camel-ai/camel

28.1

Adjusted Score

28.1

Raw Score

100%

Time Factor

2026-07-14

Last Push

17.4K

Stars

Python

Language

321.9K

Lines of Code

1.4K

Files

7.0K

Pattern Hits

2026-07-14

Scan Date

0.36

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 6HIGH 498MEDIUM 533LOW 5999

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 7036 distinct pattern matches across 25 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers2183 hits · 1947 pts

Severity	File	Line	Snippet	Context
LOW	test/test_all_exports.py	16	def test_all_exports_from_camel():	CODE
LOW	test/conftest.py	50	def pytest_collection_modifyitems(config: Config, items: List[Item]) -> None:	CODE
LOW	test/test_generators.py	22	def test_system_message_generator():	CODE
LOW	test/test_generators.py	63	def test_task_prompt_generator():	CODE
LOW	test/terminators/test_response_terminator.py	39	def test_response_words_termination(mode):	CODE
LOW	test/terminators/test_token_limit_terminator.py	20	def test_token_limit_termination(num_tokens):	CODE
LOW	test/data_collectors/test_sharegpt_collector.py	60	def test_sharegpt_llm_converter():	CODE
LOW	test/data_collectors/test_alpaca_collector.py	55	def test_alpaca_llm_converter():	CODE
LOW⚡	test/bots/test_discord_app.py	32	def test_init_with_token_from_env(self, mock_discord_client):	CODE
LOW⚡	test/bots/test_discord_app.py	40	def test_init_with_provided_token(self, mock_discord_client):	CODE
LOW⚡	test/bots/test_discord_app.py	47	def test_init_raises_value_error_without_token(self, mock_discord_client):	CODE
LOW	test/bots/test_discord_app.py	66	async def test_on_message_ignore_own_message(self, mock_discord_client):	CODE
LOW	test/bots/test_discord_app.py	76	async def test_on_message_respond_in_allowed_channel(	CODE
LOW	test/bots/test_discord_app.py	93	async def test_on_message_ignore_non_mentioned_message(	CODE
LOW	test/bots/test_discord_app.py	107	async def test_on_message_ignore_outside_channel(	CODE
LOW	test/bots/test_slack_app.py	43	def test_init_without_token_raises_error(self, mock_async_app):	CODE
LOW	test/bots/test_telegram_bot.py	26	def test_init_token_provided_uses_provided_token(self):	CODE
LOW	test/integration_test/test_minimal_dependency.py	33	def test_minimum_deps_module_importable(module_path):	CODE
LOW	test/integration_test/test_minimal_dependency.py	59	def test_example_runs_or_skips(example_path):	STRING
LOW	test/interpreters/test_subprocess_interpreter.py	88	def test_run_unsupported_code_type(subprocess_interpreter):	STRING
LOW	test/interpreters/test_subprocess_interpreter.py	120	def test_r_code_type_variants(subprocess_interpreter):	STRING
LOW	test/interpreters/test_subprocess_interpreter.py	150	def test_execute_command_require_confirm(subprocess_interpreter, monkeypatch):	STRING
LOW	test/interpreters/test_interpreters_decorators.py	38	def test_docker_interpreter_missing_dependency():	CODE
LOW⚡	test/interpreters/test_interpreters_decorators.py	54	def test_jupyter_kernel_interpreter_missing_dependency():	CODE
LOW⚡	test/interpreters/test_interpreters_decorators.py	62	def test_jupyter_kernel_interpreter_missing_ipykernel():	CODE
LOW⚡	test/interpreters/test_interpreters_decorators.py	70	def test_microsandbox_interpreter_missing_dependency():	CODE
LOW	test/interpreters/test_python_interpreter.py	289	def test_augassign_operations(interpreter: InternalPythonInterpreter):	CODE
LOW	test/interpreters/test_python_interpreter.py	395	def test_unsafe_mode_complex_operations(unsafe_interpreter):	STRING
LOW	test/interpreters/test_python_interpreter.py	423	def not_allow_builtins_interpreter():	STRING
LOW	test/interpreters/test_docker_interpreter.py	130	def test_r_code_type_variants(docker_interpreter: DockerInterpreter):	STRING
LOW	test/interpreters/test_docker_interpreter.py	141	def test_run_unsupported_code_type(docker_interpreter: DockerInterpreter):	STRING
LOW	test/interpreters/test_microsandbox_interpreter.py	59	def test_supported_code_types():	CODE
LOW	test/interpreters/test_microsandbox_interpreter.py	74	def test_unsupported_language(interpreter):	CODE
LOW	test/retrievers/test_hybrid_retriever.py	52	def test_sort_rrf_scores_integration(mock_hybrid_retriever):	CODE
LOW	test/retrievers/test_auto_retriever.py	45	def test__initialize_vector_storage(auto_retriever):	CODE
LOW	test/retrievers/test_auto_retriever.py	51	def test_run_vector_retriever(auto_retriever):	CODE
LOW	test/retrievers/test_auto_retriever.py	66	def test_run_vector_retriever_with_element_input(auto_retriever):	CODE
LOW⚡	test/retrievers/test_vector_retriever.py	47	def mock_unstructured_modules():	CODE
LOW⚡	test/retrievers/test_vector_retriever.py	53	def test_initialization_with_custom_embedding(	CODE
LOW⚡	test/retrievers/test_vector_retriever.py	60	def test_initialization_with_default_embedding():	CODE
LOW	test/retrievers/test_bm25_retriever.py	23	def mock_unstructured_modules():	CODE
LOW	test/retrievers/test_bm25_retriever.py	77	def test_query_without_initialization():	CODE
LOW	test/retrievers/test_retrievers_decorators.py	44	def test_auto_retriever_missing_dependency():	CODE
LOW	test/retrievers/test_retrievers_decorators.py	86	def test_cohere_rerank_retriever_missing_dependency():	CODE
LOW	test/retrievers/test_retrievers_decorators.py	101	def test_hybrid_retrieval_missing_dependency():	CODE
LOW	test/retrievers/test_retrievers_decorators.py	112	def test_jina_rerank_retriever_missing_dependency():	CODE
LOW	test/retrievers/test_retrievers_decorators.py	123	def test_vector_retriever_missing_dependency():	CODE
LOW	test/retrievers/test_retrievers_decorators.py	136	def test_cohere_rerank_retriever_api_keys():	CODE
LOW	test/retrievers/test_retrievers_decorators.py	149	def test_jina_rerank_retriever_api_keys():	CODE
LOW⚡	test/retrievers/test_jina_rerank_retriever.py	29	def test_initialization_with_custom_model():	CODE
LOW⚡	test/retrievers/test_jina_rerank_retriever.py	35	def test_initialization_without_api_key():	CODE
LOW⚡	test/retrievers/test_jina_rerank_retriever.py	43	def test_initialization_with_explicit_api_key():	CODE
LOW	test/retrievers/test_jina_rerank_retriever.py	129	def test_query_with_content_key(mock_post, jina_rerank):	CODE
LOW	test/storages/test_storages_decorators.py	41	def test_redis_storage_missing_dependency():	CODE
LOW	test/storages/test_storages_decorators.py	74	def test_azure_blob_storage_missing_dependency():	CODE
LOW	test/storages/test_storages_decorators.py	85	def test_google_cloud_storage_missing_dependency():	CODE
LOW	test/storages/vector_storages/test_tidb.py	39	def test_multiple_remote_clients(mock_tidb_storage):	CODE
LOW	test/storages/vector_storages/test_surreal.py	105	def test_distance_to_similarity(	CODE
LOW	test/storages/vector_storages/test_oceanbase.py	109	def test_oceanbase_storage_initialization(mock_ob_client):	CODE
LOW	test/storages/vector_storages/test_oceanbase.py	154	def test_oceanbase_storage_operations(mock_ob_client):	CODE
2123 more matches not shown…

Cross-File Repetition277 hits · 1385 pts

Severity	File	Line	Snippet	Context
HIGH	test/interpreters/test_interpreters_decorators.py	0	patch is_module_available to return false for a specific module.	STRING
HIGH	test/retrievers/test_retrievers_decorators.py	0	patch is_module_available to return false for a specific module.	STRING
HIGH	test/storages/test_storages_decorators.py	0	patch is_module_available to return false for a specific module.	STRING
HIGH	test/embeddings/test_embeddings_decorators.py	0	patch is_module_available to return false for a specific module.	STRING
HIGH	test/loaders/test_loaders_decorators.py	0	patch is_module_available to return false for a specific module.	STRING
HIGH	test/interpreters/test_jupyterkernel_interpreter.py	0	def add(a, b): return a + b def multiply(a, b): return a * b def subtract(a, b): return a - b def main(): a = 10 b = 20	STRING
HIGH	test/interpreters/test_docker_interpreter.py	0	def add(a, b): return a + b def multiply(a, b): return a * b def subtract(a, b): return a - b def main(): a = 10 b = 20	STRING
HIGH	examples/interpreters/ipython_interpreter_example.py	0	def add(a, b): return a + b def multiply(a, b): return a * b def subtract(a, b): return a - b def main(): a = 10 b = 20	STRING
HIGH	test/retrievers/test_retrievers_decorators.py	0	test that the following decorators are correctly applied to camel.loaders: @api_keys_required - should raise valueerror	STRING
HIGH	test/storages/test_storages_decorators.py	0	test that the following decorators are correctly applied to camel.loaders: @api_keys_required - should raise valueerror	STRING
HIGH	test/loaders/test_loaders_decorators.py	0	test that the following decorators are correctly applied to camel.loaders: @api_keys_required - should raise valueerror	STRING
HIGH	test/toolkits/test_web_deploy_toolkit.py	0	test that get_tools returns the correct function tools.	STRING
HIGH	test/toolkits/test_sql_toolkit.py	0	test that get_tools returns the correct function tools.	STRING
HIGH	test/toolkits/test_file_toolkit.py	0	test that get_tools returns the correct function tools.	STRING
HIGH	test/models/test_moonshot_model.py	0	test that interleaved_thinking configuration is properly set.	STRING
HIGH	test/models/test_volcano_model.py	0	test that interleaved_thinking configuration is properly set.	STRING
HIGH	test/models/test_zhipuai_model.py	0	test that interleaved_thinking configuration is properly set.	STRING
HIGH	test/models/test_moonshot_model.py	0	test that interleaved_thinking is disabled by default.	STRING
HIGH	test/models/test_volcano_model.py	0	test that interleaved_thinking is disabled by default.	STRING
HIGH	test/models/test_zhipuai_model.py	0	test that interleaved_thinking is disabled by default.	STRING
HIGH	test/models/test_moonshot_model.py	0	test reasoning_content injection into assistant messages.	STRING
HIGH	test/models/test_volcano_model.py	0	test reasoning_content injection into assistant messages.	STRING
HIGH	test/models/test_zhipuai_model.py	0	test reasoning_content injection into assistant messages.	STRING
HIGH	test/models/test_moonshot_model.py	0	test that reasoning_content is not injected when disabled.	STRING
HIGH	test/models/test_volcano_model.py	0	test that reasoning_content is not injected when disabled.	STRING
HIGH	test/models/test_zhipuai_model.py	0	test that reasoning_content is not injected when disabled.	STRING
HIGH	test/models/test_moonshot_model.py	0	test extraction of reasoning_content from response.	STRING
HIGH	test/models/test_volcano_model.py	0	test extraction of reasoning_content from response.	STRING
HIGH	test/models/test_zhipuai_model.py	0	test extraction of reasoning_content from response.	STRING
HIGH	test/models/test_moonshot_model.py	0	test extraction returns none when no reasoning_content.	STRING
HIGH	test/models/test_volcano_model.py	0	test extraction returns none when no reasoning_content.	STRING
HIGH	test/models/test_zhipuai_model.py	0	test extraction returns none when no reasoning_content.	STRING
HIGH	camel/storages/vectordb_storages/milvus.py	0	searches for similar vectors in the storage based on the provided query. args: query (vectordbquery): the query object c	STRING
HIGH	camel/storages/vectordb_storages/tidb.py	0	searches for similar vectors in the storage based on the provided query. args: query (vectordbquery): the query object c	STRING
HIGH	camel/storages/vectordb_storages/weaviate.py	0	searches for similar vectors in the storage based on the provided query. args: query (vectordbquery): the query object c	STRING
HIGH	camel/storages/vectordb_storages/base.py	0	searches for similar vectors in the storage based on the provided query. args: query (vectordbquery): the query object c	STRING
HIGH	camel/storages/vectordb_storages/qdrant.py	0	provides access to the underlying vector database client.	STRING
HIGH	camel/storages/vectordb_storages/weaviate.py	0	provides access to the underlying vector database client.	STRING
HIGH	camel/storages/vectordb_storages/base.py	0	provides access to the underlying vector database client.	STRING
HIGH	camel/storages/vectordb_storages/tidb.py	0	deletes a list of vectors identified by their ids from the storage. args: ids (list[str]): list of unique identifiers fo	STRING
HIGH	camel/storages/vectordb_storages/weaviate.py	0	deletes a list of vectors identified by their ids from the storage. args: ids (list[str]): list of unique identifiers fo	STRING
HIGH	camel/storages/vectordb_storages/oceanbase.py	0	deletes a list of vectors identified by their ids from the storage. args: ids (list[str]): list of unique identifiers fo	STRING
HIGH	camel/storages/vectordb_storages/base.py	0	deletes a list of vectors identified by their ids from the storage. args: ids (list[str]): list of unique identifiers fo	STRING
HIGH	camel/storages/vectordb_storages/weaviate.py	0	returns status of the vector database. returns: vectordbstatus: the vector database status.	STRING
HIGH	camel/storages/vectordb_storages/oceanbase.py	0	returns status of the vector database. returns: vectordbstatus: the vector database status.	STRING
HIGH	camel/storages/vectordb_storages/base.py	0	returns status of the vector database. returns: vectordbstatus: the vector database status.	STRING
HIGH	camel/storages/key_value_storages/mem0_cloud.py	0	saves a batch of records to the key-value storage system. args: records (list[dict[str, any]]): a list of dictionaries,	STRING
HIGH	camel/storages/key_value_storages/json.py	0	saves a batch of records to the key-value storage system. args: records (list[dict[str, any]]): a list of dictionaries,	STRING
HIGH	camel/storages/key_value_storages/base.py	0	saves a batch of records to the key-value storage system. args: records (list[dict[str, any]]): a list of dictionaries,	STRING
HIGH	camel/storages/key_value_storages/in_memory.py	0	saves a batch of records to the key-value storage system. args: records (list[dict[str, any]]): a list of dictionaries,	STRING
HIGH	camel/storages/key_value_storages/mem0_cloud.py	0	loads all stored records from the key-value storage system. returns: list[dict[str, any]]: a list of dictionaries, where	STRING
HIGH	camel/storages/key_value_storages/redis.py	0	loads all stored records from the key-value storage system. returns: list[dict[str, any]]: a list of dictionaries, where	STRING
HIGH	camel/storages/key_value_storages/json.py	0	loads all stored records from the key-value storage system. returns: list[dict[str, any]]: a list of dictionaries, where	STRING
HIGH	camel/storages/key_value_storages/base.py	0	loads all stored records from the key-value storage system. returns: list[dict[str, any]]: a list of dictionaries, where	STRING
HIGH	camel/storages/key_value_storages/in_memory.py	0	loads all stored records from the key-value storage system. returns: list[dict[str, any]]: a list of dictionaries, where	STRING
HIGH	camel/storages/key_value_storages/redis.py	0	removes all records from the key-value storage system.	STRING
HIGH	camel/storages/key_value_storages/json.py	0	removes all records from the key-value storage system.	STRING
HIGH	camel/storages/key_value_storages/base.py	0	removes all records from the key-value storage system.	STRING
HIGH	camel/storages/key_value_storages/in_memory.py	0	removes all records from the key-value storage system.	STRING
HIGH	camel/embeddings/openai_embedding.py	0	generates embeddings for the given texts. args: objs (list[t]): the objects for which to generate the embeddings. **kwar	STRING
217 more matches not shown…

