mcp-use/mcp-use

6.6

Adjusted Score

6.6

Raw Score

100%

Time Factor

2026-07-14

Last Push

10.3K

Stars

TypeScript

Language

290.3K

Lines of Code

1.2K

Files

1.3K

Pattern Hits

2026-07-14

Scan Date

0.02

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 29MEDIUM 205LOW 1019

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 1253 distinct pattern matches across 21 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Decorative Section Separators133 hits · 449 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	libraries/python/tests/unit/server/test_json_schema.py	11	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libraries/python/tests/unit/server/test_json_schema.py	13	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libraries/python/tests/unit/server/test_json_schema.py	22	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libraries/python/tests/unit/server/test_json_schema.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libraries/python/tests/unit/server/test_json_schema.py	76	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libraries/python/tests/unit/server/test_json_schema.py	78	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libraries/python/tests/unit/server/test_json_schema.py	110	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libraries/python/tests/unit/server/test_json_schema.py	112	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libraries/python/tests/unit/server/test_json_schema.py	160	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	libraries/python/tests/unit/server/test_json_schema.py	162	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libraries/python/tests/unit/server/test_json_schema.py	179	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	libraries/python/tests/unit/server/test_json_schema.py	181	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ries/python/tests/unit/server/test_list_tool_format.py	143	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ries/python/tests/unit/server/test_list_tool_format.py	145	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ries/python/tests/unit/server/test_list_tool_format.py	153	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ries/python/tests/unit/server/test_list_tool_format.py	155	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ries/python/tests/unit/server/test_list_tool_format.py	174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ries/python/tests/unit/server/test_list_tool_format.py	176	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ries/python/tests/unit/server/test_list_tool_format.py	189	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ries/python/tests/unit/server/test_list_tool_format.py	191	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ries/python/tests/unit/server/test_list_tool_format.py	221	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ries/python/tests/unit/server/test_list_tool_format.py	223	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ries/python/tests/unit/server/test_list_tool_format.py	22	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ries/python/tests/unit/server/test_list_tool_format.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ries/python/tests/unit/server/test_list_tool_format.py	52	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ries/python/tests/unit/server/test_list_tool_format.py	54	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ries/python/tests/unit/server/test_list_tool_format.py	128	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ries/python/tests/unit/server/test_list_tool_format.py	130	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…/python/tests/unit/server/auth/test_auth_middleware.py	60	# ============================================================================	COMMENT
MEDIUM	…/python/tests/unit/server/auth/test_auth_middleware.py	62	# ============================================================================	COMMENT
MEDIUM	…/python/tests/unit/server/auth/test_auth_middleware.py	86	# ============================================================================	COMMENT
MEDIUM	…/python/tests/unit/server/auth/test_auth_middleware.py	88	# ============================================================================	COMMENT
MEDIUM	…ries/python/tests/unit/server/auth/test_bearer_auth.py	14	# ============================================================================	COMMENT
MEDIUM	…ries/python/tests/unit/server/auth/test_bearer_auth.py	16	# ============================================================================	COMMENT
MEDIUM⚡	…ries/python/tests/unit/server/auth/test_bearer_auth.py	33	# ============================================================================	COMMENT
MEDIUM⚡	…ries/python/tests/unit/server/auth/test_bearer_auth.py	35	# ============================================================================	COMMENT
MEDIUM⚡	libraries/python/tests/integration/test_conformance.py	69	# =============================================================================	COMMENT
MEDIUM⚡	libraries/python/tests/integration/test_conformance.py	71	# =============================================================================	COMMENT
MEDIUM	libraries/python/tests/integration/test_conformance.py	141	# =============================================================================	COMMENT
MEDIUM	libraries/python/tests/integration/test_conformance.py	143	# =============================================================================	COMMENT
MEDIUM	…/integration/servers_for_testing/conformance_server.py	38	# =============================================================================	COMMENT
MEDIUM	…/integration/servers_for_testing/conformance_server.py	41	# =============================================================================	COMMENT
MEDIUM	…/integration/servers_for_testing/conformance_server.py	63	# =============================================================================	COMMENT
MEDIUM	…/integration/servers_for_testing/conformance_server.py	65	# =============================================================================	COMMENT
MEDIUM	…/integration/servers_for_testing/conformance_server.py	351	# =============================================================================	COMMENT
MEDIUM	…/integration/servers_for_testing/conformance_server.py	353	# =============================================================================	COMMENT
MEDIUM⚡	…/integration/servers_for_testing/conformance_server.py	404	# =============================================================================	COMMENT
MEDIUM⚡	…/integration/servers_for_testing/conformance_server.py	406	# =============================================================================	COMMENT
MEDIUM	…/integration/servers_for_testing/conformance_server.py	452	# =============================================================================	COMMENT
MEDIUM	…/integration/servers_for_testing/conformance_server.py	454	# =============================================================================	COMMENT
MEDIUM	…/integration/clients_for_testing/conformance_client.py	74	# =============================================================================	COMMENT
MEDIUM	…/integration/clients_for_testing/conformance_client.py	76	# =============================================================================	COMMENT
MEDIUM	…/integration/clients_for_testing/conformance_client.py	196	# =============================================================================	COMMENT
MEDIUM	…/integration/clients_for_testing/conformance_client.py	198	# =============================================================================	COMMENT
MEDIUM	…/integration/clients_for_testing/conformance_client.py	217	# =============================================================================	COMMENT
MEDIUM	…/integration/clients_for_testing/conformance_client.py	219	# =============================================================================	COMMENT
MEDIUM⚡	…/integration/clients_for_testing/conformance_client.py	269	# =============================================================================	COMMENT
MEDIUM⚡	…/integration/clients_for_testing/conformance_client.py	271	# =============================================================================	COMMENT
MEDIUM	libraries/python/examples/server/context_example.py	28	# =============================================================================	COMMENT
MEDIUM	libraries/python/examples/server/context_example.py	30	# =============================================================================	COMMENT
73 more matches not shown…

