/_agentic_memory/__init__.py	6	__all__ = ["AgenticMemoryMiddleware"]	CODE
LOW	…entscope/middleware/_longterm_memory/_mem0/__init__.py	6	__all__ = ["Mem0Middleware"]	CODE
LOW	…entscope/middleware/_longterm_memory/_reme/__init__.py	14	__all__ = [	CODE
LOW	src/agentscope/middleware/_tracing/__init__.py	6	__all__ = [	CODE
LOW⚡	src/agentscope/middleware/_tracing/_trace.py	72	def _set_span_success_status(span: "Span") -> None:	CODE
LOW⚡	src/agentscope/middleware/_tracing/_trace.py	78	def _set_span_error_status(span: "Span", e: BaseException) -> None:	CODE
LOW	src/agentscope/credential/__init__.py	16	__all__ = [	CODE
LOW	src/agentscope/types/__init__.py	14	__all__ = [	CODE
LOW	src/agentscope/app/__init__.py	9	__all__ = [	CODE
LOW	src/agentscope/app/message_bus/__init__.py	9	__all__ = [	CODE
LOW	src/agentscope/app/middleware/__init__.py	10	__all__ = [	CODE
LOW	src/agentscope/app/middleware/_protocol/__init__.py	7	__all__ = [	CODE
LOW	src/agentscope/app/_router/__init__.py	13	__all__ = [	CODE
LOW	src/agentscope/app/_router/_schema/__init__.py	59	__all__ = [	CODE
LOW	src/agentscope/app/access/__init__.py	24	__all__ = [	CODE
LOW	src/agentscope/app/_service/__init__.py	22	__all__ = [	CODE
LOW	src/agentscope/app/_service/_projectors/__init__.py	11	__all__ = [	CODE
LOW	src/agentscope/app/_manager/__init__.py	11	__all__ = [	CODE
LOW	src/agentscope/app/_manager/_scheduler/__init__.py	6	__all__ = [	CODE
LOW	…/agentscope/app/_manager/_scheduler/_tools/__init__.py	9	__all__ = [	CODE
LOW	src/agentscope/app/rag/__init__.py	79	__all__ = [	CODE
LOW	…/agentscope/app/rag/knowledge_base_manager/__init__.py	25	__all__ = [	CODE
LOW	src/agentscope/app/rag/blob_store/__init__.py	7	__all__ = [	CODE
LOW	src/agentscope/app/storage/__init__.py	31	__all__ = [	CODE
LOW	src/agentscope/app/storage/_redis_storage.py	165	async def _set_with_ttl(self, key: str, value: str) -> None:	CODE
LOW	src/agentscope/app/storage/_model/__init__.py	25	__all__ = [	CODE
LOW	src/agentscope/app/workspace_manager/__init__.py	13	__all__ = [	CODE
LOW	src/agentscope/app/_tool/__init__.py	39	__all__ = [	CODE
LOW	src/agentscope/skill/__init__.py	7	__all__ = [	CODE
LOW	src/agentscope/workspace/_base.py	717	async def _setup_skills(self) -> None:	CODE
LOW	src/agentscope/workspace/__init__.py	15	__all__ = [	CODE
LOW	src/agentscope/workspace/_sandboxed_base.py	371	async def _setup_mcp_gateway(self) -> None:	CODE
LOW	src/agentscope/workspace/_e2b/__init__.py	12	__all__ = ["E2BWorkspace", "E2BBackend"]	CODE
LOW	src/agentscope/workspace/_daytona/__init__.py	12	__all__ = [	CODE
LOW	src/agentscope/workspace/_k8s/__init__.py	12	__all__ = ["K8sWorkspace", "K8sBackend"]	CODE
LOW	src/agentscope/workspace/_opensandbox/__init__.py	12	__all__ = ["OpenSandboxWorkspace", "OpenSandboxBackend"]	CODE
LOW	src/agentscope/workspace/_docker/__init__.py	13	__all__ = ["DockerWorkspace", "DockerBackend"]	CODE
LOW	src/agentscope/embedding/__init__.py	16	__all__ = [	CODE
LOW	src/agentscope/embedding/_ollama/__init__.py	6	__all__ = [	CODE
LOW	src/agentscope/embedding/_openai/__init__.py	6	__all__ = [	CODE
LOW	src/agentscope/embedding/_dashscope/__init__.py	6	__all__ = [	CODE
LOW	src/agentscope/embedding/_gemini/__init__.py	6	__all__ = [	CODE
LOW	src/agentscope/message/__init__.py	21	__all__ = [	CODE
LOW	src/agentscope/agent/__init__.py	6	__all__ = ["Agent", "ContextConfig", "ModelConfig", "ReActConfig"]	CODE
LOW	src/agentscope/mcp/__init__.py	9	__all__ = [	CODE
LOW	src/agentscope/state/__init__.py	7	__all__ = [	CODE
LOW	src/agentscope/rag/__init__.py	29	__all__ = [	CODE
LOW	src/agentscope/rag/_chunker/__init__.py	7	__all__ = [	CODE
LOW	src/agentscope/rag/_vdb/__init__.py	14	__all__ = [	CODE
LOW	src/agentscope/rag/_parser/__init__.py	12	__all__ = [	CODE
LOW	src/agentscope/formatter/__init__.py	42	__all__ = [	CODE
LOW	src/agentscope/tts/__init__.py	14	__all__ = [	CODE
LOW	src/agentscope/tts/_openai/__init__.py	6	__all__ = [	CODE
LOW	src/agentscope/tts/_dashscope/__init__.py	8	__all__ = [	CODE
LOW	src/agentscope/model/__init__.py	18	__all__ = [	CODE
LOW	src/agentscope/model/_deepseek/__init__.py	6	__all__ = [	CODE
14 more matches not shown…