Over-Commented Block1148 hits · 1137 pts

Severity	File	Line	Snippet	Context
LOW	test/test_all_exports.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/conftest.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/test_generators.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/test_human.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/terminators/test_response_terminator.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/terminators/test_token_limit_terminator.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/data_collectors/test_sharegpt_collector.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/data_collectors/test_alpaca_collector.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/bots/test_discord_app.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/bots/test_slack_app.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/bots/test_telegram_bot.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/integration_test/test_minimal_dependency.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/interpreters/test_subprocess_interpreter.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/interpreters/test_interpreters_decorators.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/interpreters/test_python_interpreter.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/interpreters/test_jupyterkernel_interpreter.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/interpreters/test_docker_interpreter.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/interpreters/test_microsandbox_interpreter.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/retrievers/test_hybrid_retriever.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/retrievers/test_auto_retriever.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/retrievers/test_cohere_rerank_retriever.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/retrievers/test_vector_retriever.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/retrievers/test_bm25_retriever.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/retrievers/test_retrievers_decorators.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/retrievers/test_jina_rerank_retriever.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/test_storages_decorators.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/vector_storages/test_tidb.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/vector_storages/test_surreal.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/vector_storages/test_oceanbase.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/vector_storages/test_all_vectordbs.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/vector_storages/test_milvus.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/vector_storages/test_qdrant.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/vector_storages/test_pgvector.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/vector_storages/test_weaviate.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/vector_storages/test_faiss.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/key_value_storages/test_redis.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	…storages/key_value_storages/test_key_value_storages.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/key_value_storages/test_mem0_cloud.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/graph_storages/test_graph_element.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/graph_storages/test_nebula_graph.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/graph_storages/test_neo4j_graph.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/object_storages/test_azure_blob.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/object_storages/test_google_cloud.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/storages/object_storages/test_amazon_s3.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/tasks/test_task.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/messages/test_message_base.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/messages/test_func_message.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/messages/test_chat_message.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/embeddings/test_azure_embedding.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/embeddings/test_vlm_embeddings.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/embeddings/test_mistral_embedding.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/embeddings/test_jina_embedding.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/embeddings/test_embeddings_decorators.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/embeddings/test_openai_compatible_embedding.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/embeddings/test_openai_embedding.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/embeddings/test_gemini_embedding.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/embeddings/test_open_source_embeddings.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/environments/test_multi_step_env.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/environments/test_tictactoe_env.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
LOW	test/environments/test_single_step_env.py	1	# ========= Copyright 2023-2026 @ CAMEL-AI.org. All Rights Reserved. =========	COMMENT
1088 more matches not shown…

Docstring Block Structure169 hits · 845 pts

Severity	File	Line	Snippet	Context
HIGH	camel/generators.py	130	Generates a list of system messages from a list of dictionaries. Args: meta_dicts (List[Dict[str, s	STRING
HIGH	camel/data_collectors/alpaca_collector.py	109	Convert collected data using an LLM schema converter. Args: converter (Optional[OpenAISchemaConvert	STRING
HIGH	camel/data_collectors/sharegpt_collector.py	156	Convert collected data using an LLM schema converter. Args: converter (Optional[OpenAISchemaConvert	STRING
HIGH	camel/bots/discord/discord_app.py	143	Exchange the authorization code for an access token. Args: code (str): The authorization code recei	STRING
HIGH	camel/societies/workforce/workforce.py	1652	Unified task analysis for both failures and quality evaluation. This method consolidates the logic for analyzin	STRING
HIGH	camel/societies/workforce/workforce.py	3038	Add a worker node to the workforce that uses a single agent. Can be called when workforce is paused to dynamical	STRING
HIGH	camel/societies/workforce/workforce.py	3104	Add a worker node to the workforce that uses `RolePlaying` system. Can be called when workforce is paused to dyn	STRING
HIGH	camel/societies/workforce/workforce.py	3173	Add a workforce node to the workforce. Can be called when workforce is paused to dynamically add workers.	STRING
HIGH	camel/societies/workforce/utils.py	445	Add a task to the pipeline with support for chaining. Args: content (str): The content/description	STRING
HIGH	camel/societies/workforce/utils.py	517	Add multiple parallel tasks that can execute simultaneously. Args: task_contents (List[str]): List	STRING
HIGH	camel/societies/workforce/utils.py	578	Add a synchronization task that waits for multiple tasks. Args: content (str): Content of the synch	STRING
HIGH	camel/interpreters/ipython_interpreter.py	126	Executes the given code in the Jupyter kernel. Args: code (str): The code string to execute.	STRING
HIGH	camel/interpreters/docker_interpreter.py	216	Executes the given code in the container attached to the interpreter, and captures the stdout and stderr streams	STRING
HIGH	camel/interpreters/docker_interpreter.py	295	Executes a command in the Docker container and returns its output. Args: command (str): The command	STRING
HIGH	camel/interpreters/e2b_interpreter.py	115	Executes the given code in the e2b sandbox. Args: code (str): The code string to execute.	STRING
HIGH	camel/interpreters/microsandbox_interpreter.py	128	Executes the given code in the microsandbox. Args: code (str): The code string to execute.	STRING
HIGH	camel/interpreters/microsandbox_interpreter.py	161	Asynchronously executes code in microsandbox. Args: code (str): The code to execute. co	STRING
HIGH	camel/interpreters/microsandbox_interpreter.py	336	Execute a shell command in the microsandbox. This method is designed for package management and system	STRING
HIGH	camel/interpreters/microsandbox_interpreter.py	365	Asynchronously executes a shell command in microsandbox. Args: command (str): The shell command to	STRING
HIGH	camel/interpreters/internal_python_interpreter.py	157	Executes the given code with specified code type in the interpreter. This method takes a string of code	STRING
HIGH	camel/interpreters/subprocess_interpreter.py	274	Generates a temporary file with the given code, executes it, and deletes the file afterward. Args:	STRING
HIGH	camel/interpreters/subprocess_interpreter.py	439	Executes a shell command in a subprocess and captures its output. Args: command (str): The shell co	STRING
HIGH	camel/interpreters/base.py	23	Executes the given code based on its type. Args: code (str): The code to be executed. c	STRING
HIGH	camel/retrievers/hybrid_retrival.py	69	Sorts and combines results from vector and BM25 retrievers using Reciprocal Rank Fusion (RRF). Args:	STRING
HIGH	camel/retrievers/jina_rerank_retriever.py	87	Queries and compiles results using the Jina AI re-ranking model. Args: query (str): Query string fo	STRING
HIGH	camel/retrievers/bm25_retriever.py	92	Executes a query and compiles the results. Args: query (str): Query string for information retrieve	STRING
HIGH	camel/retrievers/vector_retriever.py	205	Executes a query in vector storage and compiles the retrieved results into a dictionary. Args:	STRING
HIGH	camel/retrievers/auto_retriever.py	179	Executes the automatic vector retriever process using vector storage. Args: query (str): Qu	STRING
HIGH	camel/storages/vectordb_storages/qdrant.py	331	Deletes points from the collection based on either IDs or payload filters. Args: ids (Optio	STRING
HIGH	camel/storages/vectordb_storages/faiss.py	413	Deletes vectors from the index based on either IDs or payload filters. Args: ids (Optional[	STRING
HIGH	camel/storages/vectordb_storages/chroma.py	39	An implementation of the `BaseVectorStorage` for interacting with ChromaDB, a vector database for embeddings. Ch	STRING
HIGH	camel/storages/vectordb_storages/chroma.py	531	Searches for similar vectors in ChromaDB based on the provided query. Args: query (VectorDB	STRING
HIGH	camel/storages/vectordb_storages/oceanbase.py	296	Searches for similar vectors in the storage based on the provided query. Args: query (Vecto	STRING
HIGH	camel/storages/graph_storages/nebula_graph.py	139	Execute a query on the graph store. Args: query (str): The Cypher-like query to be executed.	STRING
HIGH	camel/storages/graph_storages/nebula_graph.py	618	Validates the format of a time label string. Args: time_label (str): The time label string to valid	STRING
HIGH	camel/storages/graph_storages/neo4j_graph.py	215	Executes a Neo4j Cypher declarative query in a database. Args: query (str): The Cypher query to be	STRING
HIGH	camel/messages/conversion/alpaca.py	55	Creates an AlpacaItem from a formatted string. Args: text: String in either of these formats:	STRING
HIGH	camel/types/mcp_registries.py	56	Set the default OS based on the current platform if not provided. Args: values (Dict): The values d	STRING
HIGH	camel/embeddings/vlm_embedding.py	108	Generates embeddings for the given images or texts. Args: objs (List[Image.Image\|str]): The list of	STRING
HIGH	camel/embeddings/together_embedding.py	75	Generates embeddings for the given texts. Args: objs (list[str]): The texts for which to generate t	STRING
HIGH	camel/embeddings/jina_embedding.py	95	Generates embeddings for the given texts or images. Args: objs (list[Union[str, Image.Image]]): The	STRING
HIGH	camel/environments/single_step.py	144	Resets the environment and starts a new episode. This method samples a new batch of data points from the datase	STRING
HIGH	camel/environments/single_step.py	274	Execute one interaction step in the environment using the proposed solution. This method processes the	STRING
HIGH	camel/environments/single_step.py	454	Normalize the user-provided action(s) into a validated list of `Action` objects. This method handles fl	STRING
HIGH	camel/environments/multi_step.py	138	Take a step in the environment using the given action. This method updates the environment state based on the L	STRING
HIGH	camel/datasets/few_shot_generator.py	130	Generates and validates `n` new datapoints through few-shot prompting, with a retry limit. Steps:	STRING
HIGH	camel/datasets/static_dataset.py	103	Convert input data from various formats into a list of :obj:`DataPoint` instances. Args: da	STRING
HIGH	camel/datasets/static_dataset.py	203	Retrieve a datapoint or a batch of datapoints by index or slice. Args: idx (Union[int, slice]): Ind	STRING
HIGH	camel/datasets/static_dataset.py	273	Convert a PyTorch dataset into a list of dictionaries. Args: data (Dataset): A PyTorch dataset.	STRING
HIGH	camel/datasets/static_dataset.py	308	Load and parse a dataset from a JSON file. Args: data (Path): Path to the JSON file. Retur	STRING
HIGH	camel/datasets/static_dataset.py	344	Load and parse a dataset from a JSONL file. Args: data (Path): Path to the JSONL file. Ret	STRING
HIGH	camel/datasets/static_dataset.py	388	Validate and convert a list of dictionaries into a dataset. Args: data (List[Dict[str, Any]]): A li	STRING
HIGH	camel/datasets/static_dataset.py	459	Save the dataset to the Hugging Face Hub using the project's HuggingFaceDatasetManager. Args:	STRING
HIGH	camel/datasets/base_generator.py	211	Saves the generated datapoints to a JSONL (JSON Lines) file. Each datapoint is stored as a separate JSON object	STRING
HIGH	camel/datasets/base_generator.py	258	Load and parse a dataset from a JSONL file. Args: file_path (Path): Path to the JSONL file.	STRING
HIGH	camel/datasets/base_generator.py	299	Get a datapoint by index without removing the datapoint from _data. Args: index (int): Index of the	STRING
HIGH	camel/runtimes/docker_runtime.py	142	Run a command inside this container. Similar to `docker exec`. Args: task (TaskConfig): The configu	STRING
HIGH	camel/verifiers/python_verifier.py	469	Compares two Python objects for equality with optional float tolerance. This method recursively compare	STRING
HIGH	camel/verifiers/base.py	168	Perform verification with full error handling. This method verifies the correctness of a generated solution by	STRING
HIGH	camel/verifiers/base.py	286	Abstract method for verification logic. Subclasses must implement this method to define how the solution	STRING
109 more matches not shown…

