huggingface/smolagents

Pattern Findings

725 matches across 15 categories. Click a row to expand file-level details.

Cross-File Repetition67 hits · 335 pts

Severity	File	Line	Snippet
HIGH	tests/test_utils.py	0	a valid tool function. args: input (str): input string.
HIGH	tests/test_tool_validation.py	0	a valid tool function. args: input (str): input string.
HIGH	tests/test_tool_validation.py	0	a valid tool function. args: input (str): input string.
HIGH	tests/test_local_python_executor.py	0	def func(): pass function_class = func.__getattribute__("__class__") object_class = type.__getattribute__(function_class
HIGH	tests/test_local_python_executor.py	0	def func(): pass function_class = func.__getattribute__("__class__") object_class = type.__getattribute__(function_class
HIGH	tests/test_local_python_executor.py	0	def func(): pass function_class = func.__getattribute__("__class__") object_class = type.__getattribute__(function_class
HIGH	tests/test_tools.py	0	this is a tool that returns the most downloaded model of a given task on the hugging face hub. it returns the name of th
HIGH	docs/source/zh/tutorials/tools.md	0	this is a tool that returns the most downloaded model of a given task on the hugging face hub. it returns the name of th
HIGH	docs/source/hi/tutorials/tools.md	0	this is a tool that returns the most downloaded model of a given task on the hugging face hub. it returns the name of th
HIGH	docs/source/en/tutorials/tools.md	0	this is a tool that returns the most downloaded model of a given task on the hugging face hub. it returns the name of th
HIGH	docs/source/zh/guided_tour.md	0	this is a tool that returns the most downloaded model of a given task on the hugging face hub. it returns the name of th
HIGH	docs/source/hi/guided_tour.md	0	this is a tool that returns the most downloaded model of a given task on the hugging face hub. it returns the name of th
HIGH	docs/source/ko/guided_tour.md	0	this is a tool that returns the most downloaded model of a given task on the hugging face hub. it returns the name of th
HIGH	docs/source/en/guided_tour.md	0	this is a tool that returns the most downloaded model of a given task on the hugging face hub. it returns the name of th
HIGH	docs/source/zh/_config.py	0	# installation ! pip install smolagents # to install from source instead of the last release, comment the command above
HIGH	docs/source/hi/_config.py	0	# installation ! pip install smolagents # to install from source instead of the last release, comment the command above
HIGH	docs/source/ko/_config.py	0	# installation ! pip install smolagents # to install from source instead of the last release, comment the command above
HIGH	docs/source/es/_config.py	0	# installation ! pip install smolagents # to install from source instead of the last release, comment the command above
HIGH	docs/source/en/_config.py	0	# installation ! pip install smolagents # to install from source instead of the last release, comment the command above
HIGH	docs/source/zh/examples/web_browser.md	0	searches for text on the current page via ctrl + f and jumps to the nth occurrence. args: text: the text to search for n
HIGH	docs/source/en/examples/web_browser.md	0	searches for text on the current page via ctrl + f and jumps to the nth occurrence. args: text: the text to search for n
HIGH	src/smolagents/vision_web_browser.py	0	searches for text on the current page via ctrl + f and jumps to the nth occurrence. args: text: the text to search for n
HIGH	docs/source/zh/examples/web_browser.md	0	closes any visible modal or pop-up on the page. use this to dismiss pop-up windows! this does not work on cookie consent
HIGH	docs/source/ko/examples/web_browser.md	0	closes any visible modal or pop-up on the page. use this to dismiss pop-up windows! this does not work on cookie consent
HIGH	docs/source/en/examples/web_browser.md	0	closes any visible modal or pop-up on the page. use this to dismiss pop-up windows! this does not work on cookie consent
HIGH	src/smolagents/vision_web_browser.py	0	closes any visible modal or pop-up on the page. use this to dismiss pop-up windows! this does not work on cookie consent
HIGH	docs/source/zh/examples/web_browser.md	0	you can use helium to access websites. don't bother about the helium driver, it's already managed. we've already ran "fr
HIGH	docs/source/ko/examples/web_browser.md	0	you can use helium to access websites. don't bother about the helium driver, it's already managed. we've already ran "fr
HIGH	docs/source/en/examples/web_browser.md	0	you can use helium to access websites. don't bother about the helium driver, it's already managed. we've already ran "fr
HIGH	docs/source/zh/examples/web_browser.md	0	please navigate to https://en.wikipedia.org/wiki/chicago and give me a sentence containing the word "1992" that mentions
HIGH	docs/source/ko/examples/web_browser.md	0	please navigate to https://en.wikipedia.org/wiki/chicago and give me a sentence containing the word "1992" that mentions
