🦉 OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation
This report summarizes scanner evidence for camel-ai/owl, a Python project with 20,151 GitHub stars. SynthScan examined 23,317 lines of code across 115 source files, recording 486 pattern matches distributed across 18 syntactic categories. The legacy adjusted pattern signal is 31.8 (High pattern signal); it is not an authorship estimate.
Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.
Use each vector to guide manual verification of the underlying findings.
Can maintainers explain intent, assumptions, and trade-offs? 154 finding(s).
Are imports declared and package/API names verified? 130 finding(s).
Are wrappers, guards, and repeated structures necessary? 229 finding(s).
Which changes need focused human review? 486 finding(s).
This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.
Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.
This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.
The scanner identified 486 distinct pattern matches across 18 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | owl/webapp_jp.py | 0 | <style> /* 聊天容器样式 */ .chat-container .chatbot { height: 500px; overflow-y: auto; border-radius: 10px; box-shadow: 0 2px | STRING |
| HIGH | owl/webapp.py | 0 | <style> /* 聊天容器样式 */ .chat-container .chatbot { height: 500px; overflow-y: auto; border-radius: 10px; box-shadow: 0 2px | STRING |
| HIGH | owl/webapp_zh.py | 0 | <style> /* 聊天容器样式 */ .chat-container .chatbot { height: 500px; overflow-y: auto; border-radius: 10px; box-shadow: 0 2px | STRING |
| HIGH | examples/run.py | 0 | you are a helpful assistant that can search the web, extract webpage content, simulate browser actions, and provide rele | STRING |
| HIGH | examples/run_groq.py | 0 | you are a helpful assistant that can search the web, extract webpage content, simulate browser actions, and provide rele | STRING |
| HIGH | examples/run_qwen.py | 0 | you are a helpful assistant that can search the web, extract webpage content, simulate browser actions, and provide rele | STRING |
| HIGH | examples/run_gemini.py | 0 | you are a helpful assistant that can search the web, extract webpage content, simulate browser actions, and provide rele | STRING |
| HIGH | examples/run_claude.py | 0 | you are a helpful assistant that can search the web, extract webpage content, simulate browser actions, and provide rele | STRING |
| HIGH | examples/run_vllm.py | 0 | you are a helpful assistant that can search the web, extract webpage content, simulate browser actions, and provide rele | STRING |
| HIGH | examples/run.py | 0 | main function to run the owl system with an example question. | STRING |
| HIGH | examples/run_groq.py | 0 | main function to run the owl system with an example question. | STRING |
| HIGH | examples/run_qwen.py | 0 | main function to run the owl system with an example question. | STRING |
| HIGH | examples/run_gemini.py | 0 | main function to run the owl system with an example question. | STRING |
| HIGH | examples/run_deepseek.py | 0 | main function to run the owl system with an example question. | STRING |
| HIGH | examples/run_claude.py | 0 | main function to run the owl system with an example question. | STRING |
| HIGH | examples/run_vllm.py | 0 | main function to run the owl system with an example question. | STRING |
| HIGH | community_usecase/virtual_fitting_room/run_gpt4o.py | 0 | main function to run the owl system with an example question. | STRING |
| HIGH | examples/run_groq.py | 0 | construct a list of agents with their configurations. | STRING |
| HIGH | examples/run_qwen.py | 0 | construct a list of agents with their configurations. | STRING |
| HIGH | examples/run_gemini.py | 0 | construct a list of agents with their configurations. | STRING |
| HIGH | examples/run_deepseek.py | 0 | construct a list of agents with their configurations. | STRING |
| HIGH | examples/run_claude.py | 0 | construct a list of agents with their configurations. | STRING |
| HIGH | examples/run_vllm.py | 0 | construct a list of agents with their configurations. | STRING |
| HIGH | examples/run_groq.py | 0 | construct a workforce with coordinator and task agents. | STRING |
| HIGH | examples/run_qwen.py | 0 | construct a workforce with coordinator and task agents. | STRING |