Self-Referential Comments317 hits · 792 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/retrievers/test_hybrid_retriever.py	32	# Create an instance of HybridRetriever	COMMENT
MEDIUM	test/retrievers/test_auto_retriever.py	27	# Define the path to the temporary storage	COMMENT
MEDIUM⚡	test/retrievers/test_vector_retriever.py	67	# Create a VectorRetriever instance	COMMENT
MEDIUM	test/retrievers/test_bm25_retriever.py	37	# Create a mock chunk with metadata	COMMENT
MEDIUM	test/storages/vector_storages/test_oceanbase.py	110	# Create a mock factory that returns a new mock IndexParams with iterator	COMMENT
MEDIUM	test/storages/vector_storages/test_oceanbase.py	155	# Create a mock factory that returns a new mock IndexParams with iterator	COMMENT
MEDIUM	test/storages/vector_storages/test_oceanbase.py	212	# Create a mock factory that returns a new mock IndexParams with iterator	COMMENT
MEDIUM	test/storages/key_value_storages/test_mem0_cloud.py	35	# Create a mock for the Mem0 client	COMMENT
MEDIUM	test/storages/graph_storages/test_nebula_graph.py	53	# Initialize the NebulaGraph instance with the mocks	COMMENT
MEDIUM	test/storages/graph_storages/test_nebula_graph.py	306	# Create a GraphElement with nodes and optional source	COMMENT
MEDIUM	test/storages/graph_storages/test_nebula_graph.py	331	# Create a GraphElement with relationships and optional source	COMMENT
MEDIUM	test/storages/graph_storages/test_nebula_graph.py	431	# Create a GraphElement instance with nodes, relationships, and source	COMMENT
MEDIUM	test/embeddings/test_jina_embedding.py	37	# Initialize embedding instance	COMMENT
MEDIUM	test/embeddings/test_jina_embedding.py	61	# Create a dummy image	COMMENT
MEDIUM	test/embeddings/test_jina_embedding.py	64	# Initialize embedding instance with CLIP model	COMMENT
MEDIUM	test/embeddings/test_jina_embedding.py	95	# Initialize embedding instance with options	COMMENT
MEDIUM	test/embeddings/test_jina_embedding.py	135	# Initialize embedding instance	COMMENT
MEDIUM⚡	test/embeddings/test_openai_compatible_embedding.py	39	# Initialize the OpenAICompatibleEmbedding object	COMMENT
MEDIUM	test/embeddings/test_openai_compatible_embedding.py	74	# Initialize the OpenAICompatibleEmbedding object	COMMENT
MEDIUM	test/embeddings/test_gemini_embedding.py	39	# Create the embedding instance and test embed_list	COMMENT
MEDIUM	test/embeddings/test_gemini_embedding.py	72	# Create the embedding instance with task type and test embed_list	COMMENT
MEDIUM⚡	test/environments/test_multi_step_env.py	65	# Create a mock extractor	COMMENT
MEDIUM	test/environments/test_multi_step_env.py	157	# Create a new environment with max_steps=1	COMMENT
MEDIUM	test/environments/test_single_step_env.py	144	# Define a sample dataset	COMMENT
MEDIUM	test/environments/test_single_step_env.py	161	# Create a mock verifier	COMMENT
MEDIUM	test/environments/test_single_step_env.py	394	# Create a mock verifier	COMMENT
MEDIUM	test/environments/test_single_step_env.py	482	# Define a valid dataset	COMMENT
MEDIUM	test/environments/test_single_step_env.py	948	# Define a simple dataset	COMMENT
MEDIUM	test/environments/test_single_step_env.py	965	# Create a mock verifier	COMMENT
MEDIUM	test/datasets/test_base_dataset.py	1313	# Create a real implementation of generate_new for testing	COMMENT
MEDIUM	test/datasets/test_base_dataset.py	1330	# Create a mock verifier	COMMENT
MEDIUM	test/datasets/test_base_dataset.py	1381	# Create a test data point that would be generated	COMMENT
MEDIUM	test/datasets/test_base_dataset.py	1394	# Create a real implementation of generate_new that simulates retries and	COMMENT
MEDIUM	test/datasets/test_base_dataset.py	1417	# Create a mock verifier	COMMENT
MEDIUM	test/workforce/test_workflow_memory.py	67	# Create a mock agent with conversation history	COMMENT
MEDIUM	test/workforce/test_workflow_memory.py	889	# Creating a file should create the directory	COMMENT
MEDIUM	test/workforce/test_workflow_memory.py	1011	# Create a test workflow file	COMMENT
MEDIUM	test/workforce/test_workflow_memory.py	1339	# Create a workforce with share_memory enabled	COMMENT
MEDIUM	test/workforce/test_workflow_memory.py	1278	# Create a side_effect function that returns properly	STRING
MEDIUM	test/workforce/test_workforce_single_agent.py	32	# Create a dummy agent - won't be used since we override _process_task	COMMENT
MEDIUM	test/workforce/test_workforce_single_agent.py	101	# Create a task to test with	COMMENT
MEDIUM	test/workforce/test_workforce_single_agent.py	130	# Create a task to test with	COMMENT
MEDIUM	test/agents/test_chat_agent.py	2026	# Create an async generator that wraps the chunks	COMMENT
MEDIUM	test/agents/test_chat_agent.py	1812	# Create an all blue PNG image:	STRING
MEDIUM	test/agents/test_chat_agent.py	1915	# Create an agent with a specific system message	STRING
MEDIUM	test/agents/test_chat_agent.py	1930	# Create a new memory instance	STRING
MEDIUM	test/agents/test_chat_agent.py	2097	# Define a simple test tool	STRING
MEDIUM	test/agents/test_repo_agent.py	100	# Create a mock that is recognized as a BaseModelBackend instance	COMMENT
MEDIUM	test/agents/test_repo_agent.py	181	# Create a more complete mock for the file content	COMMENT
MEDIUM⚡	test/agents/test_repo_agent.py	290	# Create a proper ChatAgentResponse mock	COMMENT
MEDIUM	test/toolkits/test_note_taking_toolkit.py	24	# Create a toolkit with a temporary directory	COMMENT
MEDIUM⚡	test/toolkits/test_note_taking_toolkit.py	107	# Create a note	COMMENT
MEDIUM⚡	test/toolkits/test_note_taking_toolkit.py	110	# Create a new toolkit instance with the same directory	COMMENT
MEDIUM	test/toolkits/test_todo_toolkit.py	169	# Create a new instance pointing to the same directory	COMMENT
MEDIUM	test/toolkits/test_notion_toolkit.py	132	# Create a NotionToolkit instance	COMMENT
MEDIUM	test/toolkits/test_excel_toolkit.py	269	# Create a file first	COMMENT
MEDIUM	test/toolkits/test_microsoft_outlook_mail_toolkit.py	114	# Create a mock credentials object to avoid OAuth authentication	COMMENT
MEDIUM	test/toolkits/test_context_summarizer_toolkit.py	44	# Create a mock model backend that behaves like a real one	COMMENT
MEDIUM	test/toolkits/test_context_summarizer_toolkit.py	61	# Create a conversation about travel planning	COMMENT
MEDIUM	test/toolkits/test_context_summarizer_toolkit.py	131	# Create a mock summary agent	COMMENT
257 more matches not shown…

Unused Imports776 hits · 651 pts

Severity	File	Line	Context
LOW	test/workforce/test_workforce_pipeline.py	30	CODE
LOW	test/workforce/test_workflow_memory.py	29	CODE
LOW	test/toolkits/test_pyautogui_toolkit.py	23	CODE
LOW	test/utils/test_stream_utils.py	15	CODE
LOW	test/loaders/test_markitdown.py	22	CODE
LOW	camel/__init__.py	15	CODE
LOW	camel/__init__.py	15	CODE
LOW	camel/__init__.py	15	CODE
LOW	camel/terminators/__init__.py	14	CODE
LOW	camel/terminators/__init__.py	15	CODE
LOW	camel/terminators/__init__.py	15	CODE
LOW	camel/terminators/__init__.py	16	CODE
LOW	camel/data_collectors/__init__.py	15	CODE
LOW	camel/data_collectors/__init__.py	16	CODE
LOW	camel/data_collectors/__init__.py	17	CODE
LOW	camel/bots/telegram_bot.py	22	CODE
LOW	camel/bots/__init__.py	14	CODE
LOW	camel/bots/__init__.py	15	CODE
LOW	camel/bots/__init__.py	15	CODE
LOW	camel/bots/__init__.py	15	CODE
LOW	camel/bots/__init__.py	15	CODE
LOW	camel/bots/__init__.py	15	CODE
LOW	camel/bots/__init__.py	22	CODE
LOW	camel/bots/__init__.py	23	CODE
LOW	camel/bots/discord/discord_app.py	29	CODE
LOW	camel/bots/discord/__init__.py	14	CODE
LOW	camel/bots/discord/__init__.py	15	CODE
LOW	camel/bots/discord/__init__.py	16	CODE
LOW	camel/bots/discord/__init__.py	16	CODE
LOW	camel/bots/slack/__init__.py	14	CODE
LOW	camel/bots/slack/__init__.py	14	CODE
LOW	camel/bots/slack/__init__.py	14	CODE
LOW	camel/bots/slack/__init__.py	14	CODE
LOW	camel/bots/slack/__init__.py	14	CODE
LOW	camel/bots/slack/__init__.py	21	CODE
LOW	camel/bots/slack/slack_app.py	32	CODE
LOW	camel/bots/slack/slack_app.py	33	CODE
LOW	camel/bots/slack/slack_app.py	34	CODE
LOW	camel/societies/__init__.py	14	CODE
LOW	camel/societies/__init__.py	15	CODE
LOW	camel/societies/workforce/worker.py	14	CODE
LOW	camel/societies/workforce/worker.py	29	CODE
LOW	camel/societies/workforce/single_agent_worker.py	14	CODE
LOW	camel/societies/workforce/single_agent_worker.py	49	CODE
LOW	camel/societies/workforce/workforce.py	14	CODE
LOW	camel/societies/workforce/workforce.py	46	CODE
LOW	camel/societies/workforce/events.py	14	CODE
LOW	camel/societies/workforce/role_playing_worker.py	14	CODE
LOW	camel/societies/workforce/role_playing_worker.py	35	CODE
LOW	camel/societies/workforce/__init__.py	15	CODE
LOW	camel/societies/workforce/__init__.py	16	CODE
LOW	camel/societies/workforce/__init__.py	17	CODE
LOW	camel/societies/workforce/__init__.py	17	CODE
LOW	camel/societies/workforce/__init__.py	17	CODE
LOW	camel/societies/workforce/__init__.py	18	CODE
LOW	camel/societies/workforce/__init__.py	19	CODE
LOW	camel/societies/workforce/__init__.py	19	CODE
LOW	camel/societies/workforce/workforce_callback.py	14	CODE
LOW	camel/interpreters/__init__.py	15	CODE
LOW	camel/interpreters/__init__.py	16	CODE
716 more matches not shown…