HIGH	docs/source/en/examples/web_browser.md	0	please navigate to https://en.wikipedia.org/wiki/chicago and give me a sentence containing the word "1992" that mentions
HIGH	src/smolagents/vision_web_browser.py	0	please navigate to https://en.wikipedia.org/wiki/chicago and give me a sentence containing the word "1992" that mentions
HIGH	docs/source/zh/examples/web_browser.md	0	i'm trying to find how hard i have to work to get a repo in github.com/trending. can you navigate to the profile for the
HIGH	docs/source/ko/examples/web_browser.md	0	i'm trying to find how hard i have to work to get a repo in github.com/trending. can you navigate to the profile for the
HIGH	docs/source/en/examples/web_browser.md	0	i'm trying to find how hard i have to work to get a repo in github.com/trending. can you navigate to the profile for the
HIGH	src/smolagents/vision_web_browser.py	0	i'm trying to find how hard i have to work to get a repo in github.com/trending. can you navigate to the profile for the
HIGH	docs/source/zh/examples/multiagents.md	0	visits a webpage at the given url and returns its content as a markdown string. args: url: the url of the webpage to vis
HIGH	docs/source/hi/examples/multiagents.md	0	visits a webpage at the given url and returns its content as a markdown string. args: url: the url of the webpage to vis
HIGH	docs/source/en/examples/multiagents.md	0	visits a webpage at the given url and returns its content as a markdown string. args: url: the url of the webpage to vis
HIGH	docs/source/zh/examples/text_to_sql.md	0	allows you to perform sql queries on the table. returns a string representation of the result. the table is named 'recei
HIGH	docs/source/hi/examples/text_to_sql.md	0	allows you to perform sql queries on the table. returns a string representation of the result. the table is named 'recei
HIGH	docs/source/en/examples/text_to_sql.md	0	allows you to perform sql queries on the table. returns a string representation of the result. the table is named 'recei
HIGH	examples/text_to_sql.py	0	allows you to perform sql queries on the table. returns a string representation of the result. the table is named 'recei
HIGH	docs/source/zh/examples/text_to_sql.md	0	allows you to perform sql queries on the table. beware that this tool's output is a string representation of the executi
HIGH	docs/source/hi/examples/text_to_sql.md	0	allows you to perform sql queries on the table. beware that this tool's output is a string representation of the executi
HIGH	docs/source/ko/examples/text_to_sql.md	0	allows you to perform sql queries on the table. beware that this tool's output is a string representation of the executi
HIGH	docs/source/en/examples/text_to_sql.md	0	allows you to perform sql queries on the table. beware that this tool's output is a string representation of the executi
HIGH	docs/source/zh/tutorials/building_good_agents.md	0	returns the weather report. args: location: the name of the place that you want the weather for. date_time: the date and
HIGH	docs/source/hi/tutorials/building_good_agents.md	0	returns the weather report. args: location: the name of the place that you want the weather for. date_time: the date and
HIGH	docs/source/ko/tutorials/building_good_agents.md	0	returns the weather report. args: location: the name of the place that you want the weather for. date_time: the date and
HIGH	docs/source/en/tutorials/building_good_agents.md	0	returns the weather report. args: location: the name of the place that you want the weather for. date_time: the date and
HIGH	docs/source/zh/tutorials/building_good_agents.md	0	returns the weather report. args: location: the name of the place that you want the weather for. should be a place name,
HIGH	docs/source/hi/tutorials/building_good_agents.md	0	returns the weather report. args: location: the name of the place that you want the weather for. should be a place name,
HIGH	docs/source/ko/tutorials/building_good_agents.md	0	returns the weather report. args: location: the name of the place that you want the weather for. should be a place name,
HIGH	docs/source/en/tutorials/building_good_agents.md	0	returns the weather report. args: location: the name of the place that you want the weather for. should be a place name,
HIGH	docs/source/ko/tutorials/building_good_agents.md	0	{{ agent.description }} args: task: long detailed description of the task. additional_args: dictionary of extra inputs t
HIGH	docs/source/en/tutorials/building_good_agents.md	0	{{ agent.description }} args: task: long detailed description of the task. additional_args: dictionary of extra inputs t
HIGH	src/smolagents/prompts/code_agent.yaml	0	{{ agent.description }} args: task: long detailed description of the task. additional_args: dictionary of extra inputs t
HIGH	src/smolagents/prompts/code_agent.yaml	0	{{ agent.description }} args: task: long detailed description of the task. additional_args: dictionary of extra inputs t
7 more matches not shown…