| HIGH | examples/run_gemini.py | 0 | construct a workforce with coordinator and task agents. | STRING |
| HIGH | examples/run_deepseek.py | 0 | construct a workforce with coordinator and task agents. | STRING |
| HIGH | examples/run_claude.py | 0 | construct a workforce with coordinator and task agents. | STRING |
| HIGH | examples/run_vllm.py | 0 | construct a workforce with coordinator and task agents. | STRING |
| HIGH | community_usecase/stock-analysis/run.py | 0 | analyze chat history and extract tool call information. | STRING |
| HIGH | community_usecase/cooking-assistant/run_gpt4o.py | 0 | analyze chat history and extract tool call information. | STRING |
| HIGH | community_usecase/learning-assistant/run_gpt4o.py | 0 | analyze chat history and extract tool call information. | STRING |
| HIGH | community_usecase/excel_analyzer/data_analyzer_zh.py | 0 | construct a society of agents based on the given question. args: question (str): the task or question to be addressed by | STRING |
| HIGH | community_usecase/excel_analyzer/data_analyzer_en.py | 0 | construct a society of agents based on the given question. args: question (str): the task or question to be addressed by | STRING |
| HIGH | community_usecase/virtual_fitting_room/run_gpt4o.py | 0 | construct a society of agents based on the given question. args: question (str): the task or question to be addressed by | STRING |
| HIGH | …itization_Summarization_and_Article_Writing/project.py | 0 | construct a society of agents based on the given question. args: question (str): the task or question to be addressed by | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | owl/utils/__init__.py | 15 | CODE | |
| LOW | owl/utils/__init__.py | 16 | CODE | |
| LOW | owl/utils/__init__.py | 16 | CODE | |
| LOW | owl/utils/__init__.py | 16 | CODE | |
| LOW | owl/utils/__init__.py | 16 | CODE | |
| LOW | owl/utils/__init__.py | 22 | CODE | |
| LOW | owl/utils/__init__.py | 23 | CODE | |
| LOW | community_usecase/stock-analysis/agent/sec_agent.py | 4 | CODE | |
| LOW | community_usecase/stock-analysis/agent/sec_agent.py | 5 | CODE | |
| LOW | community_usecase/stock-analysis/agent/sec_agent.py | 8 | CODE | |
| LOW | community_usecase/excel_analyzer/data_analyzer_zh.py | 14 | CODE | |
| LOW | community_usecase/excel_analyzer/data_analyzer_zh.py | 31 | CODE | |
| LOW | community_usecase/excel_analyzer/data_analyzer_zh.py | 31 | CODE | |
| LOW | community_usecase/excel_analyzer/data_analyzer_en.py | 31 | CODE | |
| LOW | community_usecase/excel_analyzer/data_analyzer_en.py | 31 | CODE | |
| LOW | community_usecase/virtual_fitting_room/run_gpt4o.py | 16 | CODE | |
| LOW | community_usecase/virtual_fitting_room/run_gpt4o.py | 17 | CODE | |
| LOW | community_usecase/virtual_fitting_room/run_gpt4o.py | 18 | CODE | |
| LOW | community_usecase/virtual_fitting_room/run_gpt4o.py | 18 | CODE | |
| LOW | community_usecase/virtual_fitting_room/run_gpt4o.py | 18 | CODE | |
| LOW | community_usecase/virtual_fitting_room/run_gpt4o.py | 18 | CODE | |
| LOW | community_usecase/virtual_fitting_room/run_gpt4o.py | 21 | CODE | |
| LOW | community_usecase/virtual_fitting_room/run_gpt4o.py | 31 | CODE | |
| LOW | community_usecase/Airbnb-MCP/Airbnb_MCP.py | 4 | CODE | |
| LOW | community_usecase/Airbnb-MCP/Airbnb_MCP.py | 14 | CODE | |
| LOW | …itization_Summarization_and_Article_Writing/project.py | 3 | CODE | |
| LOW | …itization_Summarization_and_Article_Writing/project.py | 4 | CODE | |
| LOW | …itization_Summarization_and_Article_Writing/project.py | 17 | CODE | |
| LOW | …y_usecase/a_share_investment_agent_camel/src/models.py | 5 | CODE | |
| LOW | …ty_usecase/a_share_investment_agent_camel/src/roles.py | 7 | CODE | |
| LOW | …ty_usecase/a_share_investment_agent_camel/src/roles.py | 11 | CODE | |
| LOW | …ty_usecase/a_share_investment_agent_camel/src/roles.py | 13 | CODE | |
| LOW | …ty_usecase/a_share_investment_agent_camel/src/roles.py | 13 | CODE | |
| LOW | …ty_usecase/a_share_investment_agent_camel/src/roles.py | 13 | CODE | |
| LOW | …ty_usecase/a_share_investment_agent_camel/src/roles.py | 13 | CODE | |
| LOW | …ity_usecase/a_share_investment_agent_camel/src/main.py | 10 | CODE | |
| LOW | …ity_usecase/a_share_investment_agent_camel/src/main.py | 27 | CODE | |
| LOW | …ity_usecase/a_share_investment_agent_camel/src/main.py | 27 | CODE | |
| LOW | …ity_usecase/a_share_investment_agent_camel/src/main.py | 27 | CODE | |
| LOW | …_share_investment_agent_camel/src/tools/data_helper.py | 6 | CODE | |
| LOW | …_share_investment_agent_camel/src/tools/data_helper.py | 8 | CODE | |
| LOW | …_investment_agent_camel/src/agents/investment_agent.py | 5 | CODE | |
| LOW | …_investment_agent_camel/src/agents/investment_agent.py | 11 | CODE | |
| LOW | …investment_agent_camel/src/agents/technical_analyst.py | 5 | CODE | |
| LOW | …investment_agent_camel/src/agents/technical_analyst.py | 5 | CODE | |
| LOW | …investment_agent_camel/src/agents/technical_analyst.py | 6 | CODE | |
| LOW | …investment_agent_camel/src/agents/technical_analyst.py | 7 | CODE | |
| LOW | …investment_agent_camel/src/agents/technical_analyst.py | 8 | CODE | |
| LOW | …investment_agent_camel/src/agents/technical_analyst.py | 9 | CODE | |
| LOW | …investment_agent_camel/src/agents/technical_analyst.py | 15 | CODE | |
| LOW | …e_investment_agent_camel/src/agents/researcher_bear.py | 5 | CODE | |
| LOW | …e_investment_agent_camel/src/agents/researcher_bear.py | 5 | CODE | |
| LOW | …e_investment_agent_camel/src/agents/researcher_bear.py | 6 | CODE | |
| LOW | …e_investment_agent_camel/src/agents/researcher_bear.py | 10 | CODE | |
| LOW | …e_investment_agent_camel/src/agents/researcher_bear.py | 10 | CODE | |
| LOW | …e_investment_agent_camel/src/agents/researcher_bear.py | 12 | CODE | |
| LOW | …share_investment_agent_camel/src/agents/debate_room.py | 5 | CODE | |
| LOW | …share_investment_agent_camel/src/agents/debate_room.py | 5 | CODE | |
| LOW | …share_investment_agent_camel/src/agents/debate_room.py | 6 | CODE | |
| LOW | …share_investment_agent_camel/src/agents/debate_room.py | 10 | CODE | |
| 65 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | owl/webapp_jp.py | 807 | def process_in_background(): | CODE |
| MEDIUM | owl/webapp_jp.py | 1279 | def main(): | CODE |
| LOW | owl/webapp_jp.py | 98 | except Exception as e: | CODE |
| LOW | owl/webapp_jp.py | 146 | except Exception as e: | CODE |
| LOW | owl/webapp_jp.py | 526 | except Exception as e: | CODE |
| LOW | owl/webapp_jp.py | 557 | except Exception as e: | CODE |
| LOW | owl/webapp_jp.py | 582 | except Exception as e: | CODE |
| LOW | owl/webapp_jp.py | 750 | except Exception as e: | CODE |
| LOW | owl/webapp_jp.py | 792 | except Exception as e: | CODE |
| LOW | owl/webapp_jp.py | 811 | except Exception as e: | CODE |
| LOW | owl/webapp_jp.py | 363 | except Exception as e: | STRING |
| LOW | owl/webapp_jp.py | 389 | except Exception as e: | STRING |
| LOW | owl/webapp_jp.py | 404 | except Exception as e: | STRING |
| LOW | owl/webapp_jp.py | 432 | except Exception as e: | STRING |
| LOW | owl/webapp_jp.py | 1304 | except Exception as e: | STRING |
| MEDIUM | owl/webapp.py | 815 | def process_in_background(): | CODE |
| MEDIUM | owl/webapp.py | 1287 | def main(): | CODE |
| LOW⚡ | owl/webapp.py | 800 | except Exception as e: | CODE |
| LOW⚡ | owl/webapp.py | 819 | except Exception as e: | CODE |
| LOW | owl/webapp.py | 98 | except Exception as e: | CODE |
| LOW | owl/webapp.py | 146 | except Exception as e: | CODE |
| LOW | owl/webapp.py | 528 | except Exception as e: | CODE |
| LOW | owl/webapp.py | 559 | except Exception as e: | CODE |
| LOW | owl/webapp.py | 584 | except Exception as e: | CODE |
| LOW | owl/webapp.py | 760 | except Exception as e: | CODE |
| MEDIUM | owl/webapp.py | 1315 | print(f"Error occurred while starting the application: {str(e)}") | STRING |
| LOW | owl/webapp.py | 367 | except Exception as e: | STRING |
| LOW | owl/webapp.py | 393 | except Exception as e: | STRING |
| LOW | owl/webapp.py | 406 | except Exception as e: | STRING |
| LOW | owl/webapp.py | 432 | except Exception as e: | STRING |
| LOW | owl/webapp.py | 1313 | except Exception as e: | STRING |
| MEDIUM | owl/webapp_zh.py | 792 | def process_in_background(): | CODE |
| MEDIUM | owl/webapp_zh.py | 1256 | def main(): | CODE |
| LOW | owl/webapp_zh.py | 98 | except Exception as e: | CODE |
| LOW | owl/webapp_zh.py | 146 | except Exception as e: | CODE |
| LOW | owl/webapp_zh.py | 511 | except Exception as e: | CODE |
| LOW | owl/webapp_zh.py | 542 | except Exception as e: | CODE |
| LOW | owl/webapp_zh.py | 567 | except Exception as e: | CODE |
| LOW | owl/webapp_zh.py | 737 | except Exception as e: | CODE |
| LOW | owl/webapp_zh.py | 777 | except Exception as e: | CODE |
| LOW | owl/webapp_zh.py | 796 | except Exception as e: | CODE |
| LOW | owl/webapp_zh.py | 360 | except Exception as e: | STRING |
| LOW | owl/webapp_zh.py | 378 | except Exception as e: | STRING |
| LOW | owl/webapp_zh.py | 391 | except Exception as e: | STRING |
| LOW | owl/webapp_zh.py | 417 | except Exception as e: | STRING |
| LOW | owl/webapp_zh.py | 1276 | except Exception as e: | STRING |
| LOW | owl/webapp_backup.py | 385 | except Exception as e: | STRING |
| LOW | owl/webapp_backup.py | 400 | except Exception as e: | STRING |
| LOW | owl/webapp_backup.py | 411 | except Exception as e: | STRING |
| LOW | owl/webapp_backup.py | 422 | except Exception: | STRING |
| LOW | owl/webapp_backup.py | 441 | except Exception as e: | STRING |
| LOW | owl/webapp_backup.py | 492 | except Exception as e: | CODE |
| LOW | owl/webapp_backup.py | 507 | except Exception as e: | CODE |
| LOW | owl/webapp_backup.py | 525 | except Exception as e: | CODE |
| LOW | owl/webapp_backup.py | 795 | except Exception as e: | STRING |
| MEDIUM | owl/webapp_backup.py | 789 | def main(): | CODE |
| LOW⚡ | owl/utils/document_toolkit.py | 117 | except Exception: | STRING |
| LOW⚡ | owl/utils/document_toolkit.py | 125 | except Exception: | STRING |
| LOW⚡ | owl/utils/document_toolkit.py | 135 | except Exception: | STRING |
| LOW | owl/utils/document_toolkit.py | 149 | except Exception as e: | STRING |
| 72 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | owl/webapp_jp.py | 125 | except queue.Empty: | CODE |
| HIGH | owl/webapp_jp.py | 206 | except json.JSONDecodeError: | CODE |
| HIGH | owl/webapp.py | 125 | except queue.Empty: | CODE |
| HIGH | owl/webapp.py | 205 | except json.JSONDecodeError: | CODE |
| HIGH | owl/webapp_zh.py | 125 | except queue.Empty: | CODE |
| HIGH | owl/webapp_zh.py | 205 | except json.JSONDecodeError: | CODE |
| HIGH | community_usecase/qwen3_mcp/run_mcp_qwen3.py | 325 | except: | CODE |
| HIGH | community_usecase/Airbnb-MCP/Airbnb_MCP.py | 108 | except asyncio.CancelledError: | CODE |
| HIGH | community_usecase/Airbnb-MCP/Airbnb_MCP.py | 126 | except (ImportError, AttributeError): | CODE |
| HIGH | …_share_investment_agent_camel/src/agents/base_agent.py | 82 | except json.JSONDecodeError: | CODE |
| HIGH | …hare_investment_agent_camel/src/utils/logging_utils.py | 102 | except: | CODE |
| HIGH | community_usecase/Mcp_use_case/Content_curator.py | 123 | except asyncio.CancelledError: | CODE |
| HIGH | community_usecase/Mcp_use_case/Content_curator.py | 141 | except (ImportError, AttributeError): | CODE |
| HIGH | community_usecase/Notion-MCP/notion_manager.py | 117 | except asyncio.CancelledError: | CODE |
| HIGH | community_usecase/Notion-MCP/notion_manager.py | 136 | except (ImportError, AttributeError): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | owl/webapp_jp.py | 173 | # Create a unique identifier to track messages | COMMENT |
| MEDIUM⚡ | owl/webapp.py | 804 | # Create a real-time log update function | COMMENT |
| MEDIUM⚡ | owl/webapp.py | 812 | # Create a background thread to process the question | COMMENT |
| MEDIUM | owl/webapp.py | 115 | # Create a temporary queue to store logs so we can process them without removing them from the original queue | COMMENT |
| MEDIUM | owl/webapp.py | 173 | # Create a unique identifier to track messages | COMMENT |
| MEDIUM | community_usecase/stock-analysis/run.py | 36 | # Create the log directory for debugging and logging purposes | COMMENT |
| MEDIUM | community_usecase/stock-analysis/run.py | 40 | # Create the output directory for interview preparation materials | COMMENT |
| MEDIUM | community_usecase/stock-analysis/agent/sec_agent.py | 14 | # Define the model, here in this case we use gpt-4o-mini | COMMENT |
| MEDIUM | community_usecase/qwen3_mcp/run_mcp_qwen3.py | 101 | # Create a shortened task name for the filename | STRING |
| MEDIUM | …itization_Summarization_and_Article_Writing/project.py | 85 | # Create a task prompt for summarization | STRING |
| MEDIUM | …itization_Summarization_and_Article_Writing/project.py | 102 | # Create a task prompt for article writing and refinement | STRING |
| MEDIUM | …itization_Summarization_and_Article_Writing/project.py | 121 | # Create a task prompt for data sanitization | STRING |
| MEDIUM | community_usecase/Puppeteer MCP/demo.py | 99 | # Create a new event loop for the current thread | COMMENT |
| MEDIUM⚡ | …ty_usecase/OWL Interview Preparation Assistant/main.py | 39 | # Create the output directory for interview preparation materials | COMMENT |
| MEDIUM | …e/OWL Interview Preparation Assistant/logging_utils.py | 10 | # Create a singleton log queue that can be shared between modules | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | owl/webapp_jp.py | 263 | #=========================================== | COMMENT |
| MEDIUM | owl/webapp_jp.py | 282 | #=========================================== | COMMENT |
| MEDIUM | owl/webapp_jp.py | 284 | #=========================================== | COMMENT |
| MEDIUM | owl/webapp_jp.py | 260 | DEFAULT_ENV_TEMPLATE = """#=========================================== | CODE |
| MEDIUM | owl/webapp.py | 267 | #=========================================== | COMMENT |
| MEDIUM | owl/webapp.py | 286 | #=========================================== | COMMENT |
| MEDIUM | owl/webapp.py | 288 | #=========================================== | COMMENT |
| MEDIUM | owl/webapp.py | 264 | DEFAULT_ENV_TEMPLATE = """#=========================================== | CODE |
| MEDIUM | owl/webapp_zh.py | 266 | #=========================================== | COMMENT |
| MEDIUM | owl/webapp_zh.py | 285 | #=========================================== | COMMENT |
| MEDIUM | owl/webapp_zh.py | 287 | #=========================================== | COMMENT |
| MEDIUM | owl/webapp_zh.py | 263 | DEFAULT_ENV_TEMPLATE = """#=========================================== | CODE |
| MEDIUM | owl/webapp_backup.py | 287 | #=========================================== | COMMENT |
| MEDIUM | owl/webapp_backup.py | 289 | #=========================================== | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | licenses/license_template.txt | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | licenses/update_license.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | owl/webapp_jp.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | owl/webapp_jp.py | 261 | # モデル & API | COMMENT |
| LOW | owl/webapp.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | owl/webapp.py | 261 | COMMENT | |
| LOW | owl/webapp_zh.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | owl/webapp_zh.py | 261 | COMMENT | |
| LOW | owl/webapp_backup.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | owl/utils/document_toolkit.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | owl/utils/enhanced_role_playing.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | owl/utils/enhanced_role_playing.py | 161 | COMMENT | |
| LOW | owl/utils/__init__.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | owl/utils/gaia.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | owl/utils/common.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | examples/run.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | examples/run_groq.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | examples/__init__.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | examples/run_qwen.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | examples/run_gemini.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | examples/run_deepseek.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | examples/run_claude.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | examples/run_vllm.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | community_usecase/excel_analyzer/data_analyzer_zh.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | community_usecase/excel_analyzer/data_analyzer_en.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | community_usecase/Whatsapp-MCP/app.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | community_usecase/virtual_fitting_room/run_gpt4o.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | community_usecase/qwen3_mcp/run_mcp_qwen3.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | community_usecase/cooking-assistant/run_gpt4o.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | community_usecase/resume-analysis-assistant/run_mcp.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| LOW | community_usecase/learning-assistant/run_gpt4o.py | 1 | # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | owl/webapp_jp.py | 84 | CODE | |
| LOW | owl/webapp_jp.py | 102 | CODE | |
| LOW | owl/webapp_jp.py | 456 | CODE | |
| LOW | owl/webapp_jp.py | 502 | CODE | |
| LOW | owl/webapp_jp.py | 617 | CODE | |
| LOW | owl/webapp_jp.py | 665 | CODE | |
| LOW | owl/webapp_jp.py | 773 | CODE | |
| LOW | owl/webapp_jp.py | 776 | CODE | |
| LOW | owl/webapp.py | 84 | CODE | |
| LOW | owl/webapp.py | 102 | CODE | |
| LOW | owl/webapp.py | 458 | CODE | |
| LOW | owl/webapp.py | 504 | CODE | |
| LOW | owl/webapp.py | 619 | CODE | |
| LOW | owl/webapp.py | 671 | CODE | |
| LOW | owl/webapp.py | 781 | CODE | |
| LOW | owl/webapp.py | 784 | CODE | |
| LOW | owl/webapp_zh.py | 84 | CODE | |
| LOW | owl/webapp_zh.py | 102 | CODE | |
| LOW | owl/webapp_zh.py | 441 | CODE | |
| LOW | owl/webapp_zh.py | 487 | CODE | |
| LOW | owl/webapp_zh.py | 602 | CODE | |
| LOW | owl/webapp_zh.py | 654 | CODE | |
| LOW | owl/webapp_zh.py | 758 | CODE | |
| LOW | owl/webapp_zh.py | 761 | CODE | |
| LOW | owl/webapp_backup.py | 461 | CODE | |
| LOW | owl/webapp_backup.py | 559 | CODE | |
| LOW | owl/utils/document_toolkit.py | 61 | CODE | |
| LOW | owl/utils/gaia.py | 101 | CODE | |
| LOW | owl/utils/gaia.py | 285 | CODE | |
| LOW | owl/utils/gaia.py | 337 | CODE | |
| LOW | community_usecase/qwen3_mcp/run_mcp_qwen3.py | 116 | CODE | |
| LOW | community_usecase/Puppeteer MCP/demo.py | 87 | CODE | |
| LOW | …ty_usecase/a_share_investment_agent_camel/src/roles.py | 151 | CODE | |
| LOW | …_investment_agent_camel/src/agents/investment_agent.py | 260 | CODE | |
| LOW | …investment_agent_camel/src/agents/market_data_agent.py | 457 | CODE | |
| LOW | …investment_agent_camel/src/agents/market_data_agent.py | 629 | CODE | |
| LOW | …investment_agent_camel/src/agents/portfolio_manager.py | 146 | CODE | |
| LOW | …ity_usecase/OWL Interview Preparation Assistant/app.py | 225 | CODE | |
| LOW | community_usecase/cooking-assistant/run_gpt4o.py | 115 | CODE | |
| LOW | community_usecase/learning-assistant/run_gpt4o.py | 119 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | licenses/update_license.py | 82 | # Check if directory exists | COMMENT |
| LOW⚡ | licenses/update_license.py | 85 | # Check if license template exists | COMMENT |
| LOW | owl/webapp_jp.py | 697 | # Check if it's an empty row or deleted variable | COMMENT |
| LOW | owl/webapp_jp.py | 340 | # Check if the module is in MODULE_DESCRIPTIONS | STRING |
| LOW | owl/webapp_jp.py | 373 | # Check if it contains the construct_society function | STRING |
| LOW | owl/webapp.py | 615 | # Check if it contains API-related keywords (case insensitive) | COMMENT |
| LOW | owl/webapp.py | 705 | # Check if it's an empty row or deleted variable | COMMENT |
| LOW | owl/webapp.py | 312 | # Check if input is empty or contains only spaces | STRING |
| LOW | owl/webapp.py | 346 | # Check if the module is in MODULE_DESCRIPTIONS | STRING |
| LOW | owl/webapp.py | 377 | # Check if it contains the construct_society function | STRING |
| LOW | owl/utils/enhanced_role_playing.py | 495 | # Check if usage info is available before accessing it | STRING |
| LOW | owl/utils/enhanced_role_playing.py | 560 | # Check if usage info is available before accessing it | STRING |
| LOW | owl/utils/gaia.py | 116 | # Check if directories exist; if not, download the data | STRING |
| LOW | examples/run.py | 233 | # Output the result | COMMENT |
| LOW | examples/run_groq.py | 243 | # Output the result | COMMENT |
| LOW | examples/run_qwen.py | 245 | # Output the result | COMMENT |
| LOW | examples/run_gemini.py | 244 | # Output the result | COMMENT |
| LOW | examples/run_deepseek.py | 212 | # Output the result | COMMENT |
| LOW | examples/run_claude.py | 244 | # Output the result | COMMENT |
| LOW | examples/run_vllm.py | 279 | # Output the result | COMMENT |
| LOW | community_usecase/excel_analyzer/data_analyzer_zh.py | 174 | # Check if usage info is available before accessing it | STRING |
| LOW | community_usecase/excel_analyzer/data_analyzer_zh.py | 304 | # Output the result | COMMENT |
| LOW | community_usecase/excel_analyzer/data_analyzer_en.py | 138 | # Check if usage info is available before accessing it | STRING |
| LOW | community_usecase/excel_analyzer/data_analyzer_en.py | 259 | # Output the result | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | licenses/update_license.py | 76 | def update_license_in_directory( | CODE |
| LOW | owl/webapp_jp.py | 437 | def update_module_description(module_name: str) -> str: | STRING |
| LOW | owl/webapp.py | 439 | def update_module_description(module_name: str) -> str: | STRING |
| LOW | owl/webapp_zh.py | 422 | def update_module_description(module_name: str) -> str: | STRING |
| LOW | owl/webapp_backup.py | 445 | def update_module_description(module_name: str) -> str: | STRING |
| LOW | owl/utils/document_toolkit.py | 183 | async def _extract_content_with_chunkr( | CODE |
| LOW | community_usecase/stock-analysis/run.py | 56 | def run_society_with_strict_limit(society, round_limit=5, progress_callback=None) -> tuple[str, List[dict[Any, Any]], di | CODE |
| LOW | community_usecase/stock-analysis/run.py | 108 | def construct_stock_analysis_society( company_name: str) -> RolePlaying: | CODE |
| LOW | community_usecase/stock-analysis/run.py | 220 | def generate_stock_investment_report( | CODE |
| LOW | community_usecase/stock-analysis/agent/sec_agent.py | 32 | def get_sec_summary_for_company(company_stock_name: str) -> str: | CODE |
| LOW | community_usecase/qwen3_mcp/run_mcp_qwen3.py | 146 | async def run_society_with_formatted_output(society: OwlRolePlaying, md_filename: str, round_limit: int = 15): | STRING |
| LOW | …itization_Summarization_and_Article_Writing/project.py | 96 | def write_and_refine_article_section(): | STRING |
| LOW | …_share_investment_agent_camel/src/tools/data_helper.py | 186 | def calculate_technical_indicators(df: pd.DataFrame) -> Dict[str, Any]: | CODE |
| LOW | …_investment_agent_camel/src/agents/investment_agent.py | 260 | def _analyze_financial_trends(self, historical_data: List[Dict[str, Any]], trends: Dict[str, Any]) -> str: | STRING |
| LOW | …investment_agent_camel/src/agents/market_data_agent.py | 193 | def _calculate_technical_indicators(self, historical_data: Dict[str, Any]) -> Dict[str, Any]: | CODE |
| LOW | …investment_agent_camel/src/agents/market_data_agent.py | 457 | def _get_historical_financial_data(self, ticker: str, num_quarters: int = 4) -> List[Dict[str, Any]]: | STRING |
| LOW | …investment_agent_camel/src/agents/market_data_agent.py | 573 | def _calculate_financial_trends(self, historical_data: List[Dict[str, Any]]) -> Dict[str, Any]: | STRING |
| LOW | …estment_agent_camel/src/agents/fundamentals_analyst.py | 103 | def _create_fundamentals_signal(self, analysis_result: Dict[str, Any], stock_data: StockData) -> AnalysisSignal: | STRING |
| LOW⚡ | …ty_usecase/OWL Interview Preparation Assistant/main.py | 43 | def run_society_with_strict_limit(society, round_limit=5, progress_callback=None): | CODE |
| LOW | …ty_usecase/OWL Interview Preparation Assistant/main.py | 94 | def construct_interview_assistant( | CODE |
| LOW | …ty_usecase/OWL Interview Preparation Assistant/main.py | 234 | def generate_interview_questions( | STRING |
| LOW | …ty_usecase/OWL Interview Preparation Assistant/main.py | 282 | def create_interview_prep_plan( | STRING |
| LOW⚡ | …/OWL Interview Preparation Assistant/config/prompts.py | 33 | def get_company_research_prompt(company_name: str) -> str: | STRING |
| LOW⚡ | …/OWL Interview Preparation Assistant/config/prompts.py | 42 | def get_question_generator_prompt(job_role: str, company_name: str) -> str: | STRING |
| LOW⚡ | …/OWL Interview Preparation Assistant/config/prompts.py | 51 | def get_preparation_plan_prompt(job_role: str, company_name: str) -> str: | STRING |
| LOW | community_usecase/cooking-assistant/run_gpt4o.py | 49 | def construct_cooking_society(task: str) -> RolePlaying: | CODE |
| LOW | community_usecase/learning-assistant/run_gpt4o.py | 47 | def construct_learning_society(task: str) -> RolePlaying: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | community_usecase/stock-analysis/run.py | 4 | # 1. Stock Analysis Assistant - Provides comprehensive stock investment advice and analysis | COMMENT |
| MEDIUM | …e/stock-analysis/example/Apple/Apple_chat_history.json | 66 | "assistant": "Solution: Below is the detailed markdown report for Apple Inc. (AAPL) as requested. The report include | CODE |
| MEDIUM | …e/stock-analysis/example/Apple/Apple_chat_history.json | 76 | "content": "# Apple Inc. (AAPL) Comprehensive Investment Analysis Report \n**Current Analysis Date: 2025-03-3 | CODE |
| MEDIUM | …stock-analysis/example/Google/Google_chat_history.json | 4 | "assistant": "Solution: I have gathered preliminary information about Google (Alphabet Inc.) from Baidu search resul | CODE |
| MEDIUM | …stock-analysis/example/Google/Google_chat_history.json | 63 | "assistant": "Solution: I have retrieved the latest SEC filings for Alphabet Inc. (GOOGL) and extracted key financia | CODE |
| MEDIUM | …stock-analysis/example/Google/Google_chat_history.json | 82 | "content": "# Google (Alphabet Inc.) Investment Analysis Report\n\n## 1. Company Overview and Business Model\n | CODE |
| MEDIUM | …ock-analysis/example/Alibaba/Alibaba_chat_history.json | 74 | "assistant": "Solution:\n\n### **Alibaba Financial Trend Analysis (2021-2024)** \n\nUsing the hypothetical data fro | CODE |
| MEDIUM | community_usecase/stock-analysis/agent/sec_agent.py | 33 | r"""Retrieve and analyze SEC filing information for a specified company and generate a comprehensive analysis report | CODE |
| MEDIUM | community_usecase/stock-analysis/agent/sec_agent.py | 55 | usr_msg = f"""Please search and analyze the SEC filings for {company_stock_name} and provide a comprehensive summary | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | …ty_usecase/OWL Interview Preparation Assistant/main.py | 131 | # Configure toolkits - Remove FileWriteToolkit as requested | COMMENT |
| HIGH | …ty_usecase/OWL Interview Preparation Assistant/main.py | 135 | # Removed the FileWriteToolkit as requested | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | examples/run_qwen.py | 20 | Set it as QWEN_API_KEY="your-api-key" in your .env file or add it to your environment variables. | STRING |
| HIGH | examples/run_gemini.py | 20 | Set it as GOOGLE_API_KEY="your-api-key" in your .env file or add it to your environment variables. | STRING |
| HIGH | examples/run_deepseek.py | 20 | Set it as DEEPSEEK_API_KEY="your-api-key" in your .env file or add it to your environment variables. | STRING |
| HIGH | examples/run_claude.py | 20 | Set it as ANTHROPIC_API_KEY="your-api-key" in your .env file or add it to your environment variables. | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | community_usecase/COMMUNITY_CALL_FOR_USE_CASES.md | 27 | We are excited to announce a special initiative to expand the capabilities and applications of the OWL framework! As the | CODE |
| MEDIUM | community_usecase/stock-analysis/run.py | 2 | # This is a stock analysis system based on OWL multi-agent technology | COMMENT |
| MEDIUM | community_usecase/Whatsapp-MCP/README.md | 3 | This project demonstrates a use case connecting **OWL** (from [CAMEL-AI.org](https://camel-ai.org)) with the **WhatsApp | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | owl/utils/__init__.py | 25 | __all__ = [ | CODE |
| LOW | …_share_investment_agent_camel/src/tools/data_helper.py | 10 | logger = logging.getLogger(__name__) | CODE |
| LOW | …secase/a_share_investment_agent_camel/src/tools/api.py | 10 | logger = logging.getLogger(__name__) | CODE |
| LOW | …/a_share_investment_agent_camel/src/agents/__init__.py | 18 | __all__ = [ | CODE |
| LOW⚡ | …ty_usecase/OWL Interview Preparation Assistant/main.py | 34 | logger = logging.getLogger(__name__) | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | …ock-analysis/example/Alibaba/Alibaba_chat_history.json | 53 | "result": "I'm sorry, but I was unable to retrieve the SEC filings for BABA. As a result, I cannot provide a com | CODE |
| MEDIUM | …ock-analysis/example/Alibaba/Alibaba_chat_history.json | 67 | "result": "I'm sorry, but I was unable to retrieve the SEC filings for BABA. As a result, I cannot provide a com | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | …ity_usecase/OWL Interview Preparation Assistant/app.py | 442 | if (checkbox && checkbox.checked) { | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | community_usecase/Puppeteer MCP/demo.py | 59 | async def run_task(task: str) -> str: | CODE |