Modern AI Meta-Vocabulary15 hits · 51 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyproject.toml	83	# ------------ RAG ------------	COMMENT
MEDIUM	pyproject.toml	150	# RAG parser tests — used to generate PDF fixtures in-memory	COMMENT
MEDIUM⚡	tests/middleware_rag_test.py	439	# embedding model isn't multimodal — the model only saw text.	COMMENT
MEDIUM	docs/changelog.md	89	## RAG	COMMENT
MEDIUM	examples/rag/README.md	1	# RAG Examples	COMMENT
MEDIUM	examples/rag/integrate_with_agent.py	177	# ---- Mode 2: agentic ----	COMMENT
MEDIUM	examples/long_term_memory/mem0/README.md	45	# chat + embedding model. mem0 defaults for everything else.	COMMENT
MEDIUM	scripts/model_examples/README.md	17	├── openai_chat_multiagent.py # OpenAI Chat Completions – multi-agent conversation	CODE
MEDIUM⚡	scripts/model_examples/deepseek_call.py	30	# Example 1: Simple user message (streaming, with chain-of-thought)	COMMENT
MEDIUM⚡	src/agentscope/middleware/_rag.py	303	# Shared helpers — used by both the tool (agentic mode) and the	COMMENT
MEDIUM	src/agentscope/middleware/_rag.py	472	# Agent-driven search (agentic mode, the default)	STRING
MEDIUM⚡	…leware/_longterm_memory/_agentic_memory/_middleware.py	613	# Cap each file to avoid flooding the context window.	COMMENT
MEDIUM⚡	…leware/_longterm_memory/_agentic_memory/_middleware.py	626	# Truncate large files to avoid flooding the context window.	COMMENT
MEDIUM	…scope/middleware/_longterm_memory/_reme/_middleware.py	255	# An embedding model turns on ReMe's vector store: the bundled	COMMENT
MEDIUM⚡	src/agentscope/app/_service/_chat.py	391	# (own embedding model + vector store), so the middleware can	COMMENT