Hyper-Verbose Identifiers373 hits · 281 pts

Severity	File	Line	Snippet
LOW	tests/test_remote_executors.py	28	def test_send_tools_empty_tools(self):
LOW	tests/test_remote_executors.py	36	def test_send_variables_with_empty_dict_is_noop(self):
LOW	tests/test_remote_executors.py	42	def test_send_variables_non_empty_generates_executable_deserializer_code(self):
LOW	tests/test_remote_executors.py	61	def test_send_variables_allow_pickle_handles_prefixed_payload(self):
LOW	tests/test_remote_executors.py	75	def test_deserialize_final_answer_rejects_unprefixed_payload(self):
LOW	tests/test_remote_executors.py	80	def test_send_tools_with_default_wikipedia_search_tool(self):
LOW	tests/test_remote_executors.py	190	def test_final_answer_patterns(self, code_action, expected_result):
LOW	tests/test_remote_executors.py	209	def test_custom_final_answer_with_custom_inputs(self):
LOW	tests/test_remote_executors.py	285	def test_execute_multiline_output(self):
LOW	tests/test_remote_executors.py	292	def test_execute_image_output(self):
LOW	tests/test_remote_executors.py	305	def test_syntax_error_handling(self):
LOW	tests/test_remote_executors.py	344	def test_final_answer_patterns(self, code_action, expected_result):
LOW	tests/test_remote_executors.py	363	def test_custom_final_answer_with_custom_inputs(self):
LOW	tests/test_remote_executors.py	478	def test_blaxel_executor_instantiation_without_blaxel_sdk(self):
LOW	tests/test_remote_executors.py	489	def test_blaxel_executor_instantiation_with_blaxel_sdk(
LOW	tests/test_remote_executors.py	531	def test_blaxel_executor_custom_parameters(
LOW	tests/test_remote_executors.py	578	def test_blaxel_executor_cleanup(self, mock_settings, mock_sandbox_instance, mock_create_kernel):
LOW	tests/test_utils.py	168	def test_get_source_standard_class():
LOW	tests/test_utils.py	176	def test_get_source_standard_function():
LOW	tests/test_utils.py	184	def test_get_source_ipython_errors_empty_cells(ipython_shell):
LOW	tests/test_utils.py	192	def test_get_source_ipython_errors_definition_not_found(ipython_shell):
LOW	tests/test_utils.py	200	def test_get_source_ipython_errors_type_error():
LOW	tests/test_utils.py	467	def test_parse_json_blob_with_valid_json(raw_json, expected_data, expected_blob):
LOW	tests/test_utils.py	484	def test_parse_json_blob_with_invalid_json(raw_json):
LOW	tests/test_utils.py	520	def test_agent_gradio_app_template_excludes_class_keyword():
LOW	tests/conftest.py	16	def patch_multi_step_agent_with_suppressed_logging():
LOW	tests/conftest.py	19	def init_with_suppressed_logging(self, args, verbosity_level=LogLevel.OFF, *kwargs):
LOW	tests/test_function_type_hints_utils.py	207	def complex_docstring_types_func():
LOW	tests/test_function_type_hints_utils.py	224	def keywords_in_description_func():
LOW	tests/test_function_type_hints_utils.py	241	def test_get_json_schema_example(self):
LOW	tests/test_function_type_hints_utils.py	298	def test_get_json_schema_raises(self, request, fixture_name, should_fail):
LOW	tests/test_function_type_hints_utils.py	319	def test_schema_basic_structure(self, valid_func):
LOW	tests/test_function_type_hints_utils.py	395	def test_typed_docstring_parsing(self, typed_docstring_func):
LOW	tests/test_function_type_hints_utils.py	414	def test_mismatched_docstring_types(self, mismatched_types_func):
LOW	tests/test_function_type_hints_utils.py	422	def test_complex_docstring_types(self, complex_docstring_types_func):
LOW	tests/test_function_type_hints_utils.py	442	def test_type_in_description_handling(self, request, fixture_name, expected_description):
LOW	tests/test_function_type_hints_utils.py	450	def test_with_special_words_in_description_func(self, keywords_in_description_func):
LOW	tests/test_mcp_client.py	29	def structured_output_server_script():
LOW	tests/test_mcp_client.py	55	def test_mcp_client_with_syntax(echo_server_script: str):
LOW	tests/test_mcp_client.py	64	def test_mcp_client_with_structured_output(structured_output_server_script: str):
LOW	tests/test_mcp_client.py	87	def test_mcp_client_without_structured_output(structured_output_server_script: str):
LOW	tests/test_mcp_client.py	105	def test_mcp_client_try_finally_syntax(echo_server_script: str):
LOW	tests/test_import.py	6	def test_import_smolagents_without_extras(monkeypatch):
LOW	tests/test_monitoring.py	66	def test_code_agent_metrics_max_steps(self):
LOW	tests/test_monitoring.py	86	def test_code_agent_metrics_generation_error(self):
LOW	tests/test_monitoring.py	100	def test_streaming_agent_text_output(self):
LOW	tests/test_monitoring.py	119	def test_streaming_agent_image_output(self):
LOW	tests/test_monitoring.py	156	def test_streaming_with_agent_error(self):
LOW	tests/test_monitoring.py	190	def test_replay_with_chatmessage(self):
LOW	tests/test_monitoring.py	205	def test_logger_log_task_does_not_crash_on_stray_markup_or_control_chars(self):
LOW	tests/test_monitoring.py	228	def test_logger_log_task_accepts_non_string_payloads(self):
LOW	tests/test_gradio_ui.py	43	def test_upload_file_default_types(self):
LOW	tests/test_gradio_ui.py	57	def test_upload_file_default_types_disallowed(self):
LOW	tests/test_gradio_ui.py	90	def test_upload_file_invalid_type(self):
LOW	tests/test_gradio_ui.py	101	def test_upload_file_special_chars(self):
LOW	tests/test_gradio_ui.py	122	def test_upload_file_custom_types(self):
LOW	tests/test_gradio_ui.py	138	def test_stream_to_gradio_memory_step(self, mock_pull_messages):
LOW	tests/test_gradio_ui.py	153	def test_stream_to_gradio_stream_delta(self):
LOW	tests/test_gradio_ui.py	165	def test_stream_to_gradio_multiple_deltas(self):
LOW	tests/test_gradio_ui.py	188	def test_stream_to_gradio_parameters(self, task, task_images, reset_memory, additional_args):
313 more matches not shown…

Self-Referential Comments38 hits · 125 pts

Severity	File	Line	Snippet
MEDIUM	tests/test_import.py	9	# Create a virtual environment
MEDIUM	tests/test_gradio_ui.py	104	# Create a new temporary file with special characters
MEDIUM	tests/test_local_python_executor.py	588	# Create a generator expression that filters an infinite sequence
MEDIUM	tests/test_models.py	445	# Create a mock response for successful call
MEDIUM	tests/test_models.py	455	# Create a 429 rate limit error
MEDIUM	tests/test_models.py	570	# Create a mock response that contains a stop sequence in the middle
MEDIUM	tests/test_memory.py	238	# Create a mock ChatCompletion-like object (this is what was causing the error)
MEDIUM	tests/test_memory.py	244	# Create a ChatMessage with raw field containing the non-serializable object
MEDIUM	tests/test_serialization.py	799	# Create an object that needs pickle
MEDIUM	tests/test_serialization.py	666	# Create a simple test image
MEDIUM	tests/test_tools.py	616	# Define a test function with type hints and docstring
MEDIUM	tests/test_tools.py	102	# Define a tool class with the test type value
MEDIUM	tests/test_tools.py	631	# Create a tool from the function
MEDIUM	tests/test_tools.py	1038	# Create a tool with the appropriate signature
MEDIUM	tests/test_all_docs.py	171	# Initialize the class if needed
MEDIUM	tests/test_agents.py	1006	# Create a simple agent with mocked model
MEDIUM	tests/test_agents.py	1548	# Create a managed agent
MEDIUM	tests/test_agents.py	1553	# Create a main agent with the managed agent
MEDIUM	tests/test_agents.py	1092	# Create a dummy agent
MEDIUM	tests/test_agents.py	1117	# Create a test agent with a list of callbacks
MEDIUM	tests/test_agents.py	1497	# Create a test agent dictionary
MEDIUM	tests/test_agents.py	1616	# Create a valid agent first
MEDIUM	tests/test_agents.py	2066	# Create a ToolCallingAgent instance with the test tool
MEDIUM	tests/test_agents.py	2070	# Create a memory step for process_tool_calls
MEDIUM	tests/test_agents.py	2285	# Create a test agent dictionary
MEDIUM	examples/open_deep_research/scripts/cookies.py	710	# Create a RequestsCookieJar instance
MEDIUM	examples/open_deep_research/scripts/mdconvert.py	644	# Create the extraction directory if it doesn't exist
MEDIUM	examples/server/main.py	9	# Create an MCP client to connect to the MCP server
MEDIUM	examples/server/main.py	16	# Create a CodeAgent with a specific model and the tools from the MCP client
MEDIUM	examples/server/main.py	23	# Define the shutdown handler to disconnect the MCP client
MEDIUM	examples/plan_customization/plan_customization.py	115	# Define a task that will benefit from planning
MEDIUM	examples/async_agent/main.py	17	# Create a simple agent instance (customize as needed)
MEDIUM	src/smolagents/vision_web_browser.py	77	memory_step.observations_images = [image.copy()] # Create a copy to ensure it persists, important!
MEDIUM	src/smolagents/gradio_ui.py	119	# Create the tool call message
MEDIUM	src/smolagents/local_python_executor.py	307	# Create a new ThreadPoolExecutor for each call to avoid threading issues
MEDIUM	src/smolagents/local_python_executor.py	1638	# Define the actual execution logic
MEDIUM	src/smolagents/remote_executors.py	158	# Create a new class that inherits from the original FinalAnswerTool
MEDIUM	src/smolagents/remote_executors.py	926	# Create the sandbox

Excessive Try-Catch Wrapping70 hits · 72 pts

Severity	File	Line	Snippet
MEDIUM	tests/test_local_python_executor.py	2228	def run_in_thread():
LOW	tests/test_local_python_executor.py	1415	except Exception as e:
LOW	tests/test_local_python_executor.py	2245	except Exception as e:
LOW	tests/test_local_python_executor.py	2788	except Exception as e:
MEDIUM	tests/test_serialization.py	907	def serialize_data(data, index):
LOW	tests/test_serialization.py	912	except Exception as e:
LOW	tests/test_all_docs.py	153	except Exception:
LOW	docs/source/zh/examples/multiagents.md	93	except Exception as e:
LOW	docs/source/zh/tutorials/building_good_agents.md	95	except Exception as e:
LOW	docs/source/hi/examples/multiagents.md	92	except Exception as e:
LOW	docs/source/hi/tutorials/building_good_agents.md	96	except Exception as e:
LOW	docs/source/ko/examples/multiagents.md	90	except Exception as e:
LOW	docs/source/ko/tutorials/building_good_agents.md	95	except Exception as e:
LOW	docs/source/en/examples/multiagents.md	90	except Exception as e:
LOW	docs/source/en/tutorials/secure_code_execution.md	73	except Exception as e:
LOW	docs/source/en/tutorials/secure_code_execution.md	402	except Exception as e:
MEDIUM	docs/source/en/tutorials/secure_code_execution.md	403	print(f"Error during cleanup: {e}")
LOW	docs/source/en/tutorials/building_good_agents.md	95	except Exception as e:
LOW	examples/smolagents_benchmark/run.py	166	except Exception as e:
MEDIUM	examples/smolagents_benchmark/run.py	167	print("Error on ", augmented_question, e)
LOW	examples/open_deep_research/run_gaia.py	244	except Exception as e:
MEDIUM	examples/open_deep_research/run_gaia.py	245	print("Error on ", augmented_question, e)
LOW	examples/open_deep_research/run_gaia.py	280	except Exception as e:
MEDIUM	examples/open_deep_research/run_gaia.py	281	print("Error when loading records: ", e)
LOW	examples/open_deep_research/scripts/reformulator.py	37	except Exception:
LOW	examples/open_deep_research/scripts/mdconvert.py	274	except Exception:
LOW	examples/open_deep_research/scripts/mdconvert.py	318	except Exception:
LOW	examples/open_deep_research/scripts/mdconvert.py	443	except Exception:
LOW	examples/open_deep_research/scripts/mdconvert.py	514	except Exception:
LOW	examples/open_deep_research/scripts/mdconvert.py	553	except Exception:
LOW	examples/open_deep_research/scripts/mdconvert.py	618	except Exception:
LOW	examples/open_deep_research/scripts/mdconvert.py	864	except Exception:
LOW	examples/open_deep_research/scripts/mdconvert.py	914	except Exception as e:
MEDIUM	examples/open_deep_research/scripts/mdconvert.py	915	print(f"Error in converting: {e}")
LOW	examples/open_deep_research/scripts/mdconvert.py	921	except Exception:
LOW	examples/open_deep_research/scripts/mdconvert.py	950	except Exception:
LOW	examples/open_deep_research/scripts/visual_qa.py	127	except Exception as e:
LOW	examples/open_deep_research/scripts/visual_qa.py	183	except Exception:
LOW	examples/plan_customization/plan_customization.py	132	except Exception as e:
LOW	examples/plan_customization/plan_customization.py	159	except Exception as resume_error:
LOW	examples/async_agent/main.py	41	except Exception as e:
LOW	src/smolagents/models.py	199	except Exception:
LOW	src/smolagents/models.py	404	except Exception as e:
LOW	src/smolagents/models.py	974	except Exception as e:
LOW	src/smolagents/local_python_executor.py	1169	except Exception as e:
LOW	src/smolagents/local_python_executor.py	1254	except Exception as e:
LOW	src/smolagents/local_python_executor.py	1262	except Exception as exit_exc:
LOW	src/smolagents/local_python_executor.py	1655	except Exception as e:
LOW	src/smolagents/agents.py	106	except Exception as e:
LOW	src/smolagents/agents.py	617	except Exception as e:
LOW	src/smolagents/agents.py	803	except Exception:
LOW	src/smolagents/agents.py	849	except Exception as e:
LOW	src/smolagents/agents.py	1324	except Exception as e:
LOW	src/smolagents/agents.py	1330	except Exception as e:
LOW	src/smolagents/agents.py	1479	except Exception as e:
LOW	src/smolagents/agents.py	1490	except Exception as e:
LOW	src/smolagents/agents.py	1699	except Exception as e:
LOW	src/smolagents/agents.py	1711	except Exception as e:
LOW	src/smolagents/agents.py	1734	except Exception as e:
LOW	src/smolagents/cli.py	140	except Exception:
10 more matches not shown…

Docstring Block Structure14 hits · 70 pts

Severity	File	Line	Snippet
HIGH	examples/multiple_tools.py	53	Converts a specified amount from one currency to another using the ExchangeRate-API. Args: amount: The
HIGH	examples/multiple_tools.py	149	Fetches the current time for a given location using the World Time API. Args: location: The location fo
HIGH	examples/multiple_tools.py	196	Fetches a summary of a Wikipedia page for a given query. Args: query: The search term to look up on Wik
HIGH	src/smolagents/models.py	561	Process the input messages and return the model's response. Parameters: messages (`list[dict[str, s
HIGH	src/smolagents/models.py	861	A class that uses Hugging Face's Transformers library for language model interaction. This model allows you to load
HIGH	src/smolagents/models.py	1457	A class to interact with Hugging Face's Inference Providers for language model interaction. This model allows you t
HIGH	src/smolagents/models.py	1860	A model class for interacting with Amazon Bedrock Server models through the Bedrock API. This class provides a
HIGH	src/smolagents/tools.py	607	Creates a [`Tool`] from a Space given its id on the Hub. Args: space_id (`str`):
HIGH	src/smolagents/utils.py	199	Extract code blocs from the LLM's output. If a valid code block is passed, it returns it directly. Args:
HIGH	src/smolagents/remote_executors.py	308	Deserialize final answer with format detection. Accepts explicit prefix-based formats only: - "safe:" f
HIGH	src/smolagents/serialization.py	77	Convert Python objects to JSON-serializable format with type markers. Args: obj: Object to convert.
HIGH	src/smolagents/serialization.py	253	Serialize object to string. Args: obj: Object to serialize allow_pickle: If Fa
HIGH	src/smolagents/serialization.py	296	Deserialize string with format detection. Args: data: Serialized string (with "safe:" or "
HIGH	src/smolagents/_function_type_hints_utils.py	98	This function generates a JSON schema for a given function, based on its docstring and type hints. This is most

Deep Nesting68 hits · 58 pts

Severity	File	Line
LOW	tests/test_tools.py	64
LOW	tests/test_tools.py	65
LOW	tests/test_agents.py	1387
LOW	examples/smolagents_benchmark/run.py	188
LOW	examples/open_deep_research/scripts/gaia_scorer.py	34
LOW	examples/open_deep_research/scripts/text_web_browser.py	55
LOW	examples/open_deep_research/scripts/text_web_browser.py	263
LOW	examples/open_deep_research/scripts/run_agents.py	72
LOW	examples/open_deep_research/scripts/mdconvert.py	237
LOW	examples/open_deep_research/scripts/mdconvert.py	337
LOW	examples/open_deep_research/scripts/mdconvert.py	420
LOW	examples/open_deep_research/scripts/mdconvert.py	927
LOW	examples/plan_customization/plan_customization.py	62
LOW	examples/plan_customization/plan_customization.py	100
LOW	src/smolagents/gradio_ui.py	378
LOW	src/smolagents/models.py	220
LOW	src/smolagents/models.py	288
LOW	src/smolagents/models.py	332
LOW	src/smolagents/models.py	1309
LOW	src/smolagents/models.py	1591
LOW	src/smolagents/models.py	1707
LOW	src/smolagents/memory.py	248
LOW	src/smolagents/local_python_executor.py	156
LOW	src/smolagents/local_python_executor.py	396
LOW	src/smolagents/local_python_executor.py	540
LOW	src/smolagents/local_python_executor.py	638
LOW	src/smolagents/local_python_executor.py	730
LOW	src/smolagents/local_python_executor.py	794
LOW	src/smolagents/local_python_executor.py	825
LOW	src/smolagents/local_python_executor.py	941
LOW	src/smolagents/local_python_executor.py	962
LOW	src/smolagents/local_python_executor.py	1026
LOW	src/smolagents/local_python_executor.py	1159
LOW	src/smolagents/local_python_executor.py	1236
LOW	src/smolagents/local_python_executor.py	1309
LOW	src/smolagents/local_python_executor.py	1380
LOW	src/smolagents/local_python_executor.py	1417
LOW	src/smolagents/local_python_executor.py	645
LOW	src/smolagents/tools.py	1361
LOW	src/smolagents/tools.py	144
LOW	src/smolagents/tool_validation.py	157
LOW	src/smolagents/tool_validation.py	49
LOW	src/smolagents/tool_validation.py	80
LOW	src/smolagents/tool_validation.py	90
LOW	src/smolagents/tool_validation.py	190
LOW	src/smolagents/agents.py	294
LOW	src/smolagents/agents.py	416
LOW	src/smolagents/agents.py	436
LOW	src/smolagents/agents.py	540
LOW	src/smolagents/agents.py	639
LOW	src/smolagents/agents.py	1276
LOW	src/smolagents/agents.py	1638
LOW	src/smolagents/cli.py	188
LOW	src/smolagents/utils.py	140
LOW	src/smolagents/utils.py	551
LOW	src/smolagents/default_tools.py	387
LOW	src/smolagents/default_tools.py	408
LOW	src/smolagents/agent_types.py	79
LOW	src/smolagents/agent_types.py	181
LOW	src/smolagents/remote_executors.py	481
8 more matches not shown…