Excessive Try-Catch Wrapping999 hits · 623 pts

Severity	File	Line	Snippet	Context
LOW	test/storages/graph_storages/test_neo4j_graph.py	44	except Exception as e:	CODE
LOW	test/storages/graph_storages/test_neo4j_graph.py	129	except Exception as e:	CODE
LOW	test/workforce/test_workflow_memory.py	2239	except Exception as e:	STRING
LOW	test/toolkits/test_agent_toolkit.py	80	except Exception:	CODE
LOW	test/toolkits/test_planning_worktree_toolkit.py	238	except Exception as exc:	CODE
LOW⚡	test/toolkits/test_sql_toolkit.py	65	except Exception:	CODE
LOW⚡	test/toolkits/test_sql_toolkit.py	74	except Exception:	CODE
LOW⚡	test/toolkits/test_sql_toolkit.py	78	except Exception:	CODE
LOW⚡	test/toolkits/test_sql_toolkit.py	476	except Exception:	CODE
LOW⚡	test/toolkits/test_code_execution.py	41	except Exception:	CODE
LOW⚡	test/toolkits/test_code_execution.py	63	except Exception as e:	CODE
LOW	test/models/test_sglang_model.py	61	except Exception as e:	CODE
MEDIUM	test/models/test_sglang_model.py	62	print(f"Error during cleanup: {e}")	CODE
LOW	camel/logger.py	152	except Exception as e:	STRING
LOW	camel/societies/workforce/worker.py	125	except Exception:	CODE
LOW	camel/societies/workforce/worker.py	141	except Exception as e:	CODE
LOW	camel/societies/workforce/worker.py	168	except Exception as e:	STRING
LOW	camel/societies/workforce/worker.py	190	except Exception as e:	STRING
LOW	camel/societies/workforce/single_agent_worker.py	498	except Exception as e:	STRING
LOW	camel/societies/workforce/single_agent_worker.py	503	except Exception as e:	STRING
LOW	camel/societies/workforce/single_agent_worker.py	610	except Exception as e:	CODE
LOW⚡	camel/societies/workforce/workforce.py	2982	except Exception as e:	CODE
LOW	camel/societies/workforce/workforce.py	1459	except Exception as e:	CODE
LOW	camel/societies/workforce/workforce.py	3443	except Exception as e:	CODE
LOW	camel/societies/workforce/workforce.py	3733	except Exception as exc:	CODE
LOW	camel/societies/workforce/workforce.py	4482	except Exception as e:	CODE
LOW⚡	camel/societies/workforce/workforce.py	2973	except Exception as e:	STRING
LOW⚡	camel/societies/workforce/workforce.py	3658	except Exception as e:	STRING
LOW⚡	camel/societies/workforce/workforce.py	3668	except Exception as e:	STRING
LOW⚡	camel/societies/workforce/workforce.py	5233	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	1265	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	1393	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	1448	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	1820	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	2018	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	2152	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	2893	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	3544	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	3635	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	4167	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	4387	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	4818	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	4897	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	4982	except Exception:	STRING
LOW	camel/societies/workforce/workforce.py	5266	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	5358	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	5491	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	5689	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	5755	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	5771	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	6024	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	6053	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	6223	except Exception as e:	STRING
LOW	camel/societies/workforce/workforce.py	6299	except Exception as e:	STRING
LOW	camel/societies/workforce/workflow_memory_manager.py	1073	except Exception as e:	CODE
LOW	camel/societies/workforce/workflow_memory_manager.py	209	except Exception as e:	STRING
LOW	camel/societies/workforce/workflow_memory_manager.py	430	except Exception as e:	STRING
LOW	camel/societies/workforce/workflow_memory_manager.py	553	except Exception as e:	STRING
LOW	camel/societies/workforce/workflow_memory_manager.py	618	except Exception as e:	STRING
LOW	camel/societies/workforce/workflow_memory_manager.py	746	except Exception as exc:	STRING
939 more matches not shown…

Decorative Section Separators122 hits · 354 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	test/toolkits/test_klavis_toolkit.py	44	# --------------------------	COMMENT
MEDIUM⚡	test/toolkits/test_klavis_toolkit.py	46	# --------------------------	COMMENT
MEDIUM⚡	test/toolkits/test_klavis_toolkit.py	53	# --------------------------	COMMENT
MEDIUM⚡	test/toolkits/test_klavis_toolkit.py	55	# --------------------------	COMMENT
MEDIUM⚡	test/toolkits/test_klavis_toolkit.py	141	# --------------------------	COMMENT
MEDIUM⚡	test/toolkits/test_klavis_toolkit.py	143	# --------------------------	COMMENT
MEDIUM	test/toolkits/test_klavis_toolkit.py	274	# --------------------------	COMMENT
MEDIUM	test/toolkits/test_klavis_toolkit.py	276	# --------------------------	COMMENT
MEDIUM	test/toolkits/test_lark_toolkit.py	52	# ============================================================================	COMMENT
MEDIUM	test/toolkits/test_lark_toolkit.py	54	# ============================================================================	COMMENT
MEDIUM	test/toolkits/test_lark_toolkit.py	89	# ============================================================================	COMMENT
MEDIUM	test/toolkits/test_lark_toolkit.py	91	# ============================================================================	COMMENT
MEDIUM	test/toolkits/test_planning_worktree_toolkit.py	27	# ── helpers ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	test/toolkits/test_planning_worktree_toolkit.py	61	# ── plan-mode tests ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	test/toolkits/test_planning_worktree_toolkit.py	89	# ── worktree tests ───────────────────────────────────────────────────	COMMENT
MEDIUM⚡	test/toolkits/test_image_analysis_toolkiy.py	51	# --------------------------	COMMENT
MEDIUM⚡	test/toolkits/test_image_analysis_toolkiy.py	53	# --------------------------	COMMENT
MEDIUM⚡	test/toolkits/test_image_analysis_toolkiy.py	92	# --------------------------	COMMENT
MEDIUM⚡	test/toolkits/test_image_analysis_toolkiy.py	94	# --------------------------	COMMENT
MEDIUM⚡	test/toolkits/test_image_analysis_toolkiy.py	107	# --------------------------	COMMENT
MEDIUM⚡	test/toolkits/test_image_analysis_toolkiy.py	109	# --------------------------	COMMENT
MEDIUM⚡	test/toolkits/test_image_analysis_toolkiy.py	140	# --------------------------	COMMENT
MEDIUM⚡	test/toolkits/test_image_analysis_toolkiy.py	142	# --------------------------	COMMENT
MEDIUM⚡	test/toolkits/test_image_analysis_toolkiy.py	159	# --------------------------	COMMENT
MEDIUM⚡	test/toolkits/test_image_analysis_toolkiy.py	161	# --------------------------	COMMENT
MEDIUM	test/loaders/test_crawl4ai.py	37	# ------------------------	COMMENT
MEDIUM	test/loaders/test_crawl4ai.py	39	# ------------------------	COMMENT
MEDIUM⚡	camel/societies/workforce/workforce.py	794	# ------------------------------------------------------------------	STRING
MEDIUM⚡	camel/societies/workforce/workforce.py	796	# ------------------------------------------------------------------	STRING
MEDIUM	camel/societies/workforce/workforce.py	557	# ------------------------------------------------------------------	STRING
MEDIUM	camel/societies/workforce/workforce.py	559	# ------------------------------------------------------------------	STRING
MEDIUM⚡	camel/toolkits/file_toolkit.py	1163	# ----------------------------------------------	STRING
MEDIUM⚡	camel/toolkits/file_toolkit.py	1165	# ----------------------------------------------	STRING
MEDIUM⚡	camel/toolkits/file_toolkit.py	1240	# ----------------------------------------------	STRING
MEDIUM⚡	camel/toolkits/file_toolkit.py	1242	# ----------------------------------------------	STRING
MEDIUM	camel/toolkits/headless_browser_search_toolkit.py	113	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	camel/toolkits/headless_browser_search_toolkit.py	117	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	camel/toolkits/todo_toolkit.py	88	# ── persistence helpers ──────────────────────────────────────────	STRING
MEDIUM	camel/toolkits/todo_toolkit.py	143	# ── tool methods ─────────────────────────────────────────────────	COMMENT
MEDIUM	camel/toolkits/hybrid_browser_toolkit_py/actions.py	59	# ------------------------------------------------------------------	STRING
MEDIUM	camel/toolkits/hybrid_browser_toolkit_py/actions.py	61	# ------------------------------------------------------------------	STRING
MEDIUM⚡	camel/toolkits/hybrid_browser_toolkit_py/actions.py	127	# ------------------------------------------------------------------	STRING
MEDIUM⚡	camel/toolkits/hybrid_browser_toolkit_py/actions.py	129	# ------------------------------------------------------------------	STRING
MEDIUM⚡	…/toolkits/hybrid_browser_toolkit_py/browser_session.py	239	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/toolkits/hybrid_browser_toolkit_py/browser_session.py	241	# ------------------------------------------------------------------	COMMENT
MEDIUM	…/toolkits/hybrid_browser_toolkit_py/browser_session.py	473	# ------------------------------------------------------------------	COMMENT
MEDIUM	…/toolkits/hybrid_browser_toolkit_py/browser_session.py	475	# ------------------------------------------------------------------	COMMENT
MEDIUM	…/toolkits/hybrid_browser_toolkit_py/browser_session.py	725	# ------------------------------------------------------------------	COMMENT
MEDIUM	…/toolkits/hybrid_browser_toolkit_py/browser_session.py	727	# ------------------------------------------------------------------	COMMENT
MEDIUM	camel/toolkits/hybrid_browser_toolkit_py/snapshot.py	47	# ---------------------------------------------------------------------	STRING
MEDIUM	camel/toolkits/hybrid_browser_toolkit_py/snapshot.py	49	# ---------------------------------------------------------------------	STRING
MEDIUM⚡	camel/toolkits/hybrid_browser_toolkit_py/snapshot.py	133	# ------------------------------------------------------------------	STRING
MEDIUM⚡	camel/toolkits/hybrid_browser_toolkit_py/snapshot.py	135	# ------------------------------------------------------------------	STRING
MEDIUM	camel/toolkits/hybrid_browser_toolkit_py/snapshot.py	251	# ------------------------------------------------------------------	STRING
MEDIUM	camel/toolkits/terminal_toolkit/runtime_utils.py	38	# ── Type Aliases ─────────────────────────────────────────────────────	STRING
MEDIUM	camel/toolkits/terminal_toolkit/runtime_utils.py	53	# ── Constants ────────────────────────────────────────────────────────	COMMENT
MEDIUM	camel/toolkits/terminal_toolkit/runtime_utils.py	59	# ── URL Templates ────────────────────────────────────────────────────	COMMENT
MEDIUM	camel/toolkits/terminal_toolkit/runtime_utils.py	72	# ── Architecture & OS Mappings ───────────────────────────────────────	COMMENT
MEDIUM	camel/toolkits/terminal_toolkit/runtime_utils.py	84	# ── Exceptions ───────────────────────────────────────────────────────	COMMENT
MEDIUM	camel/toolkits/terminal_toolkit/runtime_utils.py	99	# ── Platform Detection ───────────────────────────────────────────────	COMMENT
62 more matches not shown…

Deep Nesting363 hits · 325 pts

Severity	File	Line	Context
LOW	test/conftest.py	50	CODE
LOW	test/storages/vector_storages/test_oceanbase.py	154	CODE
LOW	test/storages/vector_storages/test_oceanbase.py	211	CODE
LOW	test/storages/vector_storages/test_oceanbase.py	250	CODE
LOW	test/storages/vector_storages/test_oceanbase.py	290	CODE
LOW	test/storages/vector_storages/test_oceanbase.py	390	CODE
LOW	test/storages/vector_storages/test_oceanbase.py	446	CODE
LOW	test/storages/vector_storages/test_oceanbase.py	497	CODE
LOW	test/environments/test_tictactoe_env.py	321	CODE
LOW	test/agents/test_chat_agent.py	2068	CODE
LOW	test/toolkits/test_pyautogui_toolkit.py	140	CODE
LOW	test/toolkits/test_pyautogui_toolkit.py	216	CODE
LOW	test/models/test_openai_model.py	222	CODE
LOW	test/memories/test_vector_db_memory.py	147	CODE
LOW	camel/terminators/response_terminator.py	61	CODE
LOW	camel/data_collectors/sharegpt_collector.py	97	CODE
LOW	camel/societies/role_playing.py	214	CODE
LOW	camel/societies/role_playing.py	264	CODE
LOW	camel/societies/role_playing.py	466	CODE
LOW	camel/societies/workforce/worker.py	151	CODE
LOW	camel/societies/workforce/task_channel.py	148	CODE
LOW	camel/societies/workforce/task_channel.py	174	CODE
LOW	camel/societies/workforce/task_channel.py	275	CODE
LOW	camel/societies/workforce/single_agent_worker.py	349	CODE
LOW	camel/societies/workforce/workforce_logger.py	401	CODE
LOW	camel/societies/workforce/workforce_logger.py	550	CODE
LOW	camel/societies/workforce/workforce.py	1362	CODE
LOW	camel/societies/workforce/workforce.py	1645	CODE
LOW	camel/societies/workforce/workforce.py	1828	CODE
LOW	camel/societies/workforce/workforce.py	2903	CODE
LOW	camel/societies/workforce/workforce.py	2992	CODE
LOW	camel/societies/workforce/workforce.py	3561	CODE
LOW	camel/societies/workforce/workforce.py	4186	CODE
LOW	camel/societies/workforce/workforce.py	4397	CODE
LOW	camel/societies/workforce/workforce.py	4941	CODE
LOW	camel/societies/workforce/workforce.py	5282	CODE
LOW	camel/societies/workforce/workforce.py	5867	CODE
LOW	camel/societies/workforce/workforce.py	5925	CODE
LOW	camel/societies/workforce/workforce.py	6095	CODE
LOW	camel/societies/workforce/workflow_memory_manager.py	121	CODE
LOW	camel/societies/workforce/workflow_memory_manager.py	438	CODE
LOW	camel/societies/workforce/structured_output_handler.py	158	CODE
LOW	camel/societies/workforce/structured_output_handler.py	213	CODE
LOW	camel/societies/workforce/structured_output_handler.py	281	CODE
LOW	camel/societies/workforce/structured_output_handler.py	345	CODE
LOW	camel/societies/workforce/structured_output_handler.py	462	CODE
LOW	camel/societies/workforce/utils.py	734	CODE
LOW	camel/societies/workforce/utils.py	301	CODE
LOW	camel/societies/workforce/utils.py	764	CODE
LOW	camel/societies/workforce/utils.py	766	CODE
LOW	camel/interpreters/ipython_interpreter.py	84	CODE
LOW	camel/interpreters/docker_interpreter.py	211	CODE
LOW	camel/interpreters/e2b_interpreter.py	110	CODE
LOW	camel/interpreters/microsandbox_interpreter.py	160	CODE
LOW	camel/interpreters/internal_python_interpreter.py	296	CODE
LOW	camel/interpreters/internal_python_interpreter.py	408	CODE
LOW	camel/interpreters/internal_python_interpreter.py	498	CODE
LOW	camel/interpreters/internal_python_interpreter.py	593	CODE
LOW	camel/interpreters/subprocess_interpreter.py	88	CODE
LOW	camel/interpreters/subprocess_interpreter.py	269	CODE
303 more matches not shown…

Redundant / Tautological Comments237 hits · 227 pts

Severity	File	Line	Snippet	Context
LOW	test/bots/test_telegram_bot.py	52	# Check if the chat agent's methods are called appropriately	COMMENT
LOW	test/bots/test_telegram_bot.py	56	# Check if the bot replies with the correct message	COMMENT
LOW⚡	test/embeddings/test_openai_compatible_embedding.py	49	# Check if the OpenAI client was called with the correct parameters	COMMENT
LOW⚡	test/embeddings/test_openai_compatible_embedding.py	54	# Check if the result is as expected	COMMENT
LOW	test/datasets/test_self_instruct_generator.py	181	# Check if the agent was called with the correct prompt	COMMENT
LOW	test/datasets/test_self_instruct_generator.py	209	# Check if the agent was called with the correct prompt	COMMENT
LOW	test/workforce/test_workforce_pipeline.py	286	# Check if task 3 should be posted (PIPELINE mode continues)	COMMENT
LOW	test/workforce/test_workforce_pipeline.py	333	# Check if Task D should execute	COMMENT
LOW	test/agents/test_chat_agent.py	1325	# Check if the output language is set correctly	COMMENT
LOW	test/toolkits/test_klavis_toolkit.py	292	# Check if the function name matches the expected name	COMMENT
LOW	test/toolkits/test_bohrium_toolkit.py	162	# Check if result contains the expected job information	COMMENT
LOW⚡	test/toolkits/test_pyautogui_toolkit.py	44	# Check if screen dimensions are properly set	COMMENT
LOW⚡	test/toolkits/test_pyautogui_toolkit.py	48	# Check if safe boundaries are properly calculated	COMMENT
LOW⚡	test/toolkits/test_pyautogui_toolkit.py	55	# Check if screen center is properly calculated	COMMENT
LOW⚡	test/toolkits/test_pyautogui_toolkit.py	58	# Check if screenshots directory is properly set	COMMENT
LOW	test/toolkits/test_semantic_scholar_functions.py	230	# Check if JSON body includes the correct IDs	COMMENT
LOW	test/toolkits/test_search_functions.py	425	# Check if the result is as expected	COMMENT
LOW	test/toolkits/test_search_functions.py	468	# Check if the result matches the expected output	COMMENT
LOW	test/toolkits/test_search_functions.py	798	# Check if the result is as expected	COMMENT
LOW	test/toolkits/test_weather_function.py	100	# Set manager to return mock observation	COMMENT
LOW	test/toolkits/test_browser_toolkit.py	81	) # Check if __init__ created it	CODE
LOW⚡	test/toolkits/test_code_execution.py	58	# Check if the python executable exists	COMMENT
LOW⚡	test/toolkits/test_code_execution.py	101	# Check if microsandbox server is running	COMMENT
LOW	test/toolkits/test_file_toolkit.py	442	# Read the file to verify content	COMMENT
LOW⚡	test/utils/test_commons.py	83	# Check if the result is a dictionary	COMMENT
LOW⚡	test/utils/test_commons.py	97	# Check if all expected keys are in the returned dictionary	COMMENT
LOW⚡	test/utils/test_commons.py	100	# Check if all values are non-empty strings	COMMENT
LOW⚡	test/prompts/test_prompt_base.py	66	# Check if the functions are wrapped correctly	COMMENT
LOW⚡	licenses/update_license.py	88	# Check if directory exists	COMMENT
LOW⚡	licenses/update_license.py	91	# Check if license template exists	COMMENT
LOW	camel/societies/workforce/task_channel.py	263	# Check if task ID exists before removing	COMMENT
LOW	camel/societies/workforce/single_agent_worker.py	132	# Check if we can create a new agent	COMMENT
LOW⚡	camel/societies/workforce/workforce.py	2478	# Check if all provided IDs exist	COMMENT
LOW⚡	camel/societies/workforce/workforce.py	2488	# Check if we have the same number of tasks	COMMENT
LOW	camel/societies/workforce/workforce.py	574	# Check if any metrics callback is provided	COMMENT
LOW	camel/societies/workforce/workforce.py	4471	# Check if task is already assigned to a worker	COMMENT
LOW	camel/societies/workforce/workforce.py	4489	# Check if all dependencies are in the completed state	COMMENT
LOW	camel/societies/workforce/workforce.py	4547	# Check if any failed dependencies can still be	COMMENT
LOW	camel/societies/workforce/workforce.py	4556	# Check if any failed dependency is still retryable	COMMENT
LOW⚡	camel/societies/workforce/workforce.py	5241	# Check if there are any main pending tasks after filtering	STRING
LOW⚡	camel/societies/workforce/workforce.py	5243	# Check if the first pending task needs decomposition	STRING
LOW	camel/societies/workforce/workforce.py	2839	# Check if we're already in an event loop	STRING
LOW	camel/societies/workforce/workforce.py	3007	# Check if we're in the same thread as the loop	STRING
LOW	camel/societies/workforce/workforce.py	3809	# Check if we should use structured handler	STRING
LOW	camel/societies/workforce/workforce.py	4204	# Check if we should use structured handler	STRING
LOW	camel/societies/workforce/workforce.py	4716	# Check if halt_on_max_retries is disabled in config	STRING
LOW	camel/societies/workforce/workforce.py	4764	# Check if no recovery strategies are enabled (empty list)	STRING
LOW	camel/societies/workforce/workforce.py	4774	# Check if only one strategy is enabled (skip LLM analysis)	STRING
LOW	camel/societies/workforce/workforce.py	4922	# Check if any pending tasks are now ready to execute	STRING
LOW	camel/societies/workforce/workforce.py	5047	# Check if all subtasks are completed and successful	STRING
LOW	camel/societies/workforce/workforce.py	5097	# Check if any pending tasks are now ready to execute	STRING
LOW	camel/societies/workforce/workforce.py	5320	# Check if we should decompose a main task	STRING
LOW	camel/societies/workforce/workforce.py	5327	# Check if the first pending task needs decomposition	STRING
LOW	camel/societies/workforce/workforce.py	5430	# Check if the "completed" task actually failed to provide	STRING
LOW	camel/interpreters/subprocess_interpreter.py	172	# Check if command is available	STRING
LOW	camel/interpreters/subprocess_interpreter.py	188	# Check if command is available	STRING
LOW	camel/retrievers/vector_retriever.py	125	# Check if the content is URL	STRING
LOW	camel/storages/vectordb_storages/faiss.py	304	# Check if the index needs training (for IVF indexes)	STRING
LOW	camel/storages/vectordb_storages/faiss.py	461	# Check if the index supports direct removal.	STRING
LOW	camel/storages/vectordb_storages/oceanbase.py	417	# Check if the id is stored in metadata	STRING
177 more matches not shown…