Hyper-Verbose Identifiers402 hits · 430 pts

Severity	File	Line	Snippet	Context
LOW	libraries/python/tests/unit/test_client_capabilities.py	30	def test_list_roots_callback_always_provided(self):	CODE
LOW	libraries/python/tests/unit/test_client_capabilities.py	64	async def test_set_roots_updates_cache(self):	CODE
LOW	libraries/python/tests/unit/test_client_capabilities.py	80	async def test_set_roots_sends_notification_when_connected(self):	CODE
LOW	libraries/python/tests/unit/test_client_capabilities.py	97	async def test_set_roots_no_notification_when_disconnected(self):	CODE
LOW	libraries/python/tests/unit/test_client_capabilities.py	114	async def test_internal_list_roots_callback_returns_roots(self):	CODE
LOW	libraries/python/tests/unit/test_client_capabilities.py	133	async def test_custom_list_roots_callback_takes_precedence(self):	CODE
LOW	libraries/python/tests/unit/test_client_capabilities.py	156	def test_get_roots_returns_copy(self):	CODE
LOW	libraries/python/tests/unit/test_client_capabilities.py	176	async def test_stdio_passes_list_roots_callback(self, mock_client_session, mock_connection_manager):	CODE
LOW	libraries/python/tests/unit/test_client_capabilities.py	214	async def test_http_passes_list_roots_callback(self, mock_client_session, mock_cm_class):	CODE
LOW	libraries/python/tests/unit/test_client_capabilities.py	246	def test_sampling_callback_stored(self):	CODE
LOW	libraries/python/tests/unit/test_client_capabilities.py	255	def test_elicitation_callback_stored(self):	CODE
LOW	libraries/python/tests/unit/test_client_capabilities.py	267	async def test_all_callbacks_passed_to_client_session(self, mock_client_session, mock_connection_manager):	CODE
LOW⚡	libraries/python/tests/unit/test_sandbox_connector.py	85	def test_init_with_env_api_key(self, mock_sandbox_modules, mock_os_environ):	CODE
LOW⚡	libraries/python/tests/unit/test_sandbox_connector.py	95	def test_init_missing_api_key(self, mock_sandbox_modules):	CODE
LOW⚡	libraries/python/tests/unit/test_sandbox_connector.py	101	def test_init_with_custom_options(self, mock_sandbox_modules):	CODE
LOW	libraries/python/tests/unit/test_sandbox_connector.py	166	async def test_connect_already_connected(self, mock_sandbox_modules):	CODE
LOW	libraries/python/tests/unit/test_sandbox_connector.py	269	async def test_cleanup_resources_with_exceptions(self, mock_logger, mock_sandbox_modules):	CODE
LOW	libraries/python/tests/unit/test_agent.py	25	def test_init_with_llm_and_client(self):	CODE
LOW⚡	libraries/python/tests/unit/test_agent.py	39	def test_init_requires_llm_for_local(self):	CODE
LOW⚡	libraries/python/tests/unit/test_agent.py	45	def test_init_requires_client_or_connectors(self):	CODE
LOW⚡	libraries/python/tests/unit/test_agent.py	52	def test_init_with_connectors_only(self):	CODE
LOW	libraries/python/tests/unit/test_agent.py	63	def test_server_manager_requires_client(self):	CODE
LOW	libraries/python/tests/unit/test_agent.py	70	def test_init_remote_mode_with_agent_id(self):	CODE
LOW	libraries/python/tests/unit/test_agent.py	91	async def test_run_remote_delegates(self):	CODE
LOW	libraries/python/tests/unit/test_agent.py	110	async def test_run_local_calls_stream_and_consume(self):	CODE
LOW	libraries/python/tests/unit/test_agent.py	149	async def test_stream_remote_delegates(self):	CODE
LOW	libraries/python/tests/unit/test_agent.py	170	async def test_stream_initializes_and_finishes(self):	CODE
LOW	libraries/python/tests/unit/test_agent.py	200	async def test_stream_uses_external_history_and_sets_max_steps(self):	CODE
LOW	libraries/python/tests/unit/test_agent.py	238	async def test_stream_persists_tool_messages_in_history(self):	CODE
LOW	libraries/python/tests/unit/test_agent.py	282	async def test_stream_handles_block_tool_results_without_losing_history(self):	CODE
LOW	libraries/python/tests/unit/test_agent.py	346	async def test_stream_events_persists_block_tool_results_in_history(self):	CODE
LOW	libraries/python/tests/unit/test_code_executor.py	63	async def test_execute_with_variables(self, code_executor):	STRING
LOW	libraries/python/tests/unit/test_code_executor.py	93	async def test_execute_with_list_comprehension(self, code_executor):	STRING
LOW	libraries/python/tests/unit/test_code_executor.py	161	async def test_safe_builtins_available(self, code_executor):	CODE
LOW	libraries/python/tests/unit/test_code_executor.py	213	async def test_search_tools_function(self, mock_client, code_executor):	CODE
LOW	libraries/python/tests/unit/test_code_executor.py	238	async def test_search_tools_with_query(self, mock_client, code_executor):	STRING
LOW	libraries/python/tests/unit/test_code_executor.py	280	async def test_tool_namespaces_available(self, mock_client, code_executor):	STRING
LOW	libraries/python/tests/unit/test_code_executor.py	303	async def test_tool_wrapper_creation(self, mock_client, code_executor):	STRING
LOW	libraries/python/tests/unit/test_enum_handling.py	22	def test_fix_schema_with_enum(self):	CODE
LOW	libraries/python/tests/unit/test_enum_handling.py	34	def test_fix_schema_preserves_existing_type(self):	CODE
LOW	libraries/python/tests/unit/test_enum_handling.py	48	def test_enum_validation_works_after_fix(self):	CODE
LOW	libraries/python/tests/unit/test_enum_handling.py	71	def test_enum_validation_accepts_valid_values(self):	CODE
LOW	libraries/python/tests/unit/test_enum_handling.py	93	def test_recursive_schema_fixing(self):	CODE
LOW	libraries/python/tests/unit/test_session.py	24	def test_init_with_auto_connect_false(self):	CODE
LOW	libraries/python/tests/unit/test_session.py	58	async def test_async_context_manager(self):	CODE
LOW	libraries/python/tests/unit/test_session.py	66	async def test_is_connected_property(self):	CODE
LOW	libraries/python/tests/unit/test_session.py	104	async def test_initialize_already_connected(self):	CODE
LOW⚡	…s/python/tests/unit/test_connection_manager_timeout.py	43	async def test_stop_with_normal_cleanup(self):	CODE
LOW⚡	…s/python/tests/unit/test_connection_manager_timeout.py	52	async def test_stop_with_default_timeout(self):	CODE
LOW⚡	…s/python/tests/unit/test_connection_manager_timeout.py	60	async def test_stop_with_custom_timeout(self):	CODE
LOW⚡	…s/python/tests/unit/test_connection_manager_timeout.py	68	async def test_stop_with_slow_cleanup_exceeding_timeout(self):	CODE
LOW⚡	…s/python/tests/unit/test_connection_manager_timeout.py	77	async def test_stop_with_hanging_cleanup(self):	CODE
LOW	…s/python/tests/unit/test_connection_manager_timeout.py	107	async def test_stop_when_task_not_started(self):	CODE
LOW⚡	…s/python/tests/unit/test_connection_manager_timeout.py	120	async def test_stop_timeout_with_zero_timeout(self):	CODE
LOW⚡	…s/python/tests/unit/test_connection_manager_timeout.py	128	async def test_timeout_during_task_execution(self):	CODE
LOW⚡	…s/python/tests/unit/test_connection_manager_timeout.py	136	async def test_stop_without_hanging_task(self):	CODE
LOW⚡	…s/python/tests/unit/test_connection_manager_timeout.py	145	async def test_timeout_with_close_exception(self):	CODE
LOW	…s/python/tests/unit/test_connection_manager_timeout.py	160	async def test_close_exception_without_timeout(self):	CODE
LOW	…s/python/tests/unit/test_connection_manager_timeout.py	174	async def test_stop_respects_total_timeout_timing(self):	CODE
LOW	…s/python/tests/unit/test_connection_manager_timeout.py	192	async def test_stop_with_negative_timeout_waits_indefinitely(self):	CODE
342 more matches not shown…

Unused Imports198 hits · 174 pts

Severity	File	Line	Context
LOW	libraries/python/tests/unit/test_client_capabilities.py	8	CODE
LOW	libraries/python/tests/unit/test_client_capabilities.py	13	CODE
LOW	libraries/python/tests/unit/test_sandbox_connector.py	6	CODE
LOW	libraries/python/tests/unit/test_agent.py	8	CODE
LOW	libraries/python/tests/unit/test_enum_handling.py	6	CODE
LOW	libraries/python/tests/unit/test_enum_handling.py	7	CODE
LOW	libraries/python/tests/unit/test_enum_handling.py	10	CODE
LOW	libraries/python/tests/unit/test_enum_handling.py	10	CODE
LOW	libraries/python/tests/unit/test_session.py	7	CODE
LOW	…aries/python/tests/unit/test_search_tools_issue_138.py	14	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	14	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	15	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	16	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	17	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	18	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	19	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	20	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	21	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	23	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	24	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	25	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	28	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	29	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	32	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	33	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	34	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	35	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	36	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	37	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	40	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	41	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	42	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	43	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	44	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	45	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	48	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	49	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	50	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	51	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	52	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	55	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	56	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	57	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	58	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	59	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	60	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	61	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	62	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	63	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	64	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	65	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	66	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	67	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	68	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	69	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	72	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	73	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	74	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	75	CODE
LOW	libraries/python/tests/unit/backward_compatibility.py	76	CODE
138 more matches not shown…