Magic Placeholder Names8 hits · 40 pts

Severity	File	Line	Snippet
HIGH	docs/source/zh/guided_tour.md	89	api_key="YOUR_API_KEY" # 如果需要可以替换为 API key
HIGH	docs/source/hi/guided_tour.md	78	api_key="YOUR_API_KEY" # replace with API key if necessary
HIGH	docs/source/ko/guided_tour.md	187	api_key="YOUR_API_KEY", # replace with API key if necessary
HIGH	docs/source/en/guided_tour.md	200	api_key="YOUR_API_KEY", # replace with API key if necessary
HIGH	examples/agent_from_any_llm.py	29	api_key="your-api-key", # replace with API key if necessary
HIGH	examples/multiple_tools.py	27	api_key = "your_api_key" # Replace with your API key from https://weatherstack.com/
HIGH	examples/multiple_tools.py	67	api_key = "your_api_key" # Replace with your actual API key from https://www.exchangerate-api.com/
HIGH	examples/multiple_tools.py	98	api_key = "your_api_key" # Replace with your actual API key from https://newsapi.org/

Over-Commented Block39 hits · 37 pts

Severity	File	Line	Snippet
LOW	e2b.toml	1	# This is a config for E2B sandbox template.
LOW	tests/test_utils.py	1	# coding=utf-8
LOW	tests/test_function_type_hints_utils.py	1	# coding=utf-8
LOW	tests/test_search.py	1	# coding=utf-8
LOW	tests/test_monitoring.py	1	# coding=utf-8
LOW	tests/test_gradio_ui.py	1	# coding=utf-8
LOW	tests/test_local_python_executor.py	1	# coding=utf-8
LOW	tests/test_default_tools.py	1	# coding=utf-8
LOW	tests/test_final_answer.py	1	# coding=utf-8
LOW	tests/test_models.py	1	# coding=utf-8
LOW	tests/test_serialization.py	1	#!/usr/bin/env python
LOW	tests/test_tools.py	1	# coding=utf-8
LOW	tests/test_telemetry.py	1	# coding=utf-8
LOW	tests/test_all_docs.py	1	# coding=utf-8
LOW	tests/test_agents.py	1	# coding=utf-8
LOW	tests/test_types.py	1	# coding=utf-8
LOW	tests/utils/markers.py	1	# coding=utf-8
LOW	docs/source/es/_toctree.yml	1	- title: Primeros Pasos
LOW	docs/source/es/_toctree.yml	21	# - title: Conceptual guides
LOW	docs/source/es/_toctree.yml	41	# - local: examples/async_agent
LOW	examples/rag_using_chromadb.py	21	knowledge_base = datasets.load_dataset("m-ric/huggingface_doc", split="train")
LOW	examples/structured_output_tool.py	1	# How to run with uv:
LOW	examples/multiple_tools.py	221	# If you want to use the ToolCallingAgent instead, uncomment the following lines as they both will work
LOW	examples/open_deep_research/scripts/reformulator.py	81	# """.strip()}]})
LOW	src/smolagents/gradio_ui.py	1	#!/usr/bin/env python
LOW	src/smolagents/models.py	1	# Copyright 2024 The HuggingFace Inc. team. All rights reserved.
LOW	src/smolagents/local_python_executor.py	1	#!/usr/bin/env python
LOW	src/smolagents/monitoring.py	1	#!/usr/bin/env python
LOW	src/smolagents/tools.py	1	#!/usr/bin/env python
LOW	src/smolagents/__init__.py	1	#!/usr/bin/env python
LOW	src/smolagents/agents.py	1	#!/usr/bin/env python
LOW	src/smolagents/cli.py	1	#!/usr/bin/env python
LOW	src/smolagents/utils.py	1	#!/usr/bin/env python
LOW	src/smolagents/default_tools.py	1	#!/usr/bin/env python
LOW	src/smolagents/mcp_client.py	1	#!/usr/bin/env python
LOW	src/smolagents/agent_types.py	1	# coding=utf-8
LOW	src/smolagents/remote_executors.py	1	#!/usr/bin/env python
LOW	src/smolagents/serialization.py	1	#!/usr/bin/env python
LOW	src/smolagents/_function_type_hints_utils.py	1	#!/usr/bin/env python

Unused Imports25 hits · 24 pts

Severity	File	Line
LOW	tests/test_utils.py	333
LOW	tests/test_utils.py	226
LOW	examples/structured_output_tool.py	19
LOW	src/smolagents/memory.py	12
LOW	src/smolagents/tools.py	17
LOW	src/smolagents/tools.py	64
LOW	src/smolagents/__init__.py	19
LOW	src/smolagents/__init__.py	20
LOW	src/smolagents/__init__.py	21
LOW	src/smolagents/__init__.py	22
LOW	src/smolagents/__init__.py	23
LOW	src/smolagents/__init__.py	24
LOW	src/smolagents/__init__.py	25
LOW	src/smolagents/__init__.py	26
LOW	src/smolagents/__init__.py	27
LOW	src/smolagents/__init__.py	28
LOW	src/smolagents/__init__.py	29
LOW	src/smolagents/__init__.py	30
LOW	src/smolagents/__init__.py	31
LOW	src/smolagents/__init__.py	32
LOW	src/smolagents/agents.py	45
LOW	src/smolagents/utils.py	38
LOW	src/smolagents/mcp_client.py	18
LOW	src/smolagents/mcp_client.py	30
LOW	src/smolagents/remote_executors.py	896

Redundant / Tautological Comments13 hits · 19 pts

Severity	File	Line	Snippet
LOW	tests/test_import.py	25	# Check if the import was successful
LOW	tests/test_tools.py	115	# Check if we expect this to raise an exception
LOW	examples/multiple_tools.py	38	if data.get("error"): # Check if there's an error in the response
LOW	examples/open_deep_research/scripts/mdconvert.py	624	# Return the result
LOW	src/smolagents/local_python_executor.py	611	# Check if it is a docstring: first statement in class body which is a string literal expression
LOW	src/smolagents/tools.py	182	# Check if all elements are strings
LOW	src/smolagents/tool_validation.py	198	# Check if the assignment is more complex than simple literals
LOW	src/smolagents/agents.py	1463	# Check if the tool exists
LOW	src/smolagents/cli.py	265	# Check if we should run in interactive mode
LOW	src/smolagents/utils.py	572	# Check if we should retry
LOW	src/smolagents/remote_executors.py	183	# Check if all keys are strings (JSON-compatible)
LOW	src/smolagents/remote_executors.py	389	# Check if the error is a FinalAnswerException
LOW	src/smolagents/remote_executors.py	614	# Check if image exists, unless forced to rebuild

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet
CRITICAL	examples/open_deep_research/scripts/mdconvert.py	442	alt_text = shape._element._nvXxPr.cNvPr.attrib.get("descr", "")

Slop Phrases2 hits · 4 pts

Severity	File	Line	Snippet
MEDIUM	examples/rag_using_chromadb.py	27	## For your own PDFs, you can use the following code to load them into source_docs
LOW	examples/open_deep_research/run_gaia.py	147	# WARNING: this dataset is gated: make sure you visit the repo to require access.

Overly Generic Function Names3 hits · 4 pts

Severity	File	Line	Snippet
LOW	tests/test_function_type_hints_utils.py	85	def process_data(items: list[str], config: dict[str, float], point: tuple[int, int]) -> dict:
LOW	tests/test_serialization.py	453	def my_function():
LOW	tests/test_tools.py	617	def test_function(items: list[str]) -> str:

AI Slop Vocabulary2 hits · 3 pts

Severity	File	Line	Snippet
LOW	src/smolagents/local_python_executor.py	634	# For declarations without values (x: int), just return None
LOW	src/smolagents/local_python_executor.py	1462	# Constant -> just return the value

Fake / Example Data2 hits · 1 pts

Severity	File	Line	Snippet
LOW	tests/test_serialization.py	742	person = Person(name="Bob", address=Address(street="123 Main St", city="NYC"))
LOW	tests/test_serialization.py	747	assert result["address"]["street"] == "123 Main St"

Score History

Severity Breakdown

Pattern Findings