Redundant / Tautological Comments33 hits · 49 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/builtin_file_cache_test.py	147	# Read the file to cache it	COMMENT
LOW⚡	tests/builtin_file_cache_test.py	190	# Read the file to cache it	COMMENT
LOW⚡	tests/builtin_file_cache_test.py	275	# Read the file	COMMENT
LOW	tests/builtin_file_cache_test.py	92	# Read the file first	COMMENT
LOW	tests/builtin_file_cache_test.py	120	# Read the file first	COMMENT
LOW	tests/builtin_edit_test.py	86	# Write file with duplicate content	COMMENT
LOW	tests/builtin_edit_test.py	101	# Write file with duplicate content	COMMENT
LOW	src/agentscope/skill/_local_loader.py	44	# Check if SKILL.md exists	COMMENT
LOW	src/agentscope/skill/_local_loader.py	111	# Check if directory exists	COMMENT
LOW	src/agentscope/workspace/_local_workspace.py	368	# Check if SKILL.md exists	COMMENT
LOW	src/agentscope/embedding/_dashscope/_model.py	270	# Check if adding this item would exceed any limit.	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	1606	# Check if the tool is available	COMMENT
LOW	src/agentscope/agent/_agent.py	1022	# Check if res is an async generator (streaming response)	COMMENT
LOW	src/agentscope/agent/_agent.py	2050	# Check if the reserved part has tool results that don't have the	COMMENT
LOW	src/agentscope/state/_state.py	59	# Check if cache is still valid	COMMENT
LOW	src/agentscope/formatter/_gemini_formatter.py	49	# Check if media type is supported	COMMENT
LOW	src/agentscope/formatter/_anthropic_formatter.py	276	# Check if media type is supported	COMMENT
LOW	src/agentscope/formatter/_ollama_formatter.py	49	# Check if media type is supported	COMMENT
LOW	src/agentscope/tool/_base.py	437	# Check if filename matches dangerous files (case-insensitive)	COMMENT
LOW	src/agentscope/tool/_base.py	444	# Check if any path segment matches dangerous directories	COMMENT
LOW	src/agentscope/tool/_types.py	131	# Check if the two definitions are from the same BaseModel	COMMENT
LOW	src/agentscope/tool/_response.py	150	# Check if the last block is also a TextBlock	COMMENT
LOW	src/agentscope/tool/_builtin/_read.py	226	# Read file content via backend	COMMENT
LOW	src/agentscope/tool/_builtin/_write.py	246	# Check if file exists, it must be read first if it exists	COMMENT
LOW⚡	src/agentscope/tool/_builtin/_bash_parser.py	573	# Check if environment variables are safe	COMMENT
LOW⚡	src/agentscope/tool/_builtin/_bash_parser.py	577	# Check if the command is a safe command that doesn't need permission	COMMENT
LOW	src/agentscope/tool/_builtin/_bash_parser.py	167	# Check if it's a compound command	COMMENT
LOW	src/agentscope/tool/_builtin/_bash_parser.py	202	# Check if it starts with a read-only prefix	COMMENT
LOW	src/agentscope/tool/_builtin/_bash_parser.py	218	# Check if base command is in safe commands	COMMENT
LOW	src/agentscope/tool/_builtin/_bash_parser.py	293	# Check if this is a file-manipulating command	COMMENT
LOW	src/agentscope/tool/_builtin/_bash_parser.py	871	# Check if this node is a dangerous type	COMMENT
LOW	src/agentscope/tool/_builtin/_bash.py	414	# Check if pattern is a prefix pattern (ends with :*)	STRING
LOW	src/agentscope/tool/_builtin/_bash.py	419	# Check if pattern has unescaped wildcards	STRING

Fake / Example Data24 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	examples/web_ui/frontend/src/i18n/locales/zh.json	115	"placeholder": "输入消息...",	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/zh.json	148	"placeholder": "我的 Agent"	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/zh.json	191	"placeholder": "简要描述此 Agent 的专长；允许被邀请时必填。"	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/zh.json	211	"placeholder": "会话名称"	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/zh.json	232	"placeholder": "我的知识库"	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/zh.json	236	"placeholder": "描述知识库用途"	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/zh.json	262	"placeholder": "我的知识库"	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/zh.json	266	"placeholder": "描述知识库用途"	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/zh.json	363	"placeholder": "选择模型",	CODE
LOW⚡	examples/web_ui/frontend/src/i18n/locales/zh.json	376	"placeholder": "选择 Embedding 模型",	CODE
LOW⚡	examples/web_ui/frontend/src/i18n/locales/zh.json	386	"placeholder": "选择维度",	CODE
LOW⚡	examples/web_ui/frontend/src/i18n/locales/zh.json	390	"placeholder": "选择权限模式",	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/en.json	115	"placeholder": "Type a message...",	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/en.json	148	"placeholder": "My agent"	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/en.json	191	"placeholder": "Briefly describe this agent's expertise; required when invitable is on."	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/en.json	211	"placeholder": "Session name"	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/en.json	232	"placeholder": "My knowledge base"	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/en.json	236	"placeholder": "Describe what this knowledge base is for."	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/en.json	262	"placeholder": "My knowledge base"	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/en.json	266	"placeholder": "Describe what this knowledge base is for."	CODE
LOW	examples/web_ui/frontend/src/i18n/locales/en.json	363	"placeholder": "Select a model",	CODE
LOW⚡	examples/web_ui/frontend/src/i18n/locales/en.json	376	"placeholder": "Select an embedding model",	CODE
LOW⚡	examples/web_ui/frontend/src/i18n/locales/en.json	386	"placeholder": "Select a dimension",	CODE
LOW⚡	examples/web_ui/frontend/src/i18n/locales/en.json	390	"placeholder": "Select permission mode",	CODE

Over-Commented Block22 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	101		COMMENT
LOW	examples/long_term_memory/mem0/oss_demo.py	201	# Qdrant in Docker and connect over the network instead of using	COMMENT
LOW	examples/long_term_memory/mem0/oss_demo.py	241	mode=MODE,	COMMENT
LOW	examples/long_term_memory/reme/reme_demo.py	261	# One middleware, shared across both sessions. ReMe is embedded	COMMENT
LOW	examples/web_ui/frontend/src/vite-env.d.ts	1	/// <reference types="vite/client" />	COMMENT
LOW	…amples/web_ui/frontend/src/pages/chat/ChatViewport.tsx	321	// outer page has a separate one). Its built-in fetch only fires on	COMMENT
LOW	.github/workflows/github-monitor.yml	1	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
LOW	…scope/middleware/_longterm_memory/_mem0/_middleware.py	301		COMMENT
LOW	src/agentscope/app/_lifespan.py	121	# (in-process or in a dedicated worker process) drains it.	COMMENT
LOW	src/agentscope/app/_router/_chat.py	101	# ------------------------------------------------------------------	COMMENT
LOW	src/agentscope/app/_service/_toolkit.py	201	),	COMMENT
LOW	src/agentscope/app/_service/_chat.py	381	tts_model = await get_tts_model(	COMMENT
LOW	src/agentscope/app/_service/_chat.py	501	#	COMMENT
LOW	src/agentscope/app/_tool/_team_say.py	201	],	COMMENT
LOW	src/agentscope/app/_tool/_agent_invite.py	381	leader_session.config.fallback_chat_model_config	COMMENT
LOW	src/agentscope/app/_tool/_agent_create.py	41	description="Default worker agent with standard configuration.",	COMMENT
LOW	src/agentscope/workspace/_gateway_shim.py	21	"""	COMMENT
LOW	src/agentscope/workspace/_opensandbox/_constants.py	21	#: Per-command timeout for first-time bootstrap shell commands.	COMMENT
LOW	src/agentscope/workspace/_docker/_docker_workspace.py	241	logger.info("DockerWorkspace: building image %r", tag)	COMMENT
LOW	src/agentscope/tool/_constants.py	61	"fdisk",	COMMENT
LOW	src/agentscope/tool/_constants.py	101	#	COMMENT
LOW	src/agentscope/tool/_builtin/_backend.py	121	#: Defaults to :mod:`posixpath`, which is correct for any backend	COMMENT

Verbosity Indicators13 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	tests/middleware_budget_test.py	382	# Step 1: model produces a tool call that requires confirmation	COMMENT
LOW⚡	tests/service_agent_interrupt_test.py	126	# Step 1: Publish interrupt (simulating API endpoint)	COMMENT
LOW⚡	tests/service_agent_interrupt_test.py	135	# Step 2: Verify agent was interrupted	COMMENT
LOW⚡	tests/service_agent_interrupt_test.py	142	# Step 3: Verify chat-run task is done	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	718	# Step 1: Checking agent input:	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	725	# Step 2: Handling agent event if applicable	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	745	# Step 3: Enter the reasoning-acting loop until reaching max_iters	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	862	# Step 4: Handling the max iteration executed	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	1601	# Step 1: Check and parse the tool call input:	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	1643	# Step 2: Check permission by toolkit and permission engine	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	1658	# Step 3: Handle the permission and execute the tool call if allowed	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	1721	# Step 4: Delegate raw execution to _acting (middleware hook point)	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	1737	# Step 5: Truncate the tool result if exceed	COMMENT

Structural Annotation Overuse13 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	tests/middleware_budget_test.py	382	# Step 1: model produces a tool call that requires confirmation	COMMENT
LOW⚡	tests/service_agent_interrupt_test.py	126	# Step 1: Publish interrupt (simulating API endpoint)	COMMENT
LOW⚡	tests/service_agent_interrupt_test.py	135	# Step 2: Verify agent was interrupted	COMMENT
LOW⚡	tests/service_agent_interrupt_test.py	142	# Step 3: Verify chat-run task is done	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	718	# Step 1: Checking agent input:	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	725	# Step 2: Handling agent event if applicable	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	745	# Step 3: Enter the reasoning-acting loop until reaching max_iters	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	862	# Step 4: Handling the max iteration executed	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	1601	# Step 1: Check and parse the tool call input:	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	1643	# Step 2: Check permission by toolkit and permission engine	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	1658	# Step 3: Handle the permission and execute the tool call if allowed	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	1721	# Step 4: Delegate raw execution to _acting (middleware hook point)	COMMENT
LOW⚡	src/agentscope/agent/_agent.py	1737	# Step 5: Truncate the tool result if exceed	COMMENT

AI Structural Patterns16 hits · 16 pts

Severity	File	Line	Context
LOW	…scope/middleware/_longterm_memory/_mem0/_middleware.py	143	CODE
LOW	src/agentscope/app/_app.py	43	CODE
LOW	…ope/app/_manager/_scheduler/_tools/_schedule_create.py	163	CODE
LOW	…ope/app/workspace_manager/_docker_workspace_manager.py	60	CODE
LOW	…pp/workspace_manager/_opensandbox_workspace_manager.py	57	CODE
LOW	…tscope/app/workspace_manager/_k8s_workspace_manager.py	43	CODE
LOW	…pe/app/workspace_manager/_daytona_workspace_manager.py	48	CODE
LOW	…tscope/app/workspace_manager/_e2b_workspace_manager.py	62	CODE
LOW	src/agentscope/workspace/_e2b/_e2b_workspace.py	89	CODE
LOW	src/agentscope/workspace/_daytona/_daytona_workspace.py	97	CODE
LOW	src/agentscope/workspace/_k8s/_k8s_workspace.py	74	CODE
LOW	…scope/workspace/_opensandbox/_opensandbox_workspace.py	64	CODE
LOW	src/agentscope/workspace/_docker/_docker_workspace.py	65	CODE
LOW	src/agentscope/model/_ollama/_model.py	56	CODE
LOW	src/agentscope/model/_openai_chat/_model.py	112	CODE
LOW	src/agentscope/tool/_builtin/_grep.py	320	CODE

Dead Code7 hits · 14 pts

Severity	File	Line	Context
MEDIUM	tests/tool_middleware_test.py	323	CODE
MEDIUM	tests/service_inbox_middleware_test.py	190	CODE
MEDIUM	tests/service_inbox_middleware_test.py	114	CODE
MEDIUM	tests/service_inbox_middleware_test.py	125	CODE
MEDIUM	src/agentscope/middleware/_base.py	89	CODE
MEDIUM	src/agentscope/middleware/_base.py	112	CODE
MEDIUM	src/agentscope/middleware/_base.py	158	CODE

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…scope/middleware/_longterm_memory/_mem0/_middleware.py	296	# tools — so just pass through.	COMMENT

Overly Generic Function Names1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	tests/workspace_local_test.py	544	{"helper.py": "def helper():\n return 42\n"},	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings