🦉 OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation
This report presents the forensic synthetic code analysis of camel-ai/owl, a Python project with 19,951 GitHub stars. SynthScan v2.0 examined 23,317 lines of code across 115 source files, recording 471 pattern matches distributed across 17 syntactic categories. The overall adjusted score of 28.7 places this repository in the Moderate AI signal band.
The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).
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.
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.
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.
The scanner identified 471 distinct pattern matches across 17 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.
| 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 |
|---|---|---|---|---|
| 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 | 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/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⚡ | 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 |