Excessive Try-Catch Wrapping138 hits · 154 pts

Severity	File	Line	Snippet	Context
LOW	…integration/servers_for_testing/timeout_test_server.py	113	except Exception as e:	CODE
MEDIUM	…integration/servers_for_testing/timeout_test_server.py	114	print(f"Error in SSE connection {connection_id}: {e}")	CODE
MEDIUM	…integration/servers_for_testing/timeout_test_server.py	85	def event_generator():	CODE
LOW	…/integration/clients_for_testing/conformance_client.py	152	except Exception as e:	CODE
LOW	…/integration/clients_for_testing/conformance_client.py	249	except Exception:	CODE
LOW⚡	…/integration/clients_for_testing/conformance_client.py	265	except Exception:	CODE
LOW	…/integration/clients_for_testing/conformance_client.py	328	except Exception:	CODE
LOW	libraries/python/mcp_use/agents/mcpagent.py	318	except Exception:	CODE
LOW	libraries/python/mcp_use/agents/mcpagent.py	552	except Exception as e:	CODE
LOW	libraries/python/mcp_use/agents/mcpagent.py	623	except Exception as e:	CODE
LOW	libraries/python/mcp_use/agents/mcpagent.py	1104	except Exception as e:	CODE
LOW	libraries/python/mcp_use/agents/mcpagent.py	606	except Exception as e:	STRING
LOW	libraries/python/mcp_use/agents/mcpagent.py	909	except Exception as e:	STRING
LOW	libraries/python/mcp_use/agents/mcpagent.py	918	except Exception as e:	STRING
LOW	libraries/python/mcp_use/agents/remote.py	137	except Exception as e:	CODE
LOW	libraries/python/mcp_use/agents/remote.py	149	except Exception as fallback_e:	CODE
LOW	libraries/python/mcp_use/agents/remote.py	196	except Exception as e:	CODE
LOW	libraries/python/mcp_use/agents/remote.py	255	except Exception as e:	CODE
LOW	libraries/python/mcp_use/agents/remote.py	359	except Exception as e:	CODE
LOW	libraries/python/mcp_use/agents/display.py	120	except Exception:	CODE
LOW	…hon/mcp_use/agents/middleware/tool_error_middleware.py	58	except Exception as e:	CODE
LOW	…aries/python/mcp_use/agents/managers/server_manager.py	58	except Exception:	CODE
LOW	…aries/python/mcp_use/agents/managers/server_manager.py	80	except Exception as e:	CODE
LOW	…s/python/mcp_use/agents/managers/tools/search_tools.py	111	except Exception as e:	CODE
LOW	…s/python/mcp_use/agents/managers/tools/search_tools.py	173	except Exception:	CODE
LOW	…s/python/mcp_use/agents/managers/tools/search_tools.py	202	except Exception:	CODE
LOW	…python/mcp_use/agents/managers/tools/connect_server.py	71	except Exception as e:	CODE
LOW	…hon/mcp_use/agents/managers/tools/list_servers_tool.py	45	except Exception as e:	CODE
LOW	…hon/mcp_use/agents/managers/tools/disconnect_server.py	37	except Exception as e:	CODE
LOW	…braries/python/mcp_use/agents/observability/laminar.py	41	except Exception as e:	CODE
LOW	…es/python/mcp_use/agents/adapters/langchain_adapter.py	194	except Exception as e:	CODE
LOW	…es/python/mcp_use/agents/adapters/langchain_adapter.py	203	except Exception as e:	CODE
LOW	…es/python/mcp_use/agents/adapters/langchain_adapter.py	244	except Exception as e:	CODE
LOW	…es/python/mcp_use/agents/adapters/langchain_adapter.py	301	except Exception as e:	CODE
LOW	libraries/python/mcp_use/agents/adapters/base.py	111	except Exception as e:	CODE
LOW	libraries/python/mcp_use/agents/adapters/base.py	116	except Exception as e:	CODE
LOW	libraries/python/mcp_use/agents/adapters/base.py	340	except Exception as e:	CODE
LOW	libraries/python/mcp_use/server/server.py	431	except Exception:	CODE
LOW	libraries/python/mcp_use/server/middleware/telemetry.py	21	except Exception as exc:	CODE
LOW	libraries/python/mcp_use/server/middleware/telemetry.py	43	except Exception as exc:	CODE
LOW	libraries/python/mcp_use/server/middleware/telemetry.py	62	except Exception as exc:	CODE
LOW	libraries/python/mcp_use/server/auth/middleware.py	108	except Exception:	CODE
LOW⚡	libraries/python/mcp_use/server/utils/openmcp.py	80	except Exception as e:	CODE
LOW⚡	libraries/python/mcp_use/server/utils/openmcp.py	87	except Exception as e:	CODE
LOW⚡	libraries/python/mcp_use/server/utils/openmcp.py	94	except Exception as e:	CODE
LOW⚡	libraries/python/mcp_use/server/utils/openmcp.py	101	except Exception as e:	CODE
LOW⚡	libraries/python/mcp_use/server/utils/openmcp.py	108	except Exception as e:	CODE
LOW⚡	libraries/python/mcp_use/server/utils/openmcp.py	116	except Exception as e:	CODE
LOW	libraries/python/mcp_use/server/utils/openmcp.py	131	except Exception as e:	CODE
LOW	libraries/python/mcp_use/server/utils/openmcp.py	147	except Exception as e:	CODE
LOW	libraries/python/mcp_use/server/utils/openmcp.py	161	except Exception as e:	CODE
LOW	libraries/python/mcp_use/server/utils/inspector.py	51	except Exception as e:	CODE
LOW	libraries/python/mcp_use/server/utils/inspector.py	84	except Exception as e:	CODE
LOW	libraries/python/mcp_use/server/templates/cli.py	206	except Exception:	CODE
LOW	libraries/python/mcp_use/telemetry/telemetry.py	70	except Exception as e:	CODE
LOW	libraries/python/mcp_use/telemetry/telemetry.py	162	except Exception as e:	CODE
LOW	libraries/python/mcp_use/telemetry/telemetry.py	179	except Exception as e:	CODE
LOW	libraries/python/mcp_use/telemetry/telemetry.py	211	except Exception as e:	CODE
LOW	libraries/python/mcp_use/telemetry/telemetry.py	240	except Exception as e:	CODE
LOW	libraries/python/mcp_use/telemetry/telemetry.py	254	except Exception as e:	CODE
78 more matches not shown…

Self-Referential Comments45 hits · 140 pts

Severity	File	Line	Snippet	Context
MEDIUM	libraries/python/tests/unit/test_client_capabilities.py	122	# Create a mock context	COMMENT
MEDIUM	libraries/python/tests/unit/test_client_capabilities.py	145	# Create a mock context	COMMENT
MEDIUM	libraries/python/tests/unit/test_code_executor.py	305	# Create a mock session with a tool	COMMENT
MEDIUM	libraries/python/tests/unit/test_enum_handling.py	50	# Create a schema that would cause the original issue	COMMENT
MEDIUM	libraries/python/tests/unit/test_enum_handling.py	73	# Create a schema with enum	COMMENT
MEDIUM	…aries/python/tests/unit/test_search_tools_issue_138.py	107	# Create a ToolSearchEngine instance with mocked server_tools	COMMENT
MEDIUM	libraries/python/tests/unit/test_config.py	24	# Create a temporary file with test config	COMMENT
MEDIUM	libraries/python/tests/unit/test_stdio_connector.py	336	# Define the nested structure	COMMENT
MEDIUM	libraries/python/tests/unit/test_client.py	50	# Create a temporary file with test config	COMMENT
MEDIUM	libraries/python/tests/unit/test_client.py	70	# Create a temporary file with test config	COMMENT
MEDIUM	libraries/python/tests/unit/test_client.py	181	# Create a temporary file path	COMMENT
MEDIUM	libraries/python/tests/unit/test_http_connector.py	419	# Define the detailed structure that the connector's read_resource method	COMMENT
MEDIUM	…/python/tests/integration/agent/test_server_manager.py	50	# Create the get_greeting_tool dynamically inside the manager	COMMENT
MEDIUM⚡	…thon/tests/integration/client/others/test_code_mode.py	71	# Create a temporary config file	COMMENT
MEDIUM	libraries/python/mcp_use/agents/mcpagent.py	160	# Create the adapter for tool conversion	COMMENT
MEDIUM	libraries/python/mcp_use/agents/mcpagent.py	191	# Create the system message based on available tools	COMMENT
MEDIUM	libraries/python/mcp_use/agents/mcpagent.py	243	# Create the system message based on available tools	COMMENT
MEDIUM	libraries/python/mcp_use/agents/mcpagent.py	246	# Create the agent	COMMENT
MEDIUM	…s/python/mcp_use/agents/managers/tools/search_tools.py	277	# Create a new results list with marked active server	COMMENT
MEDIUM	…raries/python/mcp_use/agents/observability/langfuse.py	25	# Create a custom CallbackHandler wrapper to add logging	COMMENT
MEDIUM	…es/python/mcp_use/agents/adapters/langchain_adapter.py	282	# Create an empty Pydantic model if there are no arguments	COMMENT
MEDIUM	libraries/python/mcp_use/client/client.py	251	# Create a session for it	COMMENT
MEDIUM	libraries/python/mcp_use/client/client.py	320	# Create the session	COMMENT
MEDIUM	libraries/python/mcp_use/client/connectors/sandbox.py	255	# Create the SSE connection URL	COMMENT
MEDIUM	libraries/python/mcp_use/client/connectors/sandbox.py	262	# Create the client session	COMMENT
MEDIUM	libraries/python/mcp_use/client/connectors/http.py	141	# Create a temporary client for OAuth metadata discovery	COMMENT
MEDIUM	libraries/python/mcp_use/client/connectors/http.py	286	# Create the client session for SSE	COMMENT
MEDIUM	libraries/python/mcp_use/client/connectors/stdio.py	87	# Create the client session	COMMENT
MEDIUM	libraries/python/mcp_use/client/connectors/websocket.py	186	# Create a request ID	COMMENT
MEDIUM	libraries/python/mcp_use/client/connectors/websocket.py	189	# Create a future to receive the response	COMMENT
MEDIUM	libraries/python/mcp_use/client/auth/oauth_callback.py	46	# Create the server	COMMENT
MEDIUM	libraries/python/mcp_use/client/auth/oauth.py	141	# Create a safe filename from the URL	COMMENT
MEDIUM⚡	libraries/python/mcp_use/client/auth/oauth.py	717	# Create a safe filename from the server URL	COMMENT
MEDIUM⚡	libraries/python/mcp_use/client/auth/oauth.py	732	# Create a safe filename from the server URL	COMMENT
MEDIUM	libraries/python/mcp_use/client/task_managers/sse.py	63	# Create the context manager	COMMENT
MEDIUM	…python/mcp_use/client/task_managers/streamable_http.py	68	# Create the httpx client with auth, headers, and timeouts	COMMENT
MEDIUM	…python/mcp_use/client/task_managers/streamable_http.py	79	# Create the streamable HTTP context manager	COMMENT
MEDIUM	libraries/python/mcp_use/client/task_managers/stdio.py	51	# Create the context manager	COMMENT
MEDIUM	libraries/python/mcp_use/client/task_managers/base.py	75	# Create a task to establish and maintain the connection	COMMENT
MEDIUM	…aries/python/mcp_use/client/task_managers/websocket.py	47	# Create the context manager	COMMENT
MEDIUM	libraries/python/examples/simple_server_manager_use.py	84	# Create an MCPAgent with the custom server manager	COMMENT
MEDIUM	libraries/python/examples/multi_server_example.py	23	# Create a configuration with multiple servers	COMMENT
MEDIUM	…aries/python/examples/langchain_integration_example.py	51	# Create the LangChain agent	COMMENT
MEDIUM	…/mcp-use/examples/client/cli/cli_filesystem_example.sh	12	# Create a temporary directory for testing	COMMENT
MEDIUM	docs/generate_docs.py	804	# Create a mock parameter object for the annotation	COMMENT