Cross-Language Confusion39 hits · 205 pts

Severity	File	Line	Snippet	Context
HIGH⚡	test/toolkits/test_terminal_toolkit.py	296	"cd sub && cd ..",	CODE
HIGH⚡	test/toolkits/test_terminal_toolkit.py	298	"cd sub \|\| cd ..",	CODE
HIGH⚡	test/toolkits/test_terminal_toolkit.py	299	"false && cd sub; cd ..",	CODE
HIGH⚡	test/toolkits/test_terminal_toolkit.py	316	"cd sub && ls",	CODE
HIGH⚡	test/toolkits/test_terminal_toolkit.py	317	"cd sub && echo hello",	CODE
HIGH⚡	test/toolkits/test_terminal_toolkit.py	318	"ls && cd sub",	CODE
HIGH⚡	test/toolkits/test_terminal_toolkit.py	336	"pushd sub && pushd .", working_dir=str(temp_dir)	CODE
HIGH⚡	test/toolkits/test_terminal_toolkit.py	347	"cd sub && pushd .", working_dir=str(temp_dir)	CODE
HIGH	test/loaders/test_jina_url_reader.py	45	FAILED_RESP = r'''{"data":null,"cause":{"name":"TimeoutError"},"code":422,"name":"AssertionFailureError","status":42206,	STRING
HIGH	camel/toolkits/browser_toolkit.py	690	if (el.innerText && el.innerText.includes(text)) {{	CODE
HIGH	camel/toolkits/async_browser_toolkit.py	813	if (el.innerText && el.innerText.includes(text)) {{	CODE
HIGH⚡	camel/toolkits/headless_browser_search_toolkit.py	131	if (linkEl && titleEl) {	CODE
HIGH⚡	camel/toolkits/headless_browser_search_toolkit.py	133	if (url && url.indexOf('google.com/search') === -1 &&	CODE
HIGH⚡	camel/toolkits/headless_browser_search_toolkit.py	137	results.push({	CODE
HIGH	camel/toolkits/headless_browser_search_toolkit.py	190	if (title && url) {	CODE
HIGH	camel/toolkits/headless_browser_search_toolkit.py	191	results.push({	CODE
HIGH	camel/toolkits/headless_browser_search_toolkit.py	226	if (!url \|\| seen[url]) continue;	CODE
HIGH	camel/toolkits/headless_browser_search_toolkit.py	240	if (title && url) {	CODE
HIGH	camel/toolkits/headless_browser_search_toolkit.py	241	results.push({	CODE
HIGH	camel/toolkits/hybrid_browser_toolkit_py/agent.py	66	\n \"ref\": null,\n \"summary\": \"Task was already completed. Summary	CODE
HIGH	camel/toolkits/hybrid_browser_toolkit_py/agent.py	82	- 'finish': {"type": "finish", "ref": null, "summary": "task completion	CODE
HIGH	…ts/hybrid_browser_toolkit_py/hybrid_browser_toolkit.py	2047	_logs.push(args.map(arg => {	CODE
HIGH	camel/toolkits/terminal_toolkit/utils.py	57	"For example, instead of 'cd subdir && cd ..', run 'cd subdir' "	CODE
HIGH	camel/models/moonshot_model.py	186	# All were null, use string as fallback	COMMENT
HIGH	camel/models/moonshot_model.py	189	"were null, falling back to 'string' "	CODE
HIGH	camel/models/moonshot_model.py	213	# All were null, return string type as fallback	COMMENT
HIGH	camel/models/moonshot_model.py	215	"All types in tool schema anyOf were null, "	CODE
HIGH	camel/personas/persona.py	93	# Output: '{"name": "Alice", "description": null, "text_to_persona_prompt": "...", "persona_to_persona_prompt":	STRING
HIGH	docs/mintlify/build_api_docs.py	1352	print(" cd docs/mintlify && npx mintlify dev")	CODE
HIGH	examples/toolkits/dynamic_dependency.py	98	if (!matrix1 \|\| !matrix2 \|\| matrix1.length === 0 \|\| matrix2.length === 0) {	STRING
HIGH	examples/toolkits/dynamic_dependency.py	113	result.push(sum);	STRING
HIGH	examples/toolkits/mcp/mcp_search_toolkit.py	40	"external_url": null,	STRING
HIGH⚡	examples/toolkits/mcp/mcp_search_toolkit.py	56	"package_registry": null,	STRING
HIGH⚡	examples/toolkits/mcp/mcp_search_toolkit.py	57	"package_name": null,	STRING
HIGH⚡	examples/toolkits/mcp/mcp_search_toolkit.py	58	"package_download_count": null,	STRING
HIGH⚡	examples/toolkits/mcp/mcp_search_toolkit.py	80	"package_registry": null,	STRING
HIGH⚡	examples/toolkits/mcp/mcp_search_toolkit.py	81	"package_name": null,	STRING
HIGH⚡	examples/toolkits/mcp/mcp_search_toolkit.py	82	"package_download_count": null,	STRING
HIGH	examples/toolkits/mcp/mcp_search_toolkit.py	108	"external_url": null,	STRING

Modern Structural Boilerplate127 hits · 118 pts

Severity	File	Line	Snippet	Context
LOW	test/environments/test_multi_step_env.py	34	async def _update_state(self, action: Action) -> None:	CODE
LOW⚡	test/environments/test_multi_step_env.py	54	async def _setup(self) -> None:	CODE
LOW	test/verifiers/test_base_verifier.py	28	async def _setup(self, **kwargs) -> None:	CODE
LOW	test/verifiers/test_base_verifier.py	106	async def _setup(self, **kwargs) -> None:	CODE
LOW	camel/__init__.py	19	__all__ = [	CODE
LOW	camel/terminators/__init__.py	18	__all__ = [	CODE
LOW	camel/data_collectors/__init__.py	19	__all__ = ["BaseDataCollector", "AlpacaDataCollector", "ShareGPTDataCollector"]	CODE
LOW	camel/bots/__init__.py	25	__all__ = [	CODE
LOW	camel/bots/discord/__init__.py	21	__all__ = [	CODE
LOW	camel/bots/slack/__init__.py	23	__all__ = [	CODE
LOW	camel/bots/slack/slack_app.py	37	logger = logging.getLogger(__name__)	CODE
LOW	camel/societies/role_playing.py	32	logger = logging.getLogger(__name__)	CODE
LOW	camel/societies/__init__.py	17	__all__ = [	CODE
LOW	camel/societies/workforce/worker.py	31	logger = logging.getLogger(__name__)	CODE
LOW	camel/societies/workforce/workforce.py	1190	def set_pipeline_tasks(self, tasks: List[Task]) -> None:	CODE
LOW⚡	camel/societies/workforce/workforce.py	3672	def set_channel(self, channel: TaskChannel) -> None:	STRING
LOW	camel/societies/workforce/__init__.py	21	__all__ = [	CODE
LOW	camel/interpreters/ipython_interpreter.py	177	def update_action_space(self, action_space: Dict[str, Any]) -> None:	STRING
LOW	camel/interpreters/docker_interpreter.py	290	def update_action_space(self, action_space: Dict[str, Any]) -> None:	CODE
LOW	camel/interpreters/e2b_interpreter.py	227	def update_action_space(self, action_space: Dict[str, Any]) -> None:	CODE
LOW	camel/interpreters/microsandbox_interpreter.py	318	def update_action_space(self, action_space: Dict[str, Any]) -> None:	CODE
LOW	camel/interpreters/__init__.py	24	__all__ = [	CODE
LOW	camel/interpreters/internal_python_interpreter.py	208	def update_action_space(self, action_space: Dict[str, Any]) -> None:	STRING
LOW	camel/interpreters/subprocess_interpreter.py	396	def update_action_space(self, action_space: Dict[str, Any]) -> None:	CODE
LOW	camel/interpreters/base.py	47	def update_action_space(self, action_space: Dict[str, Any]) -> None:	CODE
LOW	camel/retrievers/__init__.py	24	__all__ = [	CODE
LOW	camel/storages/__init__.py	38	__all__ = [	CODE
LOW	camel/storages/vectordb_storages/milvus.py	28	logger = logging.getLogger(__name__)	CODE
LOW	camel/storages/vectordb_storages/qdrant.py	33	logger = logging.getLogger(__name__)	CODE
LOW	camel/storages/vectordb_storages/tidb.py	33	logger = logging.getLogger(__name__)	CODE
LOW	camel/storages/vectordb_storages/__init__.py	32	__all__ = [	CODE
LOW	camel/storages/vectordb_storages/oceanbase.py	32	logger = logging.getLogger(__name__)	CODE
LOW	camel/storages/key_value_storages/mem0_cloud.py	27	logger = logging.getLogger(__name__)	CODE
LOW	camel/storages/key_value_storages/__init__.py	21	__all__ = [	CODE
LOW	camel/storages/key_value_storages/redis.py	26	logger = logging.getLogger(__name__)	CODE
LOW	camel/storages/graph_storages/__init__.py	20	__all__ = [	CODE
LOW	camel/storages/graph_storages/nebula_graph.py	26	logger = logging.getLogger(__name__)	CODE
LOW	camel/storages/graph_storages/neo4j_graph.py	22	logger = logging.getLogger(__name__)	CODE
LOW	camel/storages/object_storages/__init__.py	18	__all__ = [	CODE
LOW	camel/parsers/__init__.py	18	__all__ = ["extract_tool_calls_from_text"]	CODE
LOW	camel/parsers/mcp_tool_call_parser.py	45	logger = logging.getLogger(__name__)	STRING
LOW	camel/tasks/__init__.py	17	__all__ = [	CODE
LOW	camel/messages/__init__.py	50	__all__ = [	CODE
LOW	camel/messages/conversion/__init__.py	24	__all__ = [	CODE
LOW	camel/messages/conversion/sharegpt/__init__.py	18	__all__ = [	CODE
LOW	camel/messages/conversion/sharegpt/hermes/__init__.py	17	__all__ = [	CODE
LOW	camel/types/__init__.py	57	__all__ = [	CODE
LOW	camel/types/openai_types.py	38	__all__ = [	CODE
LOW	camel/types/unified_model_type.py	22	logger = logging.getLogger(__name__)	CODE
LOW	camel/types/agents/__init__.py	16	__all__ = ["ToolCallingRecord"]	CODE
LOW	camel/embeddings/__init__.py	25	__all__ = [	CODE
LOW	camel/environments/rlcards_env.py	102	async def _setup(self) -> None:	STRING
LOW	camel/environments/rlcards_env.py	163	async def _update_state(self, action: Action) -> None:	STRING
LOW	camel/environments/__init__.py	26	__all__ = [	CODE
LOW	camel/environments/multi_step.py	75	async def _setup(self) -> None:	STRING
LOW	camel/environments/multi_step.py	214	async def _update_state(self, action: Action) -> None:	STRING
LOW	camel/environments/tic_tac_toe.py	245	async def _update_state(self, action: Action) -> None:	STRING
LOW	camel/datasets/__init__.py	20	__all__ = [	CODE
LOW	camel/datahubs/__init__.py	19	__all__ = [	CODE
LOW	camel/responses/__init__.py	16	__all__ = [	CODE
67 more matches not shown…

AI Structural Patterns78 hits · 65 pts

Severity	File	Line	Context
LOW	camel/societies/role_playing.py	92	CODE
LOW	camel/societies/workforce/workforce.py	323	CODE
LOW	camel/retrievers/hybrid_retrival.py	156	CODE
LOW	camel/storages/vectordb_storages/surreal.py	62	CODE
LOW	camel/storages/vectordb_storages/weaviate.py	140	CODE
LOW	camel/storages/vectordb_storages/chroma.py	138	CODE
LOW	camel/datasets/static_dataset.py	444	CODE
LOW	camel/datahubs/huggingface.py	50	CODE
LOW	camel/verifiers/base.py	46	CODE
LOW	camel/agents/repo_agent.py	122	CODE
LOW	camel/agents/search_agent.py	106	CODE
LOW	camel/agents/chat_agent.py	473	CODE
LOW	camel/toolkits/openbb_toolkit.py	217	CODE
LOW	camel/toolkits/aci_toolkit.py	410	CODE
LOW	camel/toolkits/aci_toolkit.py	442	CODE
LOW	camel/toolkits/mcp_toolkit.py	333	CODE
LOW	camel/toolkits/mcp_toolkit.py	601	CODE
LOW	camel/toolkits/mcp_toolkit.py	673	CODE
LOW	camel/toolkits/browser_toolkit.py	307	CODE
LOW	camel/toolkits/browser_toolkit.py	815	CODE
LOW	camel/toolkits/imap_mail_toolkit.py	73	CODE
LOW	camel/toolkits/video_analysis_toolkit.py	124	CODE
LOW	camel/toolkits/mineru_toolkit.py	43	CODE
LOW	camel/toolkits/image_generation_toolkit.py	46	CODE
LOW	camel/toolkits/message_integration.py	427	CODE
LOW	camel/toolkits/message_integration.py	468	CODE
LOW	camel/toolkits/async_browser_toolkit.py	332	CODE
LOW	camel/toolkits/async_browser_toolkit.py	986	CODE
LOW	camel/toolkits/microsoft_outlook_mail_toolkit.py	742	CODE
LOW	camel/toolkits/search_toolkit.py	322	CODE
LOW	camel/toolkits/search_toolkit.py	1405	CODE
LOW	camel/toolkits/search_toolkit.py	1670	CODE
LOW	camel/toolkits/function_tool.py	1114	CODE
LOW	camel/toolkits/wechat_official_toolkit.py	232	CODE
LOW	camel/toolkits/wechat_official_toolkit.py	260	CODE
LOW	camel/toolkits/wechat_official_toolkit.py	357	CODE
LOW	camel/toolkits/bohrium_toolkit.py	97	CODE
LOW	…/toolkits/hybrid_browser_toolkit_py/browser_session.py	71	CODE
LOW	…/toolkits/hybrid_browser_toolkit_py/browser_session.py	142	CODE
LOW	…ts/hybrid_browser_toolkit_py/hybrid_browser_toolkit.py	88	CODE
LOW	camel/toolkits/terminal_toolkit/terminal_toolkit.py	105	CODE
LOW	…ts/hybrid_browser_toolkit/hybrid_browser_toolkit_ts.py	307	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	757	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	776	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	861	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	877	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	885	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	893	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	899	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	909	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	950	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	972	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	993	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	1009	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	1015	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	1021	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	1027	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	1033	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	1059	CODE
LOW	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	1069	CODE
18 more matches not shown…

Hallucination Indicators6 hits · 55 pts

Severity	File	Line	Snippet	Context
CRITICAL	test/models/test_azure_openai_model.py	195	model._client.chat.completions.create.assert_called_once()	CODE
CRITICAL	test/models/test_fish_audio_model.py	54	mock_file.return_value.__enter__.return_value.write.assert_called_once_with(	CODE
CRITICAL	test/loaders/test_apify.py	51	apify.client.actor.return_value.call.assert_called_once_with(	CODE
CRITICAL	test/loaders/test_apify.py	123	apify.client.datasets.return_value.list.assert_called_once_with(	CODE
CRITICAL	camel/storages/object_storages/azure_blob.py	67	from azure.core.exceptions import ClientAuthenticationError	CODE
CRITICAL	camel/schemas/openai_converter.py	104	response = self._client.beta.chat.completions.parse(	STRING

Magic Placeholder Names13 hits · 50 pts

Severity	File	Line	Snippet	Context
HIGH	camel/storages/vectordb_storages/chroma.py	133	... api_key="your-api-key" # optional	CODE
HIGH	camel/toolkits/mcp_toolkit.py	316	"X-API-Key": "YOUR_API_KEY"	CODE
HIGH	docs/mcp/camel_agents_as_an_mcp_clients.md	49	"COMPOSIO_API_KEY": "your-api-key-here"	CODE
HIGH	docs/key_modules/models.md	368	export OPENROUTER_API_KEY="your-api-key-here"	CODE
HIGH	docs/key_modules/datagen.md	449	api_key="your_api_key"	CODE
HIGH	examples/storages/chroma_vector_storage.py	117	CHROMA_API_KEY = "your-api-key" # Optional	CODE
HIGH	examples/agents/repo_agent.py	132	api_key="your_api_key", # Ensure you have appropriate credentials	STRING
HIGH⚡	examples/models/nvidia_model_example.py	61	api_key = 'YOUR_API_KEY'	STRING
HIGH	examples/models/xai_model_example.py	19	export XAI_API_KEY="your_api_key"	STRING
HIGH	examples/models/claude_model_example.py	27	export ANTHROPIC_API_KEY="your-api-key-here"	STRING
HIGH	examples/models/amd_model_example.py	70	API_KEY = 'YOUR_API_KEY'	STRING
HIGH⚡	examples/models/qwen_model_example.py	145	api_key='YOUR_API_KEY',	STRING
HIGH	examples/models/qwen_model_example.py	255	API_KEY = 'your_api_key'	STRING

Structural Annotation Overuse35 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	test/services/test_agent_openapi_server.py	119	# Step 1: Init	STRING
LOW	test/services/test_agent_openapi_server.py	132	# Step 2: Async step with tool	STRING
LOW	camel/societies/workforce/workforce.py	4401	# Step 1: Identify and assign any new tasks in the pending queue	COMMENT
LOW	camel/societies/workforce/workforce.py	4457	# Step 2: Iterate through all pending tasks and post those that are	COMMENT
LOW	camel/societies/workforce/workforce.py	4633	# Step 3: Remove the posted tasks from the pending list	COMMENT
LOW	…ts/hybrid_browser_toolkit/hybrid_browser_toolkit_ts.py	1798	# Step 1: Setup copy interception with multiple captures	STRING
LOW	…lkits/hybrid_browser_toolkit/ts/src/browser-session.ts	1210	// Step 1: Try to find input elements within the clicked element	COMMENT
LOW	…lkits/hybrid_browser_toolkit/ts/src/browser-session.ts	1237	// Step 2: Look for new elements that appeared after the action	COMMENT
LOW	…ata_processing/summarisation_agent_with_mistral_ocr.md	119	## Step 4: Obtain OCR output from Mistral	COMMENT
LOW	.camel/skills/skill-creator/SKILL.md	215	### Step 1: Understanding the Skill with Concrete Examples	COMMENT
LOW	.camel/skills/skill-creator/SKILL.md	232	### Step 2: Planning the Reusable Skill Contents	COMMENT
LOW	.camel/skills/skill-creator/SKILL.md	256	### Step 3: Initializing the Skill	COMMENT
LOW	.camel/skills/skill-creator/SKILL.md	281	### Step 4: Edit the Skill	COMMENT
LOW	.camel/skills/skill-creator/SKILL.md	322	### Step 5: Packaging a Skill	COMMENT
LOW	.camel/skills/skill-creator/SKILL.md	353	### Step 6: Iterate	COMMENT
LOW	examples/storages/nebular_graph.py	24	# Step 2: Initialize the NebulaGraph client	COMMENT
LOW⚡	examples/models/ppio_model_example.py	102	### Step 1: Set up the divisibility condition	STRING
LOW⚡	examples/models/ppio_model_example.py	108	### Step 2: Perform polynomial division or find a relationship	STRING
LOW	examples/models/ppio_model_example.py	119	### Step 3: Find all divisors of 56	STRING
LOW⚡	examples/models/ppio_model_example.py	130	### Step 4: Solve for $ b $	STRING
LOW⚡	examples/models/ppio_model_example.py	140	### Step 5: Verify the solutions	STRING
LOW	examples/models/ppio_model_example.py	152	### Step 6: Sum the valid bases	STRING
LOW⚡	examples/services/agent_openapi_server.py	341	# Step 1: Create two agents	STRING
LOW⚡	examples/services/agent_openapi_server.py	352	# Step 2: List current agents	STRING
LOW⚡	examples/services/agent_openapi_server.py	356	# Step 3: Delete agent_1	STRING
LOW⚡	examples/services/agent_openapi_server.py	360	# Step 4: List agents again	STRING
LOW⚡	examples/caches/semantic_cache_example.py	53	# Step 1: Initialize the embedding model	COMMENT
LOW⚡	examples/caches/semantic_cache_example.py	68	# Step 2: Initialize vector storage (in-memory FAISS)	COMMENT
LOW⚡	examples/caches/semantic_cache_example.py	76	# Step 3: Create the semantic cache	COMMENT
LOW⚡	examples/caches/semantic_cache_example.py	85	# Step 4: Populate the cache with some responses	COMMENT
LOW	examples/caches/semantic_cache_example.py	124	# Step 5: Test cache lookups with similar queries	COMMENT
LOW	examples/caches/semantic_cache_example.py	155	# Step 6: Demonstrate deduplication (Replacement)	COMMENT
LOW⚡	examples/caches/semantic_cache_example.py	170	# Step 7: Show cache statistics	COMMENT
LOW⚡	examples/caches/semantic_cache_example.py	178	# Step 8: Demonstrate find_similar	COMMENT
LOW⚡	examples/caches/semantic_cache_example.py	188	# Step 9: Demonstrate cache management	COMMENT

Fake / Example Data40 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW⚡	test/bots/test_discord_app.py	24	os.environ['DISCORD_BOT_TOKEN'] = 'fake_token'	CODE
LOW⚡	test/bots/test_discord_app.py	35	self.assertEqual(app.token, 'fake_token')	CODE
LOW	test/bots/test_discord_app.py	126	app._client.start.assert_called_once_with('fake_token')	CODE
LOW	test/bots/test_discord_app.py	135	app._client.run.assert_called_once_with('fake_token')	CODE
LOW	test/bots/test_slack_app.py	24	os.environ["SLACK_TOKEN"] = "fake_token"	CODE
LOW	test/bots/test_telegram_bot.py	24	self.telegram_token = "123456789:fake_token"	CODE
LOW	test/datahubs/test_huggingface.py	53	manager = HuggingFaceDatasetManager(token="fake-token")	CODE
LOW	test/toolkits/test_dingtalk.py	168	{'userid': 'user1', 'name': 'John Doe'},	CODE
LOW⚡	test/toolkits/test_search_functions.py	1174	with patch.dict(os.environ, {'QUERIT_API_KEY': 'fake_key'}):	CODE
LOW⚡	test/toolkits/test_search_functions.py	1187	with patch.dict(os.environ, {'QUERIT_API_KEY': 'fake_key'}):	CODE
LOW⚡	test/toolkits/test_search_functions.py	1370	with patch.dict(os.environ, {'PERPLEXITY_API_KEY': 'fake_key'}):	CODE
LOW	test/toolkits/test_search_functions.py	1209	with patch.dict(os.environ, {'QUERIT_API_KEY': 'fake_key'}):	CODE
LOW⚡	test/toolkits/test_dappier_function.py	56	author="John Doe",	CODE
LOW	test/toolkits/test_dappier_function.py	93	"author": "John Doe",	CODE
LOW	test/toolkits/test_linkedin_function.py	26	LinkedInToolkit, "_get_access_token", lambda self: "fake_token"	CODE
LOW⚡	test/toolkits/test_imap_mail_toolkit.py	91	'test@test.com', 'test_password'	CODE
LOW⚡	test/toolkits/test_imap_mail_toolkit.py	585	username="test@test.com",	CODE
LOW⚡	test/toolkits/test_imap_mail_toolkit.py	601	username="test@test.com",	CODE
LOW	test/toolkits/test_imap_mail_toolkit.py	35	'EMAIL_USERNAME': 'test@test.com',	CODE
LOW	test/toolkits/test_imap_mail_toolkit.py	62	'test@test.com', 'test_password'	CODE
LOW	test/toolkits/test_imap_mail_toolkit.py	557	username="test@test.com",	CODE
LOW	test/toolkits/test_imap_mail_toolkit.py	629	username="test@test.com",	CODE
LOW	test/toolkits/test_gmail_toolkit.py	561	'emailAddress': 'user@example.com',	CODE
LOW	test/toolkits/test_gmail_toolkit.py	570	assert result['profile']['email_address'] == 'user@example.com'	CODE
LOW	test/toolkits/test_gmail_toolkit.py	585	'names': [{'displayName': 'John Doe'}],	CODE
LOW	test/toolkits/test_gmail_toolkit.py	611	'names': [{'displayName': 'John Doe'}],	CODE
LOW	test/models/test_aws_bedrock_converse_model.py	35	api_key="dummy_key",	CODE
LOW	test/models/test_aws_bedrock_model.py	42	api_key="dummy_key",	CODE
LOW	test/models/test_aws_bedrock_model.py	68	api_key="dummy_key",	STRING
LOW	test/loaders/test_mistral_reader.py	52	reader = MistralReader(api_key="dummy_key")	CODE
LOW⚡	test/loaders/test_mistral_reader.py	71	reader = MistralReader(api_key="dummy_key")	CODE
LOW	test/loaders/test_mistral_reader.py	99	reader = MistralReader(api_key="dummy_key")	CODE
LOW	test/loaders/test_mistral_reader.py	134	reader = MistralReader(api_key="dummy_key")	CODE
LOW	test/loaders/test_mistral_reader.py	162	reader = MistralReader(api_key="dummy_key")	CODE
LOW	camel/toolkits/gmail_toolkit.py	1201	- Organization: 'Google' or 'Acme Corp'	CODE
LOW	…lkits/hybrid_browser_toolkit/ts/src/browser-session.ts	1265	const placeholder = await newElement.getAttribute('placeholder').catch(() => null);	CODE
LOW	…lkits/hybrid_browser_toolkit/ts/src/browser-session.ts	1342	const placeholder = await newElement.getAttribute('placeholder').catch(() => null);	CODE
LOW	camel/models/stub_model.py	124	ARBITRARY_STRING = "Lorem Ipsum"	STRING
LOW	camel/models/stub_model.py	161	ARBITRARY_STRING = "Lorem Ipsum"	STRING
LOW	docs/key_modules/browsertoolkit.md	423	await toolkit.browser_type(x=400, y=150, text="user@example.com")	CODE

Modern AI Meta-Vocabulary16 hits · 38 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.zh.md	238	# CAMEL-AI is the first LLM (Large Language Model) multi-agent framework	COMMENT
MEDIUM	README.md	88	- [Multi-Agent Systems & Applications](#4-multi-agent-systems--applications)	CODE
MEDIUM	README.md	283	# CAMEL-AI is the first LLM (Large Language Model) multi-agent framework	COMMENT
MEDIUM⚡	test/retrievers/test_vector_retriever.py	52	# Test initialization with a custom embedding model	COMMENT
MEDIUM⚡	test/retrievers/test_vector_retriever.py	59	# Test initialization with default embedding model	COMMENT
MEDIUM⚡	test/datagen/test_self_improving_cot_pipeline.py	423	# Create a mapping from problem text to expected reasoning trace	COMMENT
MEDIUM	camel/datasets/self_instruct_generator.py	250	# Build the prompt using the few-shot examples	STRING
MEDIUM	camel/datasets/self_instruct_generator.py	286	# Build few-shot example prompt	STRING
MEDIUM	camel/agents/chat_agent.py	4179	# This prevents single tool calls from exceeding context window	STRING
MEDIUM	camel/agents/chat_agent.py	5054	# context window	STRING
MEDIUM	camel/agents/chat_agent.py	5221	# context window	STRING
MEDIUM	camel/utils/constants.py	33	# Default top k value for RAG	COMMENT
MEDIUM	camel/utils/constants.py	36	# Default similarity threshold value for RAG	COMMENT
MEDIUM	camel/services/agent_openapi_server.py	69	# support future multi-agent and permission control	STRING
MEDIUM	docs/get_started/installation.md	61	pip install 'camel-ai[rag,web_tools,document_tools]' # Example: RAG system with web search and document process	CODE
MEDIUM⚡	examples/caches/semantic_cache_example.py	53	# Step 1: Initialize the embedding model	COMMENT

AI Slop Vocabulary24 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/utils/test_mcp_client.py	558	# Test with comprehensive config	COMMENT
MEDIUM	camel/societies/workforce/workforce.py	6058	r"""Get comprehensive information about the workforce.	STRING
LOW	camel/interpreters/internal_python_interpreter.py	319	# Constant -> just return the value	COMMENT
MEDIUM	camel/toolkits/openbb_toolkit.py	500	r"""Get IPO/SPO calendar with comprehensive filtering options.	STRING
MEDIUM	camel/toolkits/file_toolkit.py	31	r"""A comprehensive toolkit for file operations including reading,	CODE
MEDIUM	camel/toolkits/browser_toolkit_commons.py	293	# This is a simplified fix, more robust parsing might be needed	COMMENT
MEDIUM	camel/toolkits/weather_toolkit.py	73	r"""Fetch and return a comprehensive weather report for a given city	STRING
MEDIUM	camel/toolkits/microsoft_outlook_mail_toolkit.py	227	"""A comprehensive toolkit for Microsoft Outlook Mail operations.	STRING
MEDIUM	camel/toolkits/sql_toolkit.py	595	r"""Get comprehensive information about table(s) in the database.	STRING
MEDIUM	camel/toolkits/gmail_toolkit.py	39	r"""A comprehensive toolkit for Gmail operations.	CODE
MEDIUM	camel/toolkits/message_agent_toolkit.py	544	r"""Get comprehensive status of the message toolkit.	STRING
MEDIUM	camel/toolkits/image_analysis_toolkit.py	35	r"""A toolkit for comprehensive image analysis and understanding.	CODE
MEDIUM	…ts/hybrid_browser_toolkit_py/hybrid_browser_toolkit.py	1001	# Create comprehensive output for logging	COMMENT
MEDIUM	…ts/hybrid_browser_toolkit_py/hybrid_browser_toolkit.py	395	r"""Log action details with comprehensive information."""	CODE
LOW	camel/toolkits/hybrid_browser_toolkit_py/snapshot.py	81	# to the previous one we simply return it after the standard	STRING
MEDIUM	camel/toolkits/terminal_toolkit/terminal_toolkit.py	490	r"""A comprehensive command sanitizer for both local and	STRING
MEDIUM	camel/toolkits/terminal_toolkit/utils.py	231	r"""A comprehensive command sanitizer for both local and Docker backends.	STRING
MEDIUM	camel/toolkits/hybrid_browser_toolkit/ws_wrapper.py	541	"""Log action details with comprehensive	STRING
MEDIUM	camel/utils/context_utils.py	601	r"""Collect comprehensive session information including identifiers,	STRING
LOW	camel/models/stub_model.py	56	# For stub models, just return a list of 0s with length proportional	STRING
MEDIUM	camel/personas/persona_hub.py	182	# Structured output (TODO: Use a more robust parser)	STRING
MEDIUM	examples/workforce/eigent.py	1090	"### Note-Taking: You have access to comprehensive note-taking tools "	STRING
MEDIUM⚡	examples/toolkits/file_toolkit.py	140	Tool calls: [ToolCallingRecord(tool_name='write_to_file', args={'content': "# Basics of Machine Learning\n\nMachine Lear	STRING
MEDIUM	examples/toolkits/sql_toolkit.py	376	# Method 3: Get comprehensive info for a specific table	COMMENT

Verbosity Indicators28 hits · 35 pts

Severity	File	Line	Snippet	Context
LOW	test/services/test_agent_openapi_server.py	119	# Step 1: Init	STRING
LOW	test/services/test_agent_openapi_server.py	132	# Step 2: Async step with tool	STRING
LOW	camel/societies/workforce/workforce.py	4401	# Step 1: Identify and assign any new tasks in the pending queue	COMMENT
LOW	camel/societies/workforce/workforce.py	4457	# Step 2: Iterate through all pending tasks and post those that are	COMMENT
LOW	camel/societies/workforce/workforce.py	4633	# Step 3: Remove the posted tasks from the pending list	COMMENT
LOW	…ts/hybrid_browser_toolkit/hybrid_browser_toolkit_ts.py	1798	# Step 1: Setup copy interception with multiple captures	STRING
LOW	…lkits/hybrid_browser_toolkit/ts/src/browser-session.ts	1210	// Step 1: Try to find input elements within the clicked element	COMMENT
LOW	…lkits/hybrid_browser_toolkit/ts/src/browser-session.ts	1237	// Step 2: Look for new elements that appeared after the action	COMMENT
LOW	examples/storages/nebular_graph.py	24	# Step 2: Initialize the NebulaGraph client	COMMENT
LOW⚡	examples/models/ppio_model_example.py	102	### Step 1: Set up the divisibility condition	STRING
LOW⚡	examples/models/ppio_model_example.py	108	### Step 2: Perform polynomial division or find a relationship	STRING
LOW	examples/models/ppio_model_example.py	119	### Step 3: Find all divisors of 56	STRING
LOW⚡	examples/models/ppio_model_example.py	130	### Step 4: Solve for $ b $	STRING
LOW⚡	examples/models/ppio_model_example.py	140	### Step 5: Verify the solutions	STRING
LOW	examples/models/ppio_model_example.py	152	### Step 6: Sum the valid bases	STRING
LOW⚡	examples/services/agent_openapi_server.py	341	# Step 1: Create two agents	STRING
LOW⚡	examples/services/agent_openapi_server.py	352	# Step 2: List current agents	STRING
LOW⚡	examples/services/agent_openapi_server.py	356	# Step 3: Delete agent_1	STRING
LOW⚡	examples/services/agent_openapi_server.py	360	# Step 4: List agents again	STRING
LOW⚡	examples/caches/semantic_cache_example.py	53	# Step 1: Initialize the embedding model	COMMENT
LOW⚡	examples/caches/semantic_cache_example.py	68	# Step 2: Initialize vector storage (in-memory FAISS)	COMMENT
LOW⚡	examples/caches/semantic_cache_example.py	76	# Step 3: Create the semantic cache	COMMENT
LOW⚡	examples/caches/semantic_cache_example.py	85	# Step 4: Populate the cache with some responses	COMMENT
LOW	examples/caches/semantic_cache_example.py	124	# Step 5: Test cache lookups with similar queries	COMMENT
LOW	examples/caches/semantic_cache_example.py	155	# Step 6: Demonstrate deduplication (Replacement)	COMMENT
LOW⚡	examples/caches/semantic_cache_example.py	170	# Step 7: Show cache statistics	COMMENT
LOW⚡	examples/caches/semantic_cache_example.py	178	# Step 8: Demonstrate find_similar	COMMENT
LOW⚡	examples/caches/semantic_cache_example.py	188	# Step 9: Demonstrate cache management	COMMENT

Slop Phrases12 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	camel/toolkits/mcp_toolkit.py	259	# Don't forget to disconnect when done!	COMMENT
LOW	camel/toolkits/mcp_toolkit.py	270	# Don't forget to disconnect when done!	COMMENT
MEDIUM	examples/translation/translator.py	155	# Default to Arabic, you can change to any other language	COMMENT
MEDIUM	examples/runtimes/docker_runtime.py	56	# you can also use the runtime without the with statement	COMMENT
MEDIUM⚡	examples/toolkits/file_toolkit.py	140	Tool calls: [ToolCallingRecord(tool_name='write_to_file', args={'content': "# Basics of Machine Learning\n\nMachine Lear	STRING
MEDIUM	examples/toolkits/context_summarizer_toolkit.py	105	enhanced by the seasonal beauty of cherry blossoms. Let me know if you need	STRING
MEDIUM	examples/toolkits/synthesize_function_execution.py	90	It seems that I'm unable to access the movie data at the moment due to a	CODE
LOW	examples/toolkits/google_calendar_toolkit.py	15	# To use GoogleCalendarToolkit make sure to set required environment variables:	COMMENT
MEDIUM	examples/models/nvidia_model_example.py	44	**Please note that this is a simplified example and should not be used for	STRING
MEDIUM	examples/benchmarks/apibank.py	46	# The following steps are only for demonstration purposes,	COMMENT
MEDIUM	examples/benchmarks/nexus.py	33	# Please note that the following step is only for demonstration purposes,	COMMENT
MEDIUM	.github/workflows/codeql.yml	58	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT

Overly Generic Function Names19 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	test/agents/test_repo_agent.py	79	self.decoded_content = b"def test_function():\n return 'test'"	CODE
LOW	test/agents/test_repo_agent.py	89	"text": "def test_function():\n return 'test'",	CODE
LOW	test/agents/test_repo_agent.py	152	content="def test_function():\n return 'test'",	CODE
LOW	test/agents/test_repo_agent.py	170	== "def test_function():\n return 'test'"	CODE
LOW	test/agents/test_repo_agent.py	196	content="def test_function():\n return 'test'",	CODE
LOW	test/agents/test_repo_agent.py	224	content="def test_function():\n return 'test'",	CODE
LOW	test/agents/test_repo_agent.py	238	assert "def test_function():" in agent.full_text	CODE
LOW	test/agents/test_repo_agent.py	255	content="def test_function():\n return 'test'",	CODE
LOW⚡	test/agents/test_repo_agent.py	279	"text": "def test_function():\n return 'test'",	CODE
LOW⚡	test/agents/test_repo_agent.py	285	return_value="def test_function():\n return 'test'"	CODE
LOW	test/agents/test_repo_agent.py	303	assert "def test_function():" in call_args.content	CODE
LOW⚡	test/prompts/test_prompt_base.py	25	def my_function():	CODE
LOW⚡	test/prompts/test_prompt_base.py	35	def my_function():	CODE
LOW	test/prompts/test_prompt_base.py	52	def my_function(self):	CODE
LOW	camel/bots/slack/slack_app.py	166	async def handle_request(	STRING
LOW	camel/utils/commons.py	1023	... def my_function():	CODE
LOW	camel/utils/commons.py	1030	... def my_method(self):	CODE
LOW	examples/usecases/chat_with_github/demo_git_ingest.py	77	async def run_task():	STRING
LOW	examples/usecases/airbnb_mcp/app.py	100	async def run_task():	STRING

Dead Code4 hits · 8 pts

Severity	File	Line	Context
MEDIUM	test/utils/test_mcp_client.py	638	CODE
MEDIUM	test/utils/test_mcp_client.py	663	CODE
MEDIUM	camel/agents/chat_agent.py	5019	CODE
MEDIUM	camel/agents/chat_agent.py	6031	CODE

Example Usage Blocks3 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW⚡	examples/conversion.py	44	# Example usage	COMMENT
LOW	examples/tasks/multi_modal_task_generation.py	83	# Example usage	COMMENT
LOW	…example/.camel/skills/data-analyzer/scripts/analyze.py	18	# Example usage	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	examples/toolkits/mineru_toolkit.py	56	# TODO: implement this example with loader toolkit to get information from	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings