Repository Analysis

camel-ai/owl

🦉 OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation

28.7 Moderate AI signal View on GitHub

Analysis Overview

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).

28.7
Adjusted Score
28.7
Raw Score
100%
Time Factor
2026-07-10
Last Push
20.0K
Stars
Python
Language
23.3K
Lines of Code
115
Files
471
Pattern Hits
2026-07-14
Scan Date
0.37
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 43MEDIUM 57LOW 371

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 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.

Cross-File Repetition36 hits · 180 pts
SeverityFileLineSnippetContext
HIGHowl/webapp_jp.py0<style> /* 聊天容器样式 */ .chat-container .chatbot { height: 500px; overflow-y: auto; border-radius: 10px; box-shadow: 0 2px STRING
HIGHowl/webapp.py0<style> /* 聊天容器样式 */ .chat-container .chatbot { height: 500px; overflow-y: auto; border-radius: 10px; box-shadow: 0 2px STRING
HIGHowl/webapp_zh.py0<style> /* 聊天容器样式 */ .chat-container .chatbot { height: 500px; overflow-y: auto; border-radius: 10px; box-shadow: 0 2px STRING
HIGHexamples/run.py0you are a helpful assistant that can search the web, extract webpage content, simulate browser actions, and provide releSTRING
HIGHexamples/run_groq.py0you are a helpful assistant that can search the web, extract webpage content, simulate browser actions, and provide releSTRING
HIGHexamples/run_qwen.py0you are a helpful assistant that can search the web, extract webpage content, simulate browser actions, and provide releSTRING
HIGHexamples/run_gemini.py0you are a helpful assistant that can search the web, extract webpage content, simulate browser actions, and provide releSTRING
HIGHexamples/run_claude.py0you are a helpful assistant that can search the web, extract webpage content, simulate browser actions, and provide releSTRING
HIGHexamples/run_vllm.py0you are a helpful assistant that can search the web, extract webpage content, simulate browser actions, and provide releSTRING
HIGHexamples/run.py0main function to run the owl system with an example question.STRING
HIGHexamples/run_groq.py0main function to run the owl system with an example question.STRING
HIGHexamples/run_qwen.py0main function to run the owl system with an example question.STRING
HIGHexamples/run_gemini.py0main function to run the owl system with an example question.STRING
HIGHexamples/run_deepseek.py0main function to run the owl system with an example question.STRING
HIGHexamples/run_claude.py0main function to run the owl system with an example question.STRING
HIGHexamples/run_vllm.py0main function to run the owl system with an example question.STRING
HIGHcommunity_usecase/virtual_fitting_room/run_gpt4o.py0main function to run the owl system with an example question.STRING
HIGHexamples/run_groq.py0construct a list of agents with their configurations.STRING
HIGHexamples/run_qwen.py0construct a list of agents with their configurations.STRING
HIGHexamples/run_gemini.py0construct a list of agents with their configurations.STRING
HIGHexamples/run_deepseek.py0construct a list of agents with their configurations.STRING
HIGHexamples/run_claude.py0construct a list of agents with their configurations.STRING
HIGHexamples/run_vllm.py0construct a list of agents with their configurations.STRING
HIGHexamples/run_groq.py0construct a workforce with coordinator and task agents.STRING
HIGHexamples/run_qwen.py0construct a workforce with coordinator and task agents.STRING
HIGHexamples/run_gemini.py0construct a workforce with coordinator and task agents.STRING
HIGHexamples/run_deepseek.py0construct a workforce with coordinator and task agents.STRING
HIGHexamples/run_claude.py0construct a workforce with coordinator and task agents.STRING
HIGHexamples/run_vllm.py0construct a workforce with coordinator and task agents.STRING
HIGHcommunity_usecase/stock-analysis/run.py0analyze chat history and extract tool call information.STRING
HIGHcommunity_usecase/cooking-assistant/run_gpt4o.py0analyze chat history and extract tool call information.STRING
HIGHcommunity_usecase/learning-assistant/run_gpt4o.py0analyze chat history and extract tool call information.STRING
HIGHcommunity_usecase/excel_analyzer/data_analyzer_zh.py0construct a society of agents based on the given question. args: question (str): the task or question to be addressed bySTRING
HIGHcommunity_usecase/excel_analyzer/data_analyzer_en.py0construct a society of agents based on the given question. args: question (str): the task or question to be addressed bySTRING
HIGHcommunity_usecase/virtual_fitting_room/run_gpt4o.py0construct a society of agents based on the given question. args: question (str): the task or question to be addressed bySTRING
HIGH…itization_Summarization_and_Article_Writing/project.py0construct a society of agents based on the given question. args: question (str): the task or question to be addressed bySTRING
Unused Imports125 hits · 125 pts
SeverityFileLineSnippetContext
LOWowl/utils/__init__.py15CODE
LOWowl/utils/__init__.py16CODE
LOWowl/utils/__init__.py16CODE
LOWowl/utils/__init__.py16CODE
LOWowl/utils/__init__.py16CODE
LOWowl/utils/__init__.py22CODE
LOWowl/utils/__init__.py23CODE
LOWcommunity_usecase/stock-analysis/agent/sec_agent.py4CODE
LOWcommunity_usecase/stock-analysis/agent/sec_agent.py5CODE
LOWcommunity_usecase/stock-analysis/agent/sec_agent.py8CODE
LOWcommunity_usecase/excel_analyzer/data_analyzer_zh.py14CODE
LOWcommunity_usecase/excel_analyzer/data_analyzer_zh.py31CODE
LOWcommunity_usecase/excel_analyzer/data_analyzer_zh.py31CODE
LOWcommunity_usecase/excel_analyzer/data_analyzer_en.py31CODE
LOWcommunity_usecase/excel_analyzer/data_analyzer_en.py31CODE
LOWcommunity_usecase/virtual_fitting_room/run_gpt4o.py16CODE
LOWcommunity_usecase/virtual_fitting_room/run_gpt4o.py17CODE
LOWcommunity_usecase/virtual_fitting_room/run_gpt4o.py18CODE
LOWcommunity_usecase/virtual_fitting_room/run_gpt4o.py18CODE
LOWcommunity_usecase/virtual_fitting_room/run_gpt4o.py18CODE
LOWcommunity_usecase/virtual_fitting_room/run_gpt4o.py18CODE
LOWcommunity_usecase/virtual_fitting_room/run_gpt4o.py21CODE
LOWcommunity_usecase/virtual_fitting_room/run_gpt4o.py31CODE
LOWcommunity_usecase/Airbnb-MCP/Airbnb_MCP.py4CODE
LOWcommunity_usecase/Airbnb-MCP/Airbnb_MCP.py14CODE
LOW…itization_Summarization_and_Article_Writing/project.py3CODE
LOW…itization_Summarization_and_Article_Writing/project.py4CODE
LOW…itization_Summarization_and_Article_Writing/project.py17CODE
LOW…y_usecase/a_share_investment_agent_camel/src/models.py5CODE
LOW…ty_usecase/a_share_investment_agent_camel/src/roles.py7CODE
LOW…ty_usecase/a_share_investment_agent_camel/src/roles.py11CODE
LOW…ty_usecase/a_share_investment_agent_camel/src/roles.py13CODE
LOW…ty_usecase/a_share_investment_agent_camel/src/roles.py13CODE
LOW…ty_usecase/a_share_investment_agent_camel/src/roles.py13CODE
LOW…ty_usecase/a_share_investment_agent_camel/src/roles.py13CODE
LOW…ity_usecase/a_share_investment_agent_camel/src/main.py10CODE
LOW…ity_usecase/a_share_investment_agent_camel/src/main.py27CODE
LOW…ity_usecase/a_share_investment_agent_camel/src/main.py27CODE
LOW…ity_usecase/a_share_investment_agent_camel/src/main.py27CODE
LOW…_share_investment_agent_camel/src/tools/data_helper.py6CODE
LOW…_share_investment_agent_camel/src/tools/data_helper.py8CODE
LOW…_investment_agent_camel/src/agents/investment_agent.py5CODE
LOW…_investment_agent_camel/src/agents/investment_agent.py11CODE
LOW…investment_agent_camel/src/agents/technical_analyst.py5CODE
LOW…investment_agent_camel/src/agents/technical_analyst.py5CODE
LOW…investment_agent_camel/src/agents/technical_analyst.py6CODE
LOW…investment_agent_camel/src/agents/technical_analyst.py7CODE
LOW…investment_agent_camel/src/agents/technical_analyst.py8CODE
LOW…investment_agent_camel/src/agents/technical_analyst.py9CODE
LOW…investment_agent_camel/src/agents/technical_analyst.py15CODE
LOW…e_investment_agent_camel/src/agents/researcher_bear.py5CODE
LOW…e_investment_agent_camel/src/agents/researcher_bear.py5CODE
LOW…e_investment_agent_camel/src/agents/researcher_bear.py6CODE
LOW…e_investment_agent_camel/src/agents/researcher_bear.py10CODE
LOW…e_investment_agent_camel/src/agents/researcher_bear.py10CODE
LOW…e_investment_agent_camel/src/agents/researcher_bear.py12CODE
LOW…share_investment_agent_camel/src/agents/debate_room.py5CODE
LOW…share_investment_agent_camel/src/agents/debate_room.py5CODE
LOW…share_investment_agent_camel/src/agents/debate_room.py6CODE
LOW…share_investment_agent_camel/src/agents/debate_room.py10CODE
65 more matches not shown…
Excessive Try-Catch Wrapping132 hits · 113 pts
SeverityFileLineSnippetContext
MEDIUMowl/webapp_jp.py807def process_in_background():CODE
MEDIUMowl/webapp_jp.py1279def main():CODE
LOWowl/webapp_jp.py98 except Exception as e:CODE
LOWowl/webapp_jp.py146 except Exception as e:CODE
LOWowl/webapp_jp.py526 except Exception as e:CODE
LOWowl/webapp_jp.py557 except Exception as e:CODE
LOWowl/webapp_jp.py582 except Exception as e:CODE
LOWowl/webapp_jp.py750 except Exception as e:CODE
LOWowl/webapp_jp.py792 except Exception as e:CODE
LOWowl/webapp_jp.py811 except Exception as e:CODE
LOWowl/webapp_jp.py363 except Exception as e:STRING
LOWowl/webapp_jp.py389 except Exception as e:STRING
LOWowl/webapp_jp.py404 except Exception as e:STRING
LOWowl/webapp_jp.py432 except Exception as e:STRING
LOWowl/webapp_jp.py1304 except Exception as e:STRING
MEDIUMowl/webapp.py815def process_in_background():CODE
MEDIUMowl/webapp.py1287def main():CODE
LOWowl/webapp.py800 except Exception as e:CODE
LOWowl/webapp.py819 except Exception as e:CODE
LOWowl/webapp.py98 except Exception as e:CODE
LOWowl/webapp.py146 except Exception as e:CODE
LOWowl/webapp.py528 except Exception as e:CODE
LOWowl/webapp.py559 except Exception as e:CODE
LOWowl/webapp.py584 except Exception as e:CODE
LOWowl/webapp.py760 except Exception as e:CODE
MEDIUMowl/webapp.py1315 print(f"Error occurred while starting the application: {str(e)}")STRING
LOWowl/webapp.py367 except Exception as e:STRING
LOWowl/webapp.py393 except Exception as e:STRING
LOWowl/webapp.py406 except Exception as e:STRING
LOWowl/webapp.py432 except Exception as e:STRING
LOWowl/webapp.py1313 except Exception as e:STRING
MEDIUMowl/webapp_zh.py792def process_in_background():CODE
MEDIUMowl/webapp_zh.py1256def main():CODE
LOWowl/webapp_zh.py98 except Exception as e:CODE
LOWowl/webapp_zh.py146 except Exception as e:CODE
LOWowl/webapp_zh.py511 except Exception as e:CODE
LOWowl/webapp_zh.py542 except Exception as e:CODE
LOWowl/webapp_zh.py567 except Exception as e:CODE
LOWowl/webapp_zh.py737 except Exception as e:CODE
LOWowl/webapp_zh.py777 except Exception as e:CODE
LOWowl/webapp_zh.py796 except Exception as e:CODE
LOWowl/webapp_zh.py360 except Exception as e:STRING
LOWowl/webapp_zh.py378 except Exception as e:STRING
LOWowl/webapp_zh.py391 except Exception as e:STRING
LOWowl/webapp_zh.py417 except Exception as e:STRING
LOWowl/webapp_zh.py1276 except Exception as e:STRING
LOWowl/webapp_backup.py385 except Exception as e:STRING
LOWowl/webapp_backup.py400 except Exception as e:STRING
LOWowl/webapp_backup.py411 except Exception as e:STRING
LOWowl/webapp_backup.py422 except Exception:STRING
LOWowl/webapp_backup.py441 except Exception as e:STRING
LOWowl/webapp_backup.py492 except Exception as e:CODE
LOWowl/webapp_backup.py507 except Exception as e:CODE
LOWowl/webapp_backup.py525 except Exception as e:CODE
LOWowl/webapp_backup.py795 except Exception as e:STRING
MEDIUMowl/webapp_backup.py789def main():CODE
LOWowl/utils/document_toolkit.py117 except Exception:STRING
LOWowl/utils/document_toolkit.py125 except Exception:STRING
LOWowl/utils/document_toolkit.py135 except Exception:STRING
LOWowl/utils/document_toolkit.py149 except Exception as e:STRING
72 more matches not shown…
Self-Referential Comments15 hits · 42 pts
SeverityFileLineSnippetContext
MEDIUMowl/webapp_jp.py173 # Create a unique identifier to track messagesCOMMENT
MEDIUMowl/webapp.py804 # Create a real-time log update functionCOMMENT
MEDIUMowl/webapp.py812 # Create a background thread to process the questionCOMMENT
MEDIUMowl/webapp.py115 # Create a temporary queue to store logs so we can process them without removing them from the original queueCOMMENT
MEDIUMowl/webapp.py173 # Create a unique identifier to track messagesCOMMENT
MEDIUMcommunity_usecase/stock-analysis/run.py36# Create the log directory for debugging and logging purposesCOMMENT
MEDIUMcommunity_usecase/stock-analysis/run.py40# Create the output directory for interview preparation materialsCOMMENT
MEDIUMcommunity_usecase/stock-analysis/agent/sec_agent.py14 # Define the model, here in this case we use gpt-4o-miniCOMMENT
MEDIUMcommunity_usecase/qwen3_mcp/run_mcp_qwen3.py101 # Create a shortened task name for the filenameSTRING
MEDIUM…itization_Summarization_and_Article_Writing/project.py85 # Create a task prompt for summarizationSTRING
MEDIUM…itization_Summarization_and_Article_Writing/project.py102 # Create a task prompt for article writing and refinementSTRING
MEDIUM…itization_Summarization_and_Article_Writing/project.py121 # Create a task prompt for data sanitizationSTRING
MEDIUMcommunity_usecase/Puppeteer MCP/demo.py99 # Create a new event loop for the current threadCOMMENT
MEDIUM…ty_usecase/OWL Interview Preparation Assistant/main.py39# Create the output directory for interview preparation materialsCOMMENT
MEDIUM…e/OWL Interview Preparation Assistant/logging_utils.py10# Create a singleton log queue that can be shared between modulesCOMMENT
Decorative Section Separators14 hits · 39 pts
SeverityFileLineSnippetContext
MEDIUMowl/webapp_jp.py263#===========================================COMMENT
MEDIUMowl/webapp_jp.py282#===========================================COMMENT
MEDIUMowl/webapp_jp.py284#===========================================COMMENT
MEDIUMowl/webapp_jp.py260DEFAULT_ENV_TEMPLATE = """#===========================================CODE
MEDIUMowl/webapp.py267#===========================================COMMENT
MEDIUMowl/webapp.py286#===========================================COMMENT
MEDIUMowl/webapp.py288#===========================================COMMENT
MEDIUMowl/webapp.py264DEFAULT_ENV_TEMPLATE = """#===========================================CODE
MEDIUMowl/webapp_zh.py266#===========================================COMMENT
MEDIUMowl/webapp_zh.py285#===========================================COMMENT
MEDIUMowl/webapp_zh.py287#===========================================COMMENT
MEDIUMowl/webapp_zh.py263DEFAULT_ENV_TEMPLATE = """#===========================================CODE
MEDIUMowl/webapp_backup.py287#===========================================COMMENT
MEDIUMowl/webapp_backup.py289#===========================================COMMENT
Deep Nesting40 hits · 31 pts
SeverityFileLineSnippetContext
LOWowl/webapp_jp.py84CODE
LOWowl/webapp_jp.py102CODE
LOWowl/webapp_jp.py456CODE
LOWowl/webapp_jp.py502CODE
LOWowl/webapp_jp.py617CODE
LOWowl/webapp_jp.py665CODE
LOWowl/webapp_jp.py773CODE
LOWowl/webapp_jp.py776CODE
LOWowl/webapp.py84CODE
LOWowl/webapp.py102CODE
LOWowl/webapp.py458CODE
LOWowl/webapp.py504CODE
LOWowl/webapp.py619CODE
LOWowl/webapp.py671CODE
LOWowl/webapp.py781CODE
LOWowl/webapp.py784CODE
LOWowl/webapp_zh.py84CODE
LOWowl/webapp_zh.py102CODE
LOWowl/webapp_zh.py441CODE
LOWowl/webapp_zh.py487CODE
LOWowl/webapp_zh.py602CODE
LOWowl/webapp_zh.py654CODE
LOWowl/webapp_zh.py758CODE
LOWowl/webapp_zh.py761CODE
LOWowl/webapp_backup.py461CODE
LOWowl/webapp_backup.py559CODE
LOWowl/utils/document_toolkit.py61CODE
LOWowl/utils/gaia.py101CODE
LOWowl/utils/gaia.py285CODE
LOWowl/utils/gaia.py337CODE
LOWcommunity_usecase/qwen3_mcp/run_mcp_qwen3.py116CODE
LOWcommunity_usecase/Puppeteer MCP/demo.py87CODE
LOW…ty_usecase/a_share_investment_agent_camel/src/roles.py151CODE
LOW…_investment_agent_camel/src/agents/investment_agent.py260CODE
LOW…investment_agent_camel/src/agents/market_data_agent.py457CODE
LOW…investment_agent_camel/src/agents/market_data_agent.py629CODE
LOW…investment_agent_camel/src/agents/portfolio_manager.py146CODE
LOW…ity_usecase/OWL Interview Preparation Assistant/app.py225CODE
LOWcommunity_usecase/cooking-assistant/run_gpt4o.py115CODE
LOWcommunity_usecase/learning-assistant/run_gpt4o.py119CODE
Over-Commented Block31 hits · 30 pts
SeverityFileLineSnippetContext
LOWlicenses/license_template.txt1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWlicenses/update_license.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWowl/webapp_jp.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWowl/webapp_jp.py261# モデル & API COMMENT
LOWowl/webapp.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWowl/webapp.py261COMMENT
LOWowl/webapp_zh.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWowl/webapp_zh.py261COMMENT
LOWowl/webapp_backup.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWowl/utils/document_toolkit.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWowl/utils/enhanced_role_playing.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWowl/utils/enhanced_role_playing.py161COMMENT
LOWowl/utils/__init__.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWowl/utils/gaia.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWowl/utils/common.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWexamples/run.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWexamples/run_groq.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWexamples/__init__.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWexamples/run_qwen.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWexamples/run_gemini.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWexamples/run_deepseek.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWexamples/run_claude.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWexamples/run_vllm.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWcommunity_usecase/excel_analyzer/data_analyzer_zh.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWcommunity_usecase/excel_analyzer/data_analyzer_en.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWcommunity_usecase/Whatsapp-MCP/app.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWcommunity_usecase/virtual_fitting_room/run_gpt4o.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWcommunity_usecase/qwen3_mcp/run_mcp_qwen3.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWcommunity_usecase/cooking-assistant/run_gpt4o.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWcommunity_usecase/resume-analysis-assistant/run_mcp.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
LOWcommunity_usecase/learning-assistant/run_gpt4o.py1# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========COMMENT
Redundant / Tautological Comments24 hits · 26 pts
SeverityFileLineSnippetContext
LOWlicenses/update_license.py82 # Check if directory existsCOMMENT
LOWlicenses/update_license.py85 # Check if license template existsCOMMENT
LOWowl/webapp_jp.py697 # Check if it's an empty row or deleted variableCOMMENT
LOWowl/webapp_jp.py340 # Check if the module is in MODULE_DESCRIPTIONSSTRING
LOWowl/webapp_jp.py373 # Check if it contains the construct_society functionSTRING
LOWowl/webapp.py615 # Check if it contains API-related keywords (case insensitive)COMMENT
LOWowl/webapp.py705 # Check if it's an empty row or deleted variableCOMMENT
LOWowl/webapp.py312 # Check if input is empty or contains only spacesSTRING
LOWowl/webapp.py346 # Check if the module is in MODULE_DESCRIPTIONSSTRING
LOWowl/webapp.py377 # Check if it contains the construct_society functionSTRING
LOWowl/utils/enhanced_role_playing.py495 # Check if usage info is available before accessing itSTRING
LOWowl/utils/enhanced_role_playing.py560 # Check if usage info is available before accessing itSTRING
LOWowl/utils/gaia.py116 # Check if directories exist; if not, download the dataSTRING
LOWexamples/run.py233 # Output the resultCOMMENT
LOWexamples/run_groq.py243 # Output the resultCOMMENT
LOWexamples/run_qwen.py245 # Output the resultCOMMENT
LOWexamples/run_gemini.py244 # Output the resultCOMMENT
LOWexamples/run_deepseek.py212 # Output the resultCOMMENT
LOWexamples/run_claude.py244 # Output the resultCOMMENT
LOWexamples/run_vllm.py279 # Output the resultCOMMENT
LOWcommunity_usecase/excel_analyzer/data_analyzer_zh.py174 # Check if usage info is available before accessing itSTRING
LOWcommunity_usecase/excel_analyzer/data_analyzer_zh.py304 # Output the resultCOMMENT
LOWcommunity_usecase/excel_analyzer/data_analyzer_en.py138 # Check if usage info is available before accessing itSTRING
LOWcommunity_usecase/excel_analyzer/data_analyzer_en.py259 # Output the resultCOMMENT
Hyper-Verbose Identifiers27 hits · 20 pts
SeverityFileLineSnippetContext
LOWlicenses/update_license.py76def update_license_in_directory(CODE
LOWowl/webapp_jp.py437def update_module_description(module_name: str) -> str:STRING
LOWowl/webapp.py439def update_module_description(module_name: str) -> str:STRING
LOWowl/webapp_zh.py422def update_module_description(module_name: str) -> str:STRING
LOWowl/webapp_backup.py445def update_module_description(module_name: str) -> str:STRING
LOWowl/utils/document_toolkit.py183 async def _extract_content_with_chunkr(CODE
LOWcommunity_usecase/stock-analysis/run.py56def run_society_with_strict_limit(society, round_limit=5, progress_callback=None) -> tuple[str, List[dict[Any, Any]], diCODE
LOWcommunity_usecase/stock-analysis/run.py108def construct_stock_analysis_society( company_name: str) -> RolePlaying:CODE
LOWcommunity_usecase/stock-analysis/run.py220def generate_stock_investment_report(CODE
LOWcommunity_usecase/stock-analysis/agent/sec_agent.py32def get_sec_summary_for_company(company_stock_name: str) -> str:CODE
LOWcommunity_usecase/qwen3_mcp/run_mcp_qwen3.py146async def run_society_with_formatted_output(society: OwlRolePlaying, md_filename: str, round_limit: int = 15):STRING
LOW…itization_Summarization_and_Article_Writing/project.py96def write_and_refine_article_section():STRING
LOW…_share_investment_agent_camel/src/tools/data_helper.py186def calculate_technical_indicators(df: pd.DataFrame) -> Dict[str, Any]:CODE
LOW…_investment_agent_camel/src/agents/investment_agent.py260 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.py193 def _calculate_technical_indicators(self, historical_data: Dict[str, Any]) -> Dict[str, Any]:CODE
LOW…investment_agent_camel/src/agents/market_data_agent.py457 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.py573 def _calculate_financial_trends(self, historical_data: List[Dict[str, Any]]) -> Dict[str, Any]:STRING
LOW…estment_agent_camel/src/agents/fundamentals_analyst.py103 def _create_fundamentals_signal(self, analysis_result: Dict[str, Any], stock_data: StockData) -> AnalysisSignal:STRING
LOW…ty_usecase/OWL Interview Preparation Assistant/main.py43def run_society_with_strict_limit(society, round_limit=5, progress_callback=None):CODE
LOW…ty_usecase/OWL Interview Preparation Assistant/main.py94def construct_interview_assistant(CODE
LOW…ty_usecase/OWL Interview Preparation Assistant/main.py234def generate_interview_questions(STRING
LOW…ty_usecase/OWL Interview Preparation Assistant/main.py282def create_interview_prep_plan(STRING
LOW…/OWL Interview Preparation Assistant/config/prompts.py33def get_company_research_prompt(company_name: str) -> str:STRING
LOW…/OWL Interview Preparation Assistant/config/prompts.py42def get_question_generator_prompt(job_role: str, company_name: str) -> str:STRING
LOW…/OWL Interview Preparation Assistant/config/prompts.py51def get_preparation_plan_prompt(job_role: str, company_name: str) -> str:STRING
LOWcommunity_usecase/cooking-assistant/run_gpt4o.py49def construct_cooking_society(task: str) -> RolePlaying:CODE
LOWcommunity_usecase/learning-assistant/run_gpt4o.py47def construct_learning_society(task: str) -> RolePlaying:CODE
AI Slop Vocabulary9 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUMcommunity_usecase/stock-analysis/run.py4# 1. Stock Analysis Assistant - Provides comprehensive stock investment advice and analysisCOMMENT
MEDIUM…e/stock-analysis/example/Apple/Apple_chat_history.json66 "assistant": "Solution: Below is the detailed markdown report for Apple Inc. (AAPL) as requested. The report includeCODE
MEDIUM…e/stock-analysis/example/Apple/Apple_chat_history.json76 "content": "# Apple Inc. (AAPL) Comprehensive Investment Analysis Report \n**Current Analysis Date: 2025-03-3CODE
MEDIUM…stock-analysis/example/Google/Google_chat_history.json4 "assistant": "Solution: I have gathered preliminary information about Google (Alphabet Inc.) from Baidu search resulCODE
MEDIUM…stock-analysis/example/Google/Google_chat_history.json63 "assistant": "Solution: I have retrieved the latest SEC filings for Alphabet Inc. (GOOGL) and extracted key financiaCODE
MEDIUM…stock-analysis/example/Google/Google_chat_history.json82 "content": "# Google (Alphabet Inc.) Investment Analysis Report\n\n## 1. Company Overview and Business Model\nCODE
MEDIUM…ock-analysis/example/Alibaba/Alibaba_chat_history.json74 "assistant": "Solution:\n\n### **Alibaba Financial Trend Analysis (2021-2024)** \n\nUsing the hypothetical data froCODE
MEDIUMcommunity_usecase/stock-analysis/agent/sec_agent.py33 r"""Retrieve and analyze SEC filing information for a specified company and generate a comprehensive analysis reportCODE
MEDIUMcommunity_usecase/stock-analysis/agent/sec_agent.py55 usr_msg = f"""Please search and analyze the SEC filings for {company_stock_name} and provide a comprehensive summarySTRING
Synthetic Comment Markers2 hits · 15 pts
SeverityFileLineSnippetContext
HIGH…ty_usecase/OWL Interview Preparation Assistant/main.py131 # Configure toolkits - Remove FileWriteToolkit as requestedCOMMENT
HIGH…ty_usecase/OWL Interview Preparation Assistant/main.py135 # Removed the FileWriteToolkit as requestedCOMMENT
Magic Placeholder Names4 hits · 10 pts
SeverityFileLineSnippetContext
HIGHexamples/run_qwen.py20Set it as QWEN_API_KEY="your-api-key" in your .env file or add it to your environment variables.STRING
HIGHexamples/run_gemini.py20Set it as GOOGLE_API_KEY="your-api-key" in your .env file or add it to your environment variables.STRING
HIGHexamples/run_deepseek.py20Set it as DEEPSEEK_API_KEY="your-api-key" in your .env file or add it to your environment variables.STRING
HIGHexamples/run_claude.py20Set it as ANTHROPIC_API_KEY="your-api-key" in your .env file or add it to your environment variables.STRING
Modern AI Meta-Vocabulary3 hits · 7 pts
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MEDIUMcommunity_usecase/COMMUNITY_CALL_FOR_USE_CASES.md27We are excited to announce a special initiative to expand the capabilities and applications of the OWL framework! As theCODE
MEDIUMcommunity_usecase/stock-analysis/run.py2# This is a stock analysis system based on OWL multi-agent technologyCOMMENT
MEDIUMcommunity_usecase/Whatsapp-MCP/README.md3This project demonstrates a use case connecting **OWL** (from [CAMEL-AI.org](https://camel-ai.org)) with the **WhatsApp CODE
Modern Structural Boilerplate5 hits · 6 pts
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LOWowl/utils/__init__.py25__all__ = [CODE
LOW…_share_investment_agent_camel/src/tools/data_helper.py10logger = logging.getLogger(__name__)CODE
LOW…secase/a_share_investment_agent_camel/src/tools/api.py10logger = logging.getLogger(__name__)CODE
LOW…/a_share_investment_agent_camel/src/agents/__init__.py18__all__ = [CODE
LOW…ty_usecase/OWL Interview Preparation Assistant/main.py34logger = logging.getLogger(__name__)CODE
Slop Phrases2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUM…ock-analysis/example/Alibaba/Alibaba_chat_history.json53 "result": "I'm sorry, but I was unable to retrieve the SEC filings for BABA. As a result, I cannot provide a comCODE
MEDIUM…ock-analysis/example/Alibaba/Alibaba_chat_history.json67 "result": "I'm sorry, but I was unable to retrieve the SEC filings for BABA. As a result, I cannot provide a comCODE
Cross-Language Confusion1 hit · 2 pts
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HIGH…ity_usecase/OWL Interview Preparation Assistant/app.py442 if (checkbox && checkbox.checked) {STRING
Overly Generic Function Names1 hit · 1 pts
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LOWcommunity_usecase/Puppeteer MCP/demo.py59async def run_task(task: str) -> str:CODE