Redundant / Tautological Comments60 hits · 93 pts

Severity	File	Line	Snippet	Context
LOW	…integration/servers_for_testing/timeout_test_server.py	96	# Check if we should timeout	COMMENT
LOW	libraries/python/mcp_use/logging.py	83	# Set propagate to True to ensure child loggers inherit settings	COMMENT
LOW	libraries/python/mcp_use/agents/mcpagent.py	868	# Check if we should restart or if execution completed	STRING
LOW	libraries/python/mcp_use/agents/remote.py	113	# Check if this is a nested result structure (agent execution response)	COMMENT
LOW	…aries/python/mcp_use/agents/managers/server_manager.py	70	# Check if this server's tools have changed	COMMENT
LOW	…python/mcp_use/agents/managers/tools/connect_server.py	28	# Check if server exists	COMMENT
LOW	…braries/python/mcp_use/agents/observability/laminar.py	12	# Check if Laminar is disabled via environment variable	COMMENT
LOW	…raries/python/mcp_use/agents/observability/langfuse.py	6	# Check if Langfuse is disabled via environment variable	COMMENT
LOW	libraries/python/mcp_use/agents/adapters/base.py	187	# Check if we already have tools for this connector	COMMENT
LOW	libraries/python/mcp_use/server/auth/middleware.py	71	# Check if path should be excluded from auth	COMMENT
LOW	libraries/python/mcp_use/server/auth/middleware.py	78	# Check if this is a protected path	COMMENT
LOW	libraries/python/mcp_use/server/utils/inspector.py	28	# Check if server or autoConnect parameter is already present	COMMENT
LOW	libraries/python/mcp_use/server/logging/config.py	16	# Check if args contain a path that starts with inspector_path	COMMENT
LOW	libraries/python/mcp_use/telemetry/telemetry.py	58	# Check if telemetry is disabled on this instance	COMMENT
LOW	libraries/python/mcp_use/telemetry/telemetry.py	296	# Check if version file exists	COMMENT
LOW	libraries/python/mcp_use/client/client.py	417	# Check if the session exists	COMMENT
LOW	libraries/python/mcp_use/client/connectors/http.py	102	# Check if this is an OAuth provider configuration	COMMENT
LOW⚡	libraries/python/mcp_use/client/connectors/base.py	376	# Check if we have a client session	COMMENT
LOW⚡	libraries/python/mcp_use/client/connectors/base.py	386	# Check if we have a connection manager and if its task is still running	COMMENT
LOW⚡	libraries/python/mcp_use/client/connectors/base.py	389	# Check if the connection manager task is done (indicates disconnection)	COMMENT
LOW	libraries/python/mcp_use/client/connectors/base.py	257	# Check if already initialized	COMMENT
LOW	libraries/python/mcp_use/client/connectors/base.py	403	# Check if streams are closed using getattr with default value	COMMENT
LOW	libraries/python/mcp_use/client/connectors/base.py	473	# Check if the error might be due to connection loss	COMMENT
LOW	libraries/python/mcp_use/client/connectors/websocket.py	101	# Check if this is a response to a pending request	COMMENT
LOW	libraries/python/mcp_use/client/auth/oauth.py	298	# Check if code challenge exists with S256	COMMENT
LOW	libraries/python/mcp_use/client/auth/oauth.py	305	# Check if it supports CIMD	COMMENT
LOW	libraries/python/mcp_use/client/auth/oauth.py	644	# Check if token expires in more than 60 seconds	COMMENT
LOW	libraries/python/mcp_use/client/auth/oauth.py	744	# Check if registration is still valid (if expiry info provided)	COMMENT
LOW⚡	…/mcp-use/examples/server/deployment/supabase/deploy.sh	32	# Check if Docker is running	COMMENT
LOW⚡	…/mcp-use/examples/server/deployment/supabase/deploy.sh	41	# Check if project has widgets	COMMENT
LOW⚡	…/mcp-use/examples/server/deployment/supabase/deploy.sh	45	# Check if resources directory exists	COMMENT
LOW	…/mcp-use/examples/server/deployment/supabase/deploy.sh	63	# Check if it's a file with .tsx or .ts extension	COMMENT
LOW	…/mcp-use/examples/server/deployment/supabase/deploy.sh	68	# Check if it's a directory with widget.tsx inside	COMMENT
LOW	…/mcp-use/examples/server/deployment/supabase/deploy.sh	157	# Check if supabase CLI is installed	COMMENT
LOW	…/mcp-use/examples/server/deployment/supabase/deploy.sh	169	# Check if supabase is initialized	COMMENT
LOW	…/mcp-use/examples/server/deployment/supabase/deploy.sh	179	# Check if user is logged in	COMMENT
LOW	…/mcp-use/examples/server/deployment/supabase/deploy.sh	199	# Check if project is linked	COMMENT
LOW	…/mcp-use/examples/server/deployment/supabase/deploy.sh	218	# Check if linked project looks like a valid Supabase project ref (20 chars alphanumeric)	COMMENT
LOW	…/mcp-use/examples/server/deployment/supabase/deploy.sh	316	# Check if dist directory exists	COMMENT
LOW	…/mcp-use/examples/server/deployment/supabase/deploy.sh	356	# Check if index.ts exists, if not copy from current root or src/	COMMENT
LOW	…/mcp-use/examples/server/deployment/supabase/deploy.sh	426	# Set CSP_URLS to allow widget assets from storage bucket	COMMENT
LOW	docs/generate_docs.py	361	# Check if this line starts a new section (not indented)	COMMENT
LOW	docs/generate_docs.py	600	# Check if this line starts a new section (like "Example:")	COMMENT
LOW	docs/generate_docs.py	884	# Check if this property is defined in a parent class	COMMENT
LOW	docs/generate_docs.py	892	# Check if this method is defined in a parent class	COMMENT
LOW	docs/generate_docs.py	1153	# Check if module only contains deprecated items	COMMENT
LOW	docs/generate_docs.py	1155	# Check if all classes and functions are deprecated	COMMENT
LOW	docs/generate_docs.py	1243	# Write the file	COMMENT
LOW	docs/generate_docs.py	1278	# Check if module matches any exclusion pattern	COMMENT
LOW	docs/generate_docs.py	1408	# Check if this is a compound name we need to preserve	COMMENT
LOW	docs/generate_docs.py	1589	# Check if this package has subpackages	COMMENT
LOW	.github/workflows/python-release.yml	139	# Check if draft release exists	COMMENT
LOW	.github/workflows/python-release.yml	179	# Check if a published release with this version already exists	COMMENT
LOW	.github/workflows/python-release.yml	228	# Check if this version exists on PyPI	COMMENT
LOW	.github/workflows/python-release.yml	264	# Check if the tag exists on the remote before attempting to delete	COMMENT
LOW	.github/workflows/update-mcp-sdk-fork.yml	53	# Check if versions are different	COMMENT
LOW	.github/workflows/update-mcp-sdk-fork.yml	68	# Check if it's a major version bump (skip major updates)	COMMENT
LOW	.github/workflows/update-mcp-sdk-fork.yml	76	# Check if PR already exists for this version	COMMENT
LOW	.github/workflows/ci.yml	235	# Check if tests passed	COMMENT
LOW	.github/workflows/ci.yml	400	# Check if tests passed	COMMENT

Structural Annotation Overuse45 hits · 88 pts

Severity	File	Line	Snippet	Context
LOW⚡	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1294	// Step 2: delete widget and verify resource disappears.	COMMENT
LOW⚡	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1303	// Step 3: re-add same widget name; resource must re-appear for the same session.	COMMENT
LOW⚡	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1354	// Step 2: Trigger HMR by changing tool description	COMMENT
LOW⚡	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1363	// Step 3: Check same session still has full metadata	COMMENT
LOW⚡	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1370	// Step 4: Simulate page reload by creating new MCP session	COMMENT
LOW⚡	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1389	// Step 5: Fetch metadata in new session - THIS is the critical check	COMMENT
LOW⚡	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1396	// Step 6: Execute the tool to verify it still renders widgets correctly	COMMENT
LOW	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1139	// Step 1: Add a new widget file to the resources directory while the server is running.	COMMENT
LOW	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1174	// Step 2: Verify the widget resource appears in the Resources tab.	COMMENT
LOW	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1190	// Step 3: Edit server.ts to add a tool that returns this widget	COMMENT
LOW	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1213	// Step 4: Navigate to Tools tab and execute the tool	COMMENT
LOW	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1274	// Step 1: add widget and verify it appears as a resource.	COMMENT
LOW	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1327	// Step 1: Fetch initial tool metadata via MCP protocol	COMMENT
LOW⚡	…ector/src/client/components/shared/SchemaFormField.tsx	84	// Step 1: Normalize anyOf unions (handles FastMCP optional fields with $ref)	COMMENT
LOW⚡	…ector/src/client/components/shared/SchemaFormField.tsx	87	// Step 2: Resolve any remaining $refs at top level	COMMENT
LOW⚡	…ector/src/client/components/shared/SchemaFormField.tsx	90	// Step 3: Extract enum values	COMMENT
LOW	libraries/typescript/packages/mcp-use/CHANGELOG.md	8660	## Step 5: Commit Everything	COMMENT
LOW	libraries/typescript/packages/mcp-use/CHANGELOG.md	8668	## Step 6: Create Pull Request	COMMENT
LOW	libraries/typescript/packages/mcp-use/CHANGELOG.md	8696	## Step 7: Review & Merge	COMMENT
LOW	libraries/typescript/packages/mcp-use/CHANGELOG.md	8704	## Step 8: Release (Maintainer Task)	COMMENT
LOW	libraries/typescript/packages/mcp-use/CHANGELOG.md	8765	## Step 9: Publish to npm	COMMENT
LOW	libraries/typescript/packages/mcp-use/CHANGELOG.md	8799	## Step 10: Verify Publication	COMMENT
LOW	…-use/tests/integration/auth/node-provider-flow.test.ts	182	// Step 1: kick off the flow. SDK does discovery + DCR + builds authorize URL,	COMMENT
LOW⚡	…-use/tests/integration/auth/node-provider-flow.test.ts	199	// Step 2: simulate the AS redirecting the user back to our loopback.	COMMENT
LOW⚡	…-use/tests/integration/auth/node-provider-flow.test.ts	207	// Step 3: orchestrator awaits the code.	COMMENT
LOW⚡	…-use/tests/integration/auth/node-provider-flow.test.ts	211	// Step 4: exchange the code for tokens.	COMMENT
LOW⚡	…aries/typescript/packages/mcp-use/src/agents/remote.ts	242	// Step 1: Create a chat session for this agent (only if we don't have one)	COMMENT
LOW⚡	…aries/typescript/packages/mcp-use/src/agents/remote.ts	249	// Step 2: Execute the agent within the chat context	COMMENT
LOW⚡	…raries/typescript/packages/mcp-use/src/react/useMcp.ts	1255	// Step 1: Call auth() to trigger redirectToAuthorization and OAuth discovery	COMMENT
LOW⚡	…raries/typescript/packages/mcp-use/src/react/useMcp.ts	1264	// Step 2: Get the authorization code that was captured during redirectToAuthorization	COMMENT
LOW⚡	…raries/typescript/packages/mcp-use/src/react/useMcp.ts	1274	// Step 3: Complete the OAuth flow by exchanging code for tokens	COMMENT
LOW⚡	docs/generate_docs.py	1828	# Step 2: Update docs.json	COMMENT
LOW	docs/generate_docs.py	1780	# Step 1: Generate all API docs	COMMENT
LOW⚡	skills/mcp-apps-builder/SKILL.md	336	// Step 1: Define schema separately	COMMENT
LOW⚡	skills/mcp-apps-builder/SKILL.md	342	// Step 2: Reference schema variable in metadata	COMMENT
LOW⚡	skills/mcp-apps-builder/SKILL.md	349	// Step 3: Infer Props type from schema variable	COMMENT
LOW⚡	skills/mcp-apps-builder/SKILL.md	352	// Step 4: Use typed Props with useWidget	COMMENT
LOW⚡	skills/chatgpt-app-builder/SKILL.md	336	// Step 1: Define schema separately	COMMENT
LOW⚡	skills/chatgpt-app-builder/SKILL.md	342	// Step 2: Reference schema variable in metadata	COMMENT
LOW⚡	skills/chatgpt-app-builder/SKILL.md	349	// Step 3: Infer Props type from schema variable	COMMENT
LOW⚡	skills/chatgpt-app-builder/SKILL.md	352	// Step 4: Use typed Props with useWidget	COMMENT
LOW⚡	skills/mcp-builder/SKILL.md	336	// Step 1: Define schema separately	COMMENT
LOW⚡	skills/mcp-builder/SKILL.md	342	// Step 2: Reference schema variable in metadata	COMMENT
LOW⚡	skills/mcp-builder/SKILL.md	349	// Step 3: Infer Props type from schema variable	COMMENT
LOW⚡	skills/mcp-builder/SKILL.md	352	// Step 4: Use typed Props with useWidget	COMMENT

Verbosity Indicators27 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW⚡	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1294	// Step 2: delete widget and verify resource disappears.	COMMENT
LOW⚡	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1303	// Step 3: re-add same widget name; resource must re-appear for the same session.	COMMENT
LOW⚡	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1354	// Step 2: Trigger HMR by changing tool description	COMMENT
LOW⚡	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1363	// Step 3: Check same session still has full metadata	COMMENT
LOW⚡	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1370	// Step 4: Simulate page reload by creating new MCP session	COMMENT
LOW⚡	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1389	// Step 5: Fetch metadata in new session - THIS is the critical check	COMMENT
LOW⚡	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1396	// Step 6: Execute the tool to verify it still renders widgets correctly	COMMENT
LOW	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1139	// Step 1: Add a new widget file to the resources directory while the server is running.	COMMENT
LOW	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1174	// Step 2: Verify the widget resource appears in the Resources tab.	COMMENT
LOW	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1190	// Step 3: Edit server.ts to add a tool that returns this widget	COMMENT
LOW	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1213	// Step 4: Navigate to Tools tab and execute the tool	COMMENT
LOW	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1274	// Step 1: add widget and verify it appears as a resource.	COMMENT
LOW	…es/typescript/packages/inspector/tests/e2e/hmr.test.ts	1327	// Step 1: Fetch initial tool metadata via MCP protocol	COMMENT
LOW⚡	…ector/src/client/components/shared/SchemaFormField.tsx	84	// Step 1: Normalize anyOf unions (handles FastMCP optional fields with $ref)	COMMENT
LOW⚡	…ector/src/client/components/shared/SchemaFormField.tsx	87	// Step 2: Resolve any remaining $refs at top level	COMMENT
LOW⚡	…ector/src/client/components/shared/SchemaFormField.tsx	90	// Step 3: Extract enum values	COMMENT
LOW	…-use/tests/integration/auth/node-provider-flow.test.ts	182	// Step 1: kick off the flow. SDK does discovery + DCR + builds authorize URL,	COMMENT
LOW⚡	…-use/tests/integration/auth/node-provider-flow.test.ts	199	// Step 2: simulate the AS redirecting the user back to our loopback.	COMMENT
LOW⚡	…-use/tests/integration/auth/node-provider-flow.test.ts	207	// Step 3: orchestrator awaits the code.	COMMENT
LOW⚡	…-use/tests/integration/auth/node-provider-flow.test.ts	211	// Step 4: exchange the code for tokens.	COMMENT
LOW⚡	…aries/typescript/packages/mcp-use/src/agents/remote.ts	242	// Step 1: Create a chat session for this agent (only if we don't have one)	COMMENT
LOW⚡	…aries/typescript/packages/mcp-use/src/agents/remote.ts	249	// Step 2: Execute the agent within the chat context	COMMENT
LOW⚡	…raries/typescript/packages/mcp-use/src/react/useMcp.ts	1255	// Step 1: Call auth() to trigger redirectToAuthorization and OAuth discovery	COMMENT
LOW⚡	…raries/typescript/packages/mcp-use/src/react/useMcp.ts	1264	// Step 2: Get the authorization code that was captured during redirectToAuthorization	COMMENT
LOW⚡	…raries/typescript/packages/mcp-use/src/react/useMcp.ts	1274	// Step 3: Complete the OAuth flow by exchanging code for tokens	COMMENT
LOW⚡	docs/generate_docs.py	1828	# Step 2: Update docs.json	COMMENT
LOW	docs/generate_docs.py	1780	# Step 1: Generate all API docs	COMMENT

Deep Nesting53 hits · 45 pts

Severity	File	Line	Context
LOW	libraries/python/tests/unit/server/test_runner.py	48	CODE
LOW	…/integration/clients_for_testing/conformance_client.py	227	CODE
LOW	…/integration/clients_for_testing/conformance_client.py	274	CODE
LOW	libraries/python/mcp_use/agents/mcpagent.py	180	CODE
LOW	libraries/python/mcp_use/agents/mcpagent.py	259	CODE
LOW	libraries/python/mcp_use/agents/mcpagent.py	283	CODE
LOW	libraries/python/mcp_use/agents/mcpagent.py	573	CODE
LOW	libraries/python/mcp_use/agents/mcpagent.py	641	CODE
LOW	libraries/python/mcp_use/agents/mcpagent.py	1072	CODE
LOW	libraries/python/mcp_use/agents/remote.py	259	CODE
LOW	libraries/python/mcp_use/agents/display.py	41	CODE
LOW	libraries/python/mcp_use/agents/display.py	195	CODE
LOW	libraries/python/mcp_use/agents/display.py	359	CODE
LOW	…aries/python/mcp_use/agents/managers/server_manager.py	44	CODE
LOW	libraries/python/mcp_use/agents/adapters/base.py	50	CODE
LOW	libraries/python/mcp_use/server/auth/middleware.py	64	CODE
LOW	libraries/python/mcp_use/server/utils/utils.py	26	CODE
LOW	libraries/python/mcp_use/server/logging/middleware.py	100	CODE
LOW	libraries/python/mcp_use/telemetry/telemetry.py	288	CODE
LOW	libraries/python/mcp_use/telemetry/utils.py	53	CODE
LOW	libraries/python/mcp_use/client/code_executor.py	129	CODE
LOW	libraries/python/mcp_use/client/code_executor.py	231	CODE
LOW	libraries/python/mcp_use/client/code_executor.py	275	CODE
LOW	libraries/python/mcp_use/client/code_executor.py	243	CODE
LOW	libraries/python/mcp_use/client/code_executor.py	282	CODE
LOW	libraries/python/mcp_use/client/config.py	38	CODE
LOW	libraries/python/mcp_use/client/client.py	518	CODE
LOW	libraries/python/mcp_use/client/connectors/sandbox.py	158	CODE
LOW	libraries/python/mcp_use/client/connectors/http.py	88	CODE
LOW	libraries/python/mcp_use/client/connectors/base.py	167	CODE
LOW	libraries/python/mcp_use/client/connectors/base.py	366	CODE
LOW	libraries/python/mcp_use/client/connectors/websocket.py	91	CODE
LOW	libraries/python/mcp_use/client/auth/oauth.py	276	CODE
LOW	libraries/python/mcp_use/client/auth/oauth.py	727	CODE
LOW	libraries/python/examples/openai_integration_example.py	16	CODE
LOW	…aries/python/examples/anthropic_integration_example.py	16	CODE
LOW	libraries/python/examples/google_integration_example.py	17	CODE
LOW	docs/generate_docs.py	16	CODE
LOW	docs/generate_docs.py	62	CODE
LOW	docs/generate_docs.py	234	CODE
LOW	docs/generate_docs.py	295	CODE
LOW	docs/generate_docs.py	384	CODE
LOW	docs/generate_docs.py	406	CODE
LOW	docs/generate_docs.py	520	CODE
LOW	docs/generate_docs.py	573	CODE
LOW	docs/generate_docs.py	623	CODE
LOW	docs/generate_docs.py	667	CODE
LOW	docs/generate_docs.py	748	CODE
LOW	docs/generate_docs.py	1022	CODE
LOW	docs/generate_docs.py	1250	CODE
LOW	docs/generate_docs.py	1368	CODE
LOW	docs/generate_docs.py	1578	CODE
LOW	docs/generate_docs.py	1689	CODE

Cross-File Repetition8 hits · 40 pts

Severity	File	Snippet	Context
HIGH	…es/python/mcp_use/agents/adapters/langchain_adapter.py	initialize a new adapter. args: disallowed_tools: list of tool names that should not be available.	STRING
HIGH	libraries/python/mcp_use/agents/adapters/google.py	initialize a new adapter. args: disallowed_tools: list of tool names that should not be available.	STRING
HIGH	libraries/python/mcp_use/agents/adapters/openai.py	initialize a new adapter. args: disallowed_tools: list of tool names that should not be available.	STRING
HIGH	libraries/python/mcp_use/agents/adapters/anthropic.py	initialize a new adapter. args: disallowed_tools: list of tool names that should not be available.	STRING
HIGH	libraries/python/mcp_use/agents/adapters/base.py	initialize a new adapter. args: disallowed_tools: list of tool names that should not be available.	STRING
HIGH	libraries/python/examples/filesystem_use.py	basic usage example for mcp_use. this example demonstrates how to use the mcp_use library with mcpclient to connect any	STRING
HIGH	libraries/python/examples/stream_example.py	basic usage example for mcp_use. this example demonstrates how to use the mcp_use library with mcpclient to connect any	STRING
HIGH	libraries/python/examples/browser_use.py	basic usage example for mcp_use. this example demonstrates how to use the mcp_use library with mcpclient to connect any	STRING

Modern Structural Boilerplate40 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	libraries/python/tests/integration/conftest.py	8	logger = logging.getLogger(__name__)	CODE
LOW	…thon/tests/integration/client/primitives/test_roots.py	15	logger = logging.getLogger(__name__)	CODE
LOW	…n/tests/integration/client/primitives/test_sampling.py	10	logger = logging.getLogger(__name__)	CODE
LOW	libraries/python/mcp_use/logging.py	113	def set_debug(cls, debug_level: int = 2) -> None:	CODE
LOW	libraries/python/mcp_use/__init__.py	26	__all__ = [	CODE
LOW	libraries/python/mcp_use/agents/mcpagent.py	423	def set_system_message(self, message: str) -> None:	CODE
LOW	libraries/python/mcp_use/agents/mcpagent.py	436	def set_disallowed_tools(self, disallowed_tools: list[str]) -> None:	CODE
LOW	libraries/python/mcp_use/agents/__init__.py	11	__all__ = [	CODE
LOW	libraries/python/mcp_use/agents/display.py	13	logger = logging.getLogger(__name__)	CODE
LOW	libraries/python/mcp_use/agents/middleware/__init__.py	5	__all__ = ["tool_error_handler"]	CODE
LOW	libraries/python/mcp_use/agents/managers/__init__.py	11	__all__ = [	CODE
LOW	…aries/python/mcp_use/agents/managers/tools/__init__.py	8	__all__ = [	CODE
LOW	…braries/python/mcp_use/agents/observability/laminar.py	10	logger = logging.getLogger(__name__)	CODE
LOW	…raries/python/mcp_use/agents/observability/langfuse.py	4	logger = logging.getLogger(__name__)	CODE
LOW	…raries/python/mcp_use/agents/observability/__init__.py	9	__all__ = ["laminar", "langfuse", "ObservabilityManager", "get_default_manager", "create_manager"]	CODE
LOW	…thon/mcp_use/agents/observability/callbacks_manager.py	10	logger = logging.getLogger(__name__)	CODE
LOW	libraries/python/mcp_use/server/runner.py	21	logger = logging.getLogger(__name__)	CODE
LOW	libraries/python/mcp_use/server/server.py	60	logger = logging.getLogger(__name__)	CODE
LOW	libraries/python/mcp_use/server/__init__.py	9	__all__ = [	CODE
LOW	libraries/python/mcp_use/server/types.py	9	__all__ = ["TransportType"]	CODE
LOW	libraries/python/mcp_use/server/__fastmcp.py	5	__all__ = ["FastMCP"]	CODE
LOW	libraries/python/mcp_use/server/middleware/__init__.py	10	__all__ = [	CODE
LOW	libraries/python/mcp_use/server/auth/__init__.py	33	__all__ = [	CODE
LOW	libraries/python/mcp_use/server/auth/middleware.py	19	logger = logging.getLogger(__name__)	CODE
LOW	libraries/python/mcp_use/server/auth/dependencies.py	36	def set_access_token(token: AccessToken \| None) -> None:	CODE
LOW	libraries/python/mcp_use/server/utils/inspector.py	9	logger = logging.getLogger(__name__)	CODE
LOW	libraries/python/mcp_use/server/utils/utils.py	6	logger = logging.getLogger(__name__)	CODE
LOW	libraries/python/mcp_use/server/logging/__init__.py	37	__all__ = [	CODE
LOW	libraries/python/mcp_use/server/logging/state.py	9	def set_method_info(info: dict \| None) -> None:	CODE
LOW	libraries/python/mcp_use/telemetry/events.py	270	__all__ = [	CODE
LOW	libraries/python/mcp_use/telemetry/__init__.py	6	__all__ = [	CODE
LOW	libraries/python/mcp_use/telemetry/telemetry.py	37	logger = logging.getLogger(__name__)	CODE
LOW	libraries/python/mcp_use/client/client.py	240	def _setup_code_mode_connector(self) -> None:	CODE
LOW	libraries/python/mcp_use/client/connectors/__init__.py	17	__all__ = [	CODE
LOW	libraries/python/mcp_use/client/connectors/http.py	88	def _set_auth(self, auth: str \| dict[str, Any] \| httpx.Auth) -> None:	CODE
LOW	libraries/python/mcp_use/client/connectors/base.py	146	async def set_roots(self, roots: list[Root]) -> None:	CODE
LOW	libraries/python/mcp_use/client/middleware/__init__.py	34	__all__ = [	CODE
LOW	libraries/python/mcp_use/client/auth/__init__.py	6	__all__ = ["BearerAuth", "OAuth"]	CODE
LOW	…raries/python/mcp_use/client/task_managers/__init__.py	14	__all__ = [	CODE
LOW	docs/generate_docs.py	1689	def update_docs_json(docs_json_path: str, api_reference_dir: str) -> None:	CODE

Docstring Block Structure7 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	163	Short description of what the function does. Args: param1: Description of param1 param2: Descriptio	STRING
HIGH	…es/python/mcp_use/agents/adapters/langchain_adapter.py	168	Asynchronously execute the tool with given arguments. Args: kwargs: The arguments t	STRING
HIGH	libraries/python/mcp_use/client/client.py	282	Create a session for the specified server. Args: server_name: The name of the server to create a se	STRING
HIGH	libraries/python/mcp_use/client/client.py	373	Get an existing session. Args: server_name: The name of the server to get the session for.	STRING
HIGH	libraries/python/mcp_use/client/client.py	464	Execute Python code with access to MCP tools (code mode). This method allows agents to interact with MCP tools	STRING
HIGH	libraries/python/mcp_use/client/session.py	99	Call an MCP tool. Args: name: The name of the tool to call. arguments: The arguments to	STRING
HIGH	libraries/python/mcp_use/client/connectors/base.py	450	Call an MCP tool with automatic reconnection handling. Args: name: The name of the tool to call.	STRING

Magic Placeholder Names6 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	…ipt/packages/mcp-use/tests/integration/agent/README.md	108	export OPENAI_API_KEY="your-api-key"	CODE
HIGH	…p-use/examples/agent/basic/simplified_agent_example.ts	60	// apiKey: 'your-api-key' // Optional: override environment variable	COMMENT
HIGH	…raries/typescript/packages/mcp-use/src/react/useMcp.ts	86	* headers: { Authorization: 'Bearer YOUR_API_KEY' }	COMMENT
HIGH	…raries/typescript/packages/mcp-use/src/react/useMcp.ts	1191	"(e.g., Authorization: Bearer YOUR_API_KEY)."	CODE
HIGH	…raries/typescript/packages/mcp-use/src/react/useMcp.ts	1205	"(e.g., Authorization: Bearer YOUR_API_KEY)."	CODE
HIGH	…raries/typescript/packages/mcp-use/src/react/useMcp.ts	1316	"(e.g., Authorization: Bearer YOUR_API_KEY)."	CODE

Over-Commented Block32 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	…ts/integration/servers_for_testing/primitive_server.py	81	# """Disable the logging_tool."""	COMMENT
LOW	…/tests/integration/client/primitives/test_discovery.py	1	# import asyncio	COMMENT
LOW	…/tests/integration/client/primitives/test_discovery.py	21	# await session.call_tool(name="change_tools", arguments={})	COMMENT
LOW	…/tests/integration/client/primitives/test_discovery.py	41		COMMENT
LOW	…/tests/integration/client/primitives/test_discovery.py	61	# prompts = await session.list_prompts()	COMMENT
LOW	libraries/python/mcp_use/client/auth/oauth.py	521	self._resource_metadata = ProtectedResourceMetadata(**prm)	COMMENT
LOW	libraries/typescript/packages/inspector/tsup.client.ts	21	],	COMMENT
LOW	…t/packages/inspector/src/client/components/ChatTab.tsx	181	setTempModel,	COMMENT
LOW	…t/packages/inspector/src/client/components/ChatTab.tsx	201	// and set `chatApiUrl` to the org chat stream. They must not fall back to	COMMENT
LOW	libraries/typescript/packages/cli/src/index.ts	501	await registerNextShimsInProcess();	COMMENT
LOW	libraries/typescript/packages/cli/src/index.ts	1461	console.log(	COMMENT
LOW	libraries/typescript/packages/cli/src/index.ts	1981	// transitive imports like `@/lib/...`. Registering without a namespace	COMMENT
LOW	libraries/typescript/packages/cli/src/index.ts	2041	const serverFilePath = path.join(projectPath, serverFile);	COMMENT
LOW	…/examples/server/features/nextjs-drop-in/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	…cp-use/examples/server/deployment/supabase/config.toml	61	# Specifies an ordered list of seed files to load during db reset.	COMMENT
LOW	…cp-use/examples/server/deployment/supabase/config.toml	101	# sender_name = "Admin"	COMMENT
LOW	…cp-use/examples/server/deployment/supabase/config.toml	121	# The base URL of your website. Used as an allow-list for redirects and for constructing URLs used	COMMENT
LOW	…cp-use/examples/server/deployment/supabase/config.toml	161	web3 = 30	COMMENT
LOW	…cp-use/examples/server/deployment/supabase/config.toml	181	# Number of characters used in the email OTP.	COMMENT
LOW	…cp-use/examples/server/deployment/supabase/config.toml	201	[auth.sms]	COMMENT
LOW	…cp-use/examples/server/deployment/supabase/config.toml	221		COMMENT
LOW	…s/typescript/packages/mcp-use/src/auth/popup-runner.ts	1	// popup-runner.ts	COMMENT
LOW	…s/typescript/packages/mcp-use/src/server/mcp-server.ts	2081	// Sync widget definitions (for widget() helper metadata)	COMMENT
LOW	…ckages/mcp-use/src/server/widgets/mount-widgets-dev.ts	1201	//	COMMENT
LOW	…cript/packages/mcp-use/src/react/McpClientProvider.tsx	901	// servers from a ref lets us run the wrapper teardown side effects	COMMENT
LOW	…raries/typescript/packages/mcp-use/src/react/useMcp.ts	2341	isMountedRef.current = false;	COMMENT
LOW	.github/workflows/inspector-e2e.yml	1	name: Inspector E2E Tests	COMMENT
LOW	.github/workflows/inspector-e2e-sequential.yml	1	name: Inspector E2E Tests (Sequential)	COMMENT
LOW	.github/workflows/claude.yml	41	# This is an optional setting that allows Claude to read CI results on PRs	COMMENT
LOW	.github/workflows/ci.yml	1	name: CI	COMMENT
LOW	.github/workflows/ci.yml	21	# ├─ python-unit-tests: Matrix [Python 3.11, 3.12]	COMMENT
LOW	.github/workflows/ci.yml	141	run: \|	COMMENT

Cross-Language Confusion4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	libraries/python/mcp_use/server/utils/json_schema.py	26	"""Return the non-null branch if any_of is exactly ``[<type>, null]``.	STRING
HIGH	libraries/python/mcp_use/server/utils/json_schema.py	53	If prop contains a nullable ``anyOf`` of the form ``[<type>, null]``,	STRING
HIGH	libraries/python/examples/server/server_example.py	69	# mcp-use simplifies these to {"type": "string", "default": null} instead of	COMMENT
HIGH	libraries/python/examples/server/server_example.py	70	# Pydantic's {"anyOf": [{"type": "string"}, {"type": "null"}], "default": null}	COMMENT

Cross-Language Confusion (JS/TS)4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	…/packages/inspector/src/client/utils/mcpClientUtils.ts	425	print(f"Available tools: {[tool.name for tool in tools]}")	CODE
HIGH	…/packages/inspector/src/client/utils/mcpClientUtils.ts	429	print(f"Available resources: {[resource.name for resource in resources]}")	CODE
HIGH	libraries/typescript/packages/cli/src/utils/oauth.ts	45	print(`→ OAuth authentication required.`);	CODE
HIGH	libraries/typescript/packages/cli/src/utils/oauth.ts	46	print(	CODE

Modern AI Meta-Vocabulary7 hits · 19 pts

Severity	File	Line	Snippet	Context
MEDIUM	CONTRIBUTING.md	198	│ └── create-mcp-use-app/ # Project scaffolding CLI	CODE
MEDIUM	libraries/typescript/README.md	58	\| [create-mcp-use-app](#create-mcp-use-app) \| Project scaffolding tool \| [![npm](https://img.sh	CODE
MEDIUM	…es/typescript/packages/create-mcp-use-app/src/utils.ts	42	// An empty result means it's safe to scaffold into `dir`.	COMMENT
MEDIUM	…es/typescript/packages/create-mcp-use-app/src/utils.ts	62	// Resolves what to scaffold given a raw user-supplied name.	COMMENT
MEDIUM	skills/openapi-to-mcp/SKILL.md	165	// Keep the MCPServer fields the scaffold gave you (title, baseUrl, favicon, icons).	COMMENT
MEDIUM	skills/openapi-to-mcp/references/code-templates.md	30	// mcp-use and zod are already in the scaffold	COMMENT
MEDIUM	skills/openapi-to-mcp/references/code-templates.md	33	// keep dev, build, start, deploy from the scaffold; just add this one:	COMMENT

Fake / Example Data17 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW⚡	…/python/tests/unit/server/auth/test_auth_middleware.py	166	tokens = {"user-token": {"email": "user@example.com", "name": "Test User"}}	CODE
LOW⚡	…/python/tests/unit/server/auth/test_auth_middleware.py	175	assert data["claims"]["email"] == "user@example.com"	CODE
LOW	…/integration/servers_for_testing/conformance_server.py	262	"name": {"type": "string", "default": "John Doe"},	CODE
LOW	…/integration/servers_for_testing/bearer_auth_server.py	20	"email": "admin@example.com",	CODE
LOW	…script/packages/inspector/tests/e2e/connection.test.ts	715	await expect(nameField).toHaveValue("John Doe");	CODE
LOW	…script/packages/inspector/tests/e2e/connection.test.ts	743	await expect(textContent).toContainText("John Doe");	CODE
LOW	…create-mcp-use-app/src/__tests__/dot-directory.test.ts	163	JSON.stringify({ name: "placeholder", description: "" }, null, 2)	CODE
LOW	…ackages/mcp-use/examples/server/oauth/workos/README.md	176	email: "user@example.com",	CODE
LOW	…ackages/mcp-use/examples/server/oauth/workos/README.md	177	name: "John Doe",	CODE
LOW	…ackages/mcp-use/examples/server/oauth/workos/README.md	202	email: "user@example.com",	CODE
LOW	…packages/mcp-use/examples/server/oauth/clerk/README.md	145	email: "user@example.com",	CODE
LOW	…packages/mcp-use/examples/server/oauth/clerk/README.md	146	name: "Jane Doe"	CODE
LOW	…packages/mcp-use/examples/server/oauth/auth0/README.md	206	"email": "user@example.com",	CODE
LOW	…packages/mcp-use/examples/server/oauth/auth0/README.md	207	"name": "John Doe",	CODE
LOW	…use/examples/server/features/conformance/src/server.ts	260	name: z.string().default("John Doe"),	CODE
LOW	…raries/typescript/packages/mcp-use/src/react/useMcp.ts	97	* const result = await mcp.callTool('send-email', { to: 'user@example.com' })	COMMENT
LOW	…raries/typescript/packages/mcp-use/src/react/useMcp.ts	1420	* to: 'user@example.com',	COMMENT

AI Slop Vocabulary7 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	…python/mcp_use/agents/managers/tools/connect_server.py	34	# If we're already connected to this server, just return	COMMENT
MEDIUM	libraries/python/mcp_use/telemetry/telemetry.py	360	"""Track comprehensive agent execution"""	STRING
MEDIUM	libraries/python/mcp_use/client/middleware/metrics.py	308	"""Get all analytics data in one comprehensive report."""	STRING
MEDIUM	…s/typescript/packages/mcp-use/src/auth/popup-runner.ts	17	// 3. A `storage` event for this flow's tokens key. This is the most robust	COMMENT
MEDIUM	…escript/packages/mcp-use/src/server/connect-adapter.ts	42	// For 3-4 params, verify it uses Express patterns to be more robust	COMMENT
MEDIUM	.github/workflows/inspector-e2e.yml	48	# Run all modes for comprehensive testing (or single mode for manual dispatch)	COMMENT
MEDIUM⚡	.github/workflows/ci.yml	9	# This workflow provides comprehensive testing for both Python and TypeScript	COMMENT

AI Structural Patterns18 hits · 16 pts

Severity	File	Line	Context
LOW	…ries/python/tests/unit/server/test_list_tool_format.py	30	CODE
LOW	libraries/python/mcp_use/agents/mcpagent.py	69	CODE
LOW	libraries/python/mcp_use/server/server.py	78	CODE
LOW	libraries/python/mcp_use/server/context.py	113	CODE
LOW	libraries/python/mcp_use/server/context.py	71	CODE
LOW	libraries/python/mcp_use/server/auth/middleware.py	137	CODE
LOW	libraries/python/mcp_use/telemetry/telemetry.py	390	CODE
LOW	libraries/python/mcp_use/client/config.py	38	CODE
LOW	libraries/python/mcp_use/client/client.py	35	CODE
LOW	libraries/python/mcp_use/client/client.py	113	CODE
LOW	libraries/python/mcp_use/client/client.py	154	CODE
LOW	libraries/python/mcp_use/client/connectors/sandbox.py	66	CODE
LOW	libraries/python/mcp_use/client/connectors/http.py	31	CODE
LOW	libraries/python/mcp_use/client/connectors/stdio.py	29	CODE
LOW	libraries/python/mcp_use/client/connectors/base.py	527	CODE
LOW	libraries/python/mcp_use/client/connectors/base.py	555	CODE
LOW	libraries/python/mcp_use/client/connectors/websocket.py	241	CODE
LOW	libraries/python/examples/server/server_example.py	50	CODE

Slop Phrases2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	libraries/python/examples/simple_oauth_example.py	21	# Option 2: If you already have a registered client_id, you can use it:	COMMENT
MEDIUM	…use/examples/server/features/elicitation/src/server.ts	101	"Authorize access to a service using URL mode elicitation (for demonstration purposes)",	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings