AI Slop Code RIsk Monitor

ed-donner/agents

Repo for the Complete Agentic AI Engineering Course

34.1 High pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for ed-donner/agents, a Jupyter Notebook project with 6,356 GitHub stars. SynthScan examined 372,658 lines of code across 4330 source files, recording 6804 pattern matches distributed across 26 syntactic categories. The legacy adjusted pattern signal is 34.1 (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.

34.1
Adjusted Signal
34.1
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
6.4K
Stars
Jupyter Notebook
Language
372.7K
Lines of Code
4.3K
Files
6.8K
Pattern Hits
2026-10-12
Scan Date
0.21
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 32.0/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 2131 finding(s).

Hallucinated Dependency & Supply Chain Risk 21.4/100 · LOW

Are imports declared and package/API names verified? 1418 finding(s).

Agent Over-Engineering Ratio 70.5/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 4308 finding(s).

PR Review Velocity Impact 83.9/100 · CRITICAL

Which changes need focused human review? 6804 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

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.

Severity Breakdown

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.

CRITICAL 13HIGH 910MEDIUM 1073LOW 4808

Directory Score Breakdown

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.

Pattern Findings

The scanner identified 6804 distinct pattern matches across 26 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.

Cross-File Repetition733 hits · 3665 pts
SeverityFileLineSnippetContext
HIGH3_crewai/community_contributions/sandbox_tools.py0wipe the sandbox and re-initialize it as a fresh uv project with gradio.STRING
HIGH…jasee_w3d5/src/engineering_team/tools/sandbox_tools.py0wipe the sandbox and re-initialize it as a fresh uv project with gradio.STRING
HIGH…ering_team/src/engineering_team/tools/sandbox_tools.py0wipe the sandbox and re-initialize it as a fresh uv project with gradio.STRING
HIGH…lity_loops/src/engineering_team/tools/sandbox_tools.py0wipe the sandbox and re-initialize it as a fresh uv project with gradio.STRING
HIGH…ering_team/src/engineering_team/tools/sandbox_tools.py0wipe the sandbox and re-initialize it as a fresh uv project with gradio.STRING
HIGH3_crewai/community_contributions/sandbox_tools.py0list the filenames currently in the sandbox directory. returns: a newline-separated list of filenames, or a message if tSTRING
HIGH…jasee_w3d5/src/engineering_team/tools/sandbox_tools.py0list the filenames currently in the sandbox directory. returns: a newline-separated list of filenames, or a message if tSTRING
HIGH…ering_team/src/engineering_team/tools/sandbox_tools.py0list the filenames currently in the sandbox directory. returns: a newline-separated list of filenames, or a message if tSTRING
HIGH…lity_loops/src/engineering_team/tools/sandbox_tools.py0list the filenames currently in the sandbox directory. returns: a newline-separated list of filenames, or a message if tSTRING
HIGH…ence_team/src/data_science_crew/tools/sandbox_tools.py0list the filenames currently in the sandbox directory. returns: a newline-separated list of filenames, or a message if tSTRING
HIGH…ering_team/src/engineering_team/tools/sandbox_tools.py0list the filenames currently in the sandbox directory. returns: a newline-separated list of filenames, or a message if tSTRING
HIGH…rewai/reference/coder/src/coder/tools/sandbox_tools.py0list the filenames currently in the sandbox directory. returns: a newline-separated list of filenames, or a message if tSTRING
HIGH3_crewai/community_contributions/sandbox_tools.py0read and return the text contents of a file in the sandbox directory. args: filename: the name of the file to read (e.g.STRING
HIGH…jasee_w3d5/src/engineering_team/tools/sandbox_tools.py0read and return the text contents of a file in the sandbox directory. args: filename: the name of the file to read (e.g.STRING
HIGH…ering_team/src/engineering_team/tools/sandbox_tools.py0read and return the text contents of a file in the sandbox directory. args: filename: the name of the file to read (e.g.STRING
HIGH…lity_loops/src/engineering_team/tools/sandbox_tools.py0read and return the text contents of a file in the sandbox directory. args: filename: the name of the file to read (e.g.STRING
HIGH…ering_team/src/engineering_team/tools/sandbox_tools.py0read and return the text contents of a file in the sandbox directory. args: filename: the name of the file to read (e.g.STRING
HIGH…rewai/reference/coder/src/coder/tools/sandbox_tools.py0read and return the text contents of a file in the sandbox directory. args: filename: the name of the file to read (e.g.STRING
HIGH…ence_team/src/data_science_crew/tools/sandbox_tools.py0read and return the text contents of a file in the sandbox directory. args: filename: the name of the file to read (e.g.STRING
HIGH3_crewai/community_contributions/sandbox_tools.py0write text to a file in the sandbox directory, replacing any existing file with the same name. args: filename: the name STRING
HIGH…jasee_w3d5/src/engineering_team/tools/sandbox_tools.py0write text to a file in the sandbox directory, replacing any existing file with the same name. args: filename: the name STRING
HIGH…ering_team/src/engineering_team/tools/sandbox_tools.py0write text to a file in the sandbox directory, replacing any existing file with the same name. args: filename: the name STRING
HIGH…lity_loops/src/engineering_team/tools/sandbox_tools.py0write text to a file in the sandbox directory, replacing any existing file with the same name. args: filename: the name STRING
HIGH…ering_team/src/engineering_team/tools/sandbox_tools.py0write text to a file in the sandbox directory, replacing any existing file with the same name. args: filename: the name STRING
HIGH…rewai/reference/coder/src/coder/tools/sandbox_tools.py0write text to a file in the sandbox directory, replacing any existing file with the same name. args: filename: the name STRING
HIGH…ence_team/src/data_science_crew/tools/sandbox_tools.py0write text to a file in the sandbox directory, replacing any existing file with the same name. args: filename: the name STRING
HIGH3_crewai/community_contributions/sandbox_tools.py0execute a python file from the sandbox directory inside an ephemeral docker container, with the sandbox mounted as the wSTRING
HIGH…jasee_w3d5/src/engineering_team/tools/sandbox_tools.py0execute a python file from the sandbox directory inside an ephemeral docker container, with the sandbox mounted as the wSTRING
HIGH…ering_team/src/engineering_team/tools/sandbox_tools.py0execute a python file from the sandbox directory inside an ephemeral docker container, with the sandbox mounted as the wSTRING
HIGH…lity_loops/src/engineering_team/tools/sandbox_tools.py0execute a python file from the sandbox directory inside an ephemeral docker container, with the sandbox mounted as the wSTRING
HIGH…rewai/reference/coder/src/coder/tools/sandbox_tools.py0execute a python file from the sandbox directory inside an ephemeral docker container, with the sandbox mounted as the wSTRING
HIGH…butions/stock_picker_lmstudio/src/stock_picker/crew.py0a company that is in the news and attracting attentionSTRING
HIGH…est_market_research/src/latest_market_research/crew.py0a company that is in the news and attracting attentionSTRING
HIGH…ibutions/stock_picker_emads22/src/stock_picker/crew.py0a company that is in the news and attracting attentionSTRING
HIGH…stock_picker_paresh_tahiliani/src/stock_picker/crew.py0a company that is in the news and attracting attentionSTRING
HIGH…crewai/reference/stock_picker/src/stock_picker/crew.py0a company that is in the news and attracting attentionSTRING
HIGH…butions/stock_picker_lmstudio/src/stock_picker/crew.py0list of multiple trending companies that are in the newsSTRING
HIGH…ibutions/stock_picker_emads22/src/stock_picker/crew.py0list of multiple trending companies that are in the newsSTRING
HIGH…stock_picker_paresh_tahiliani/src/stock_picker/crew.py0list of multiple trending companies that are in the newsSTRING
HIGH…crewai/reference/stock_picker/src/stock_picker/crew.py0list of multiple trending companies that are in the newsSTRING
HIGH…ewai/community_contributions/debate_lmstudio/AGENTS.md0evaluates a mathematical expression and returns the result.STRING
HIGH…mmunity_contributions/adetayo/event_research/AGENTS.md0evaluates a mathematical expression and returns the result.STRING
HIGH…munity_contributions/blt909/homepage_builder/AGENTS.md0evaluates a mathematical expression and returns the result.STRING
HIGH3_crewai/reference/engineering_team/AGENTS.md0evaluates a mathematical expression and returns the result.STRING
HIGH3_crewai/reference/financial_researcher/AGENTS.md0evaluates a mathematical expression and returns the result.STRING
HIGH3_crewai/reference/debate/AGENTS.md0evaluates a mathematical expression and returns the result.STRING
HIGH3_crewai/reference/stock_picker/AGENTS.md0evaluates a mathematical expression and returns the result.STRING
HIGH3_crewai/reference/coder/AGENTS.md0evaluates a mathematical expression and returns the result.STRING
HIGH3_crewai/reference/researcher/AGENTS.md0evaluates a mathematical expression and returns the result.STRING
HIGH…igniters/engineering_team/src/engineering_team/main.py0a simple account management system for a trading simulation platform. the system should allow users to create an accountSTRING
HIGH…ontributions/jsjasee_w3d5/src/engineering_team/main.py0a simple account management system for a trading simulation platform. the system should allow users to create an accountSTRING
HIGH…ity_contributions/kisali/swe_team/src/swe_team/main.py0a simple account management system for a trading simulation platform. the system should allow users to create an accountSTRING
HIGH…ibutions/modular_code_gen/src/modular_code_gen/main.py0a simple account management system for a trading simulation platform. the system should allow users to create an accountSTRING
HIGH…engineering-team/src/advanced_engineering_team/main.py0a simple account management system for a trading simulation platform. the system should allow users to create an accountSTRING
HIGH…archical_engineering_team/src/engineering_team/main.py0a simple account management system for a trading simulation platform. the system should allow users to create an accountSTRING
HIGH…eering_team_quality_loops/src/engineering_team/main.py0a simple account management system for a trading simulation platform. the system should allow users to create an accountSTRING
HIGH…eference/engineering_team/src/engineering_team/main.py0a simple account management system for a trading simulation platform. the system should allow users to create an accountSTRING
HIGH…ntributions/jsjasee_w3d5/src/engineering_team/patch.py0monkey-patch for a crewai 1.14.4 bug where https mcp tool names are sanitized on discovery but the sanitized name is theSTRING
HIGH…rchical_engineering_team/src/engineering_team/patch.py0monkey-patch for a crewai 1.14.4 bug where https mcp tool names are sanitized on discovery but the sanitized name is theSTRING
HIGH…ering_team_quality_loops/src/engineering_team/patch.py0monkey-patch for a crewai 1.14.4 bug where https mcp tool names are sanitized on discovery but the sanitized name is theSTRING
673 more matches not shown…
Decorative Section Separators634 hits · 1938 pts
SeverityFileLineSnippetContext
MEDIUM…/community_contributions/2_linkedin_poster/src/crew.py6# ---------------COMMENT
MEDIUM…/community_contributions/2_linkedin_poster/src/crew.py8# -----------------------------COMMENT
MEDIUM⚡…test_market_research/src/latest_market_research/app.py7# ------------------------------COMMENT
MEDIUM⚡…test_market_research/src/latest_market_research/app.py9# ------------------------------COMMENT
MEDIUM⚡…test_market_research/src/latest_market_research/app.py19# ------------------------------COMMENT
MEDIUM⚡…test_market_research/src/latest_market_research/app.py21# ------------------------------COMMENT
MEDIUM⚡…test_market_research/src/latest_market_research/app.py27# ------------------------------COMMENT
MEDIUM⚡…test_market_research/src/latest_market_research/app.py29# ------------------------------COMMENT
MEDIUM3_crewai/community_contributions/ngahunj/agent.py12# ----------------------COMMENT
MEDIUM3_crewai/community_contributions/ngahunj/agent.py14# ----------------------COMMENT
MEDIUM3_crewai/community_contributions/ngahunj/agent.py27# ----------------------COMMENT
MEDIUM3_crewai/community_contributions/ngahunj/agent.py29# ----------------------COMMENT
MEDIUM3_crewai/community_contributions/ngahunj/agent.py53# ----------------------STRING
MEDIUM3_crewai/community_contributions/ngahunj/agent.py55# ----------------------STRING
MEDIUM⚡3_crewai/community_contributions/ngahunj/agent.py82# ----------------------STRING
MEDIUM⚡3_crewai/community_contributions/ngahunj/agent.py84# ----------------------STRING
MEDIUM3_crewai/community_contributions/ngahunj/agent.py122# ----------------------STRING
MEDIUM3_crewai/community_contributions/ngahunj/agent.py124# ----------------------STRING
MEDIUM3_crewai/community_contributions/ngahunj/agent.py143# ----------------------STRING
MEDIUM3_crewai/community_contributions/ngahunj/agent.py145# ----------------------STRING
MEDIUM⚡3_crewai/community_contributions/ngahunj/agent.py184# ----------------------STRING
MEDIUM⚡3_crewai/community_contributions/ngahunj/agent.py186# ----------------------STRING
MEDIUM⚡3_crewai/community_contributions/ngahunj/agent.py195# ----------------------STRING
MEDIUM⚡3_crewai/community_contributions/ngahunj/agent.py197# ----------------------STRING
MEDIUM3_crewai/community_contributions/ngahunj/agent.py213# ----------------------STRING
MEDIUM3_crewai/community_contributions/ngahunj/agent.py215# ----------------------STRING
MEDIUM⚡…ributions/travelmate/src/travelmate/config/agents.yaml1# =============================================================================COMMENT
MEDIUM⚡…ributions/travelmate/src/travelmate/config/agents.yaml3# =============================================================================COMMENT
MEDIUM⚡…ributions/travelmate/src/travelmate/config/agents.yaml7# =============================================================================COMMENT
MEDIUM⚡…ributions/travelmate/src/travelmate/config/agents.yaml9# =============================================================================COMMENT
MEDIUM⚡…ributions/travelmate/src/travelmate/config/agents.yaml56# =============================================================================COMMENT
MEDIUM⚡…ributions/travelmate/src/travelmate/config/agents.yaml58# =============================================================================COMMENT
MEDIUM⚡…tributions/travelmate/src/travelmate/config/tasks.yaml1# =============================================================================COMMENT
MEDIUM⚡…tributions/travelmate/src/travelmate/config/tasks.yaml3# =============================================================================COMMENT
MEDIUM⚡…tributions/travelmate/src/travelmate/config/tasks.yaml7# =============================================================================COMMENT
MEDIUM⚡…tributions/travelmate/src/travelmate/config/tasks.yaml9# =============================================================================COMMENT
MEDIUM…tributions/travelmate/src/travelmate/config/tasks.yaml58# =============================================================================COMMENT
MEDIUM…tributions/travelmate/src/travelmate/config/tasks.yaml60# =============================================================================COMMENT
MEDIUM…tributions/travelmate/src/travelmate/config/tasks.yaml138# =============================================================================COMMENT
MEDIUM…tributions/travelmate/src/travelmate/config/tasks.yaml140# =============================================================================COMMENT
MEDIUM…ibutions/stock_picker_emads22/src/stock_picker/main.py75# ------------------------------------------------------------COMMENT
MEDIUM…ibutions/stock_picker_emads22/src/stock_picker/main.py99# ------------------------------------------------------------COMMENT
MEDIUM…de_phoenix/src/code_phoenix/tools/notification_tool.py21 # -------------------------------------------------COMMENT
MEDIUM…unity_contributions/ijosh/src/digitalfarm_team/crew.py6# ---------------------------------------------------------------------------COMMENT
MEDIUM…unity_contributions/ijosh/src/digitalfarm_team/crew.py8# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…_contributions/1_swap_trading_prism/src/prism/tools.py11# ============================================================================COMMENT
MEDIUM⚡…_contributions/1_swap_trading_prism/src/prism/tools.py13# ============================================================================COMMENT
MEDIUM⚡…_contributions/1_swap_trading_prism/src/prism/tools.py151# ============================================================================COMMENT
MEDIUM⚡…_contributions/1_swap_trading_prism/src/prism/tools.py153# ============================================================================COMMENT
MEDIUM…_contributions/1_swap_trading_prism/src/prism/tools.py216# ============================================================================STRING
MEDIUM…_contributions/1_swap_trading_prism/src/prism/tools.py218# ============================================================================STRING
MEDIUM…ontributions/assignment_creator/src/homeworker/crew.py24 # -------------------------COMMENT
MEDIUM…ontributions/assignment_creator/src/homeworker/crew.py26 # -------------------------COMMENT
MEDIUM…ontributions/assignment_creator/src/homeworker/crew.py61 # -------------------------COMMENT
MEDIUM…ontributions/assignment_creator/src/homeworker/crew.py63 # -------------------------COMMENT
MEDIUM⚡…ontributions/assignment_creator/src/homeworker/crew.py85 # -------------------------COMMENT
MEDIUM⚡…ontributions/assignment_creator/src/homeworker/crew.py87 # -------------------------COMMENT
MEDIUM…ewai/reference/engineering_team/sandbox_gpt/backend.py16# ---------------------------------------------------------------------------COMMENT
MEDIUM…ewai/reference/engineering_team/sandbox_gpt/backend.py18# ---------------------------------------------------------------------------COMMENT
MEDIUM…ewai/reference/engineering_team/sandbox_gpt/backend.py53# ---------------------------------------------------------------------------COMMENT
574 more matches not shown…
Excessive Try-Catch Wrapping1672 hits · 1831 pts
SeverityFileLineSnippetContext
LOW…ma-ndari_dev_swarm/src/dev_swarm/tools/system_tools.py33 except Exception as e:CODE
LOW…s/Sama-ndari_dev_swarm/src/dev_swarm/tools/qa_tools.py28 except Exception as e:CODE
LOW…butions/software_team_flow_ui_no_code_docker_run/ui.py19 except Exception as e:CODE
LOW…n/src/software_team_flow_ui_no_code_docker_run/main.py204 except Exception as e:STRING
LOW…ware_team_flow_ui_no_code_docker_run/tools/zip_tool.py83 except Exception as e:CODE
LOW…rtinsawojide/code_converter/src/code_converter/main.py64 except Exception as e:STRING
LOW…esearcher_guard/src/financial_researcher_guard/crew.py40 except Exception as e:CODE
LOW…esearcher_guard/src/financial_researcher_guard/main.py28 except Exception as e:CODE
LOW…esearcher_guard/src/financial_researcher_guard/main.py43 except Exception as e:CODE
LOW…esearcher_guard/src/financial_researcher_guard/main.py53 except Exception as e:CODE
LOW…esearcher_guard/src/financial_researcher_guard/main.py68 except Exception as e:CODE
LOW…/community_contributions/2_linkedin_poster/src/main.py35 except Exception as e:CODE
LOW…tions/financial_analyser/analyser/src/analyser/main.py29 except Exception as e:CODE
LOW…tions/financial_analyser/analyser/src/analyser/main.py43 except Exception as e:CODE
LOW…tions/financial_analyser/analyser/src/analyser/main.py53 except Exception as e:CODE
LOW…tions/financial_analyser/analyser/src/analyser/main.py68 except Exception as e:CODE
LOW…utions/student_companion/src/student_companion/main.py25 except Exception as e:CODE
LOW…utions/student_companion/src/student_companion/main.py40 except Exception as e:CODE
LOW…utions/student_companion/src/student_companion/main.py50 except Exception as e:CODE
LOW…utions/student_companion/src/student_companion/main.py65 except Exception as e:CODE
LOW…ns/incident_postmortem/src/incident_postmortem/main.py38 except Exception as e:STRING
LOW…a3_igniters_ebenhays/bitsnbites/src/bitsnbites/main.py42 except Exception as e:CODE
LOW…tributions/debate_lmstudio/src/debate_lmstudio/main.py22 except Exception as e:CODE
LOW…tributions/debate_lmstudio/src/debate_lmstudio/main.py37 except Exception as e:CODE
LOW…tributions/debate_lmstudio/src/debate_lmstudio/main.py47 except Exception as e:CODE
LOW…tributions/debate_lmstudio/src/debate_lmstudio/main.py62 except Exception as e:CODE
LOW…tributions/debate_lmstudio/src/debate_lmstudio/main.py88 except Exception as e:CODE
LOW…dership_calibration/src/leadership_calibration/main.py28 except Exception as e:CODE
LOW…dership_calibration/src/leadership_calibration/main.py43 except Exception as e:CODE
LOW…dership_calibration/src/leadership_calibration/main.py54 except Exception as e:CODE
LOW…dership_calibration/src/leadership_calibration/main.py70 except Exception as e:CODE
LOW…dership_calibration/src/leadership_calibration/main.py97 except Exception as e:CODE
LOW…tributions/resume_match_ai/src/resume_match_ai/main.py24 except Exception as e:CODE
LOW…tributions/resume_match_ai/src/resume_match_ai/main.py40 except Exception as e:CODE
LOW…ontributions/sam__/news_writer/src/news_writer/main.py24 except Exception as e:CODE
LOW…_Financial_Researcher/src/financial_researcher/main.py28 except Exception as e:CODE
LOW…_Financial_Researcher/src/financial_researcher/main.py43 except Exception as e:CODE
LOW…_Financial_Researcher/src/financial_researcher/main.py53 except Exception as e:CODE
LOW…_Financial_Researcher/src/financial_researcher/main.py68 except Exception as e:CODE
LOW…_Financial_Researcher/src/financial_researcher/main.py94 except Exception as e:CODE
LOW…searcher/src/financial_researcher/tools/search_tool.py20 except Exception as e:CODE
LOW…igniters/engineering_team/src/engineering_team/main.py46 except Exception as e:STRING
LOW…dea_brainstormer/src/startup_idea_brainstormer/main.py28 except Exception as e:CODE
LOW…dea_brainstormer/src/startup_idea_brainstormer/main.py43 except Exception as e:CODE
LOW…dea_brainstormer/src/startup_idea_brainstormer/main.py53 except Exception as e:CODE
LOW…dea_brainstormer/src/startup_idea_brainstormer/main.py68 except Exception as e:CODE
LOW…dea_brainstormer/src/startup_idea_brainstormer/main.py94 except Exception as e:CODE
LOW…ntributions/jsjasee_w3d5/src/engineering_team/patch.py39 except Exception as e:CODE
LOW…ntributions/jsjasee_w3d5/src/engineering_team/patch.py67 except Exception as e:CODE
LOW…ontributions/jsjasee_w3d5/src/engineering_team/main.py41 except Exception as e:STRING
LOW…ontributions/jsjasee_w3d5/src/engineering_team/main.py55 except Exception as e:STRING
LOW…ontributions/jsjasee_w3d5/src/engineering_team/main.py66 except Exception as e:STRING
LOW…ontributions/jsjasee_w3d5/src/engineering_team/main.py81 except Exception as e:STRING
LOW…ontributions/jsjasee_w3d5/src/engineering_team/main.py110 except Exception as e:STRING
LOW…tributions/latest_market_research/src/streamlit_app.py34 except Exception as e:CODE
LOW…hidera-ugo/content_creator/src/content_creator/main.py23 except Exception as e:CODE
LOW…hidera-ugo/content_creator/src/content_creator/main.py40 except Exception as e:CODE
LOW…hidera-ugo/content_creator/src/content_creator/main.py48 except Exception as e:CODE
LOW…hidera-ugo/content_creator/src/content_creator/main.py65 except Exception as e:CODE
LOW…/financial_researcher/src/financial_researcher/main.py22 except Exception as e:CODE
1612 more matches not shown…
Unused Imports1322 hits · 1305 pts
SeverityFileLineSnippetContext
LOW…ntributions/Sama-ndari_dev_swarm/src/dev_swarm/crew.py7CODE
LOW…_flow_ui_no_code_docker_run/crews/zip_crew/zip_crew.py2CODE
LOW…ui_no_code_docker_run/crews/design_crew/design_crew.py1CODE
LOW…rtinsawojide/code_converter/src/code_converter/crew.py1CODE
LOW…esearcher_guard/src/financial_researcher_guard/main.py4CODE
LOW…tions/financial_analyser/analyser/src/analyser/crew.py3CODE
LOW…tions/financial_analyser/analyser/src/analyser/crew.py5CODE
LOW…tions/financial_analyser/analyser/src/analyser/main.py5CODE
LOW3_crewai/community_contributions/Ayesha/crew.py1CODE
LOW3_crewai/community_contributions/Ayesha/crew.py2CODE
LOW3_crewai/community_contributions/Ayesha/crew.py3CODE
LOW3_crewai/community_contributions/Ayesha/main.py1CODE
LOW3_crewai/community_contributions/Ayesha/main.py2CODE
LOW3_crewai/community_contributions/Ayesha/main.py3CODE
LOW3_crewai/community_contributions/Ayesha/main.py4CODE
LOW…ibutions/stock-picker-advance/scripts/sanity_memory.py1CODE
LOW…ibutions/stock-picker-advance/src/stock_picker/crew.py1CODE
LOW…ck_picker_lmstudio/src/stock_picker/lmstudio_loader.py3CODE
LOW…ck_picker_lmstudio/src/stock_picker/lmstudio_loader.py4CODE
LOW…ck_picker_lmstudio/src/stock_picker/lmstudio_loader.py4CODE
LOW…butions/stock_picker_lmstudio/src/stock_picker/main.py2CODE
LOW…butions/stock_picker_lmstudio/src/stock_picker/main.py4CODE
LOW…a3_igniters_ebenhays/bitsnbites/src/bitsnbites/main.py2CODE
LOW…tributions/debate_lmstudio/src/debate_lmstudio/crew.py3CODE
LOW…dership_calibration/src/leadership_calibration/crew.py1CODE
LOW…ontributions/sam__/news_writer/src/news_writer/crew.py1CODE
LOW…ontributions/sam__/news_writer/src/news_writer/crew.py3CODE
LOW…ontributions/sam__/news_writer/src/news_writer/main.py2CODE
LOW…ontributions/sam__/news_writer/src/news_writer/main.py5CODE
LOW…nity_contributions/ngx_analyst/src/ngx_analyst/crew.py3CODE
LOW…nity_contributions/ngx_analyst/src/ngx_analyst/main.py2CODE
LOW…nity_contributions/ngx_analyst/src/ngx_analyst/main.py5CODE
LOW…igniters/engineering_team/src/engineering_team/main.py2CODE
LOW…igniters/engineering_team/src/engineering_team/main.py6CODE
LOW…ommunity_contributions/engineering_team_ns_sly/main.py2CODE
LOW…ommunity_contributions/engineering_team_ns_sly/main.py5CODE
LOW…ontributions/jsjasee_w3d5/src/engineering_team/main.py8CODE
LOW…est_market_research/src/latest_market_research/crew.py1CODE
LOW…est_market_research/src/latest_market_research/crew.py2CODE
LOW…est_market_research/src/latest_market_research/crew.py5CODE
LOW…est_market_research/src/latest_market_research/main.py3CODE
LOW…mmunity_contributions/kisali/debate/src/debate/main.py2CODE
LOW…mmunity_contributions/kisali/debate/src/debate/main.py5CODE
LOW…ributions/kisali/stock_picker/src/stock_picker/crew.py1CODE
LOW…ntributions/kisali/coder_agent/src/coder_agent/main.py5CODE
LOW…ibutions/modular_code_gen/src/modular_code_gen/crew.py7CODE
LOW…ibutions/modular_code_gen/src/modular_code_gen/crew.py8CODE
LOW…ibutions/modular_code_gen/src/modular_code_gen/main.py5CODE
LOW…ibutions/modular_code_gen/src/modular_code_gen/main.py6CODE
LOW…_contributions/crypto_market/src/crypto_market/main.py1CODE
LOW…y_contributions/gomezc08/swe_team/src/swe_team/main.py2CODE
LOW…y_contributions/gomezc08/swe_team/src/swe_team/main.py5CODE
LOW…mezc08/university_picker/src/university_picker/crew.py4CODE
LOW…mezc08/university_picker/src/university_picker/crew.py10CODE
LOW…mmunity_contributions/gomezc08/coder/src/coder/crew.py3CODE
LOW…mmunity_contributions/gomezc08/coder/src/coder/crew.py4CODE
LOW…mmunity_contributions/gomezc08/coder/src/coder/main.py2CODE
LOW…mmunity_contributions/gomezc08/coder/src/coder/main.py5CODE
LOW…neering_team/src/advanced_engineering_team/__init__.py1CODE
LOW…neering_team/src/advanced_engineering_team/__init__.py1CODE
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Hyper-Verbose Identifiers1030 hits · 1051 pts
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LOW…butions/stock_picker_lmstudio/src/stock_picker/crew.py72 def research_trending_companies(self) -> Task:CODE
LOW…utions/student_companion/src/student_companion/crew.py64 def study_content_generation_task(self) -> Task:CODE
LOW⚡…dership_calibration/src/leadership_calibration/crew.py43 def engineering_manager_agent(self) -> Agent:CODE
LOW⚡…dership_calibration/src/leadership_calibration/crew.py53 def architect_position_statement(self) -> Task:CODE
LOW⚡…dership_calibration/src/leadership_calibration/crew.py59 def engineering_manager_position_statement(self) -> Task:CODE
LOW⚡…dership_calibration/src/leadership_calibration/crew.py65 def final_alignment_and_resolution(self) -> Task:CODE
LOW…est_market_research/src/latest_market_research/crew.py52 def emerging_companies_finder(self)-> Agent:CODE
LOW…est_market_research/src/latest_market_research/crew.py73 def research_emerging_companies(self) -> Task:CODE
LOW…ributions/kisali/stock_picker/src/stock_picker/crew.py70 def research_trending_companies(self) -> Task:CODE
LOW…butions/modular_code_gen/account_directory/accounts.py30def calculate_portfolio_value(user_id):CODE
LOW…ions/financial_advisory/src/financial_advisory/crew.py41 def reporting_analyst_financial_plan(self) -> Agent:CODE
LOW…ions/financial_advisory/src/financial_advisory/crew.py64 def financial_plan_report_task(self) -> Task:CODE
LOW…_contributions/crypto_market/src/crypto_market/crew.py100 def research_crypto_fundamentals(self) -> Task:CODE
LOW…ributions/gomezc08/swe_team/src/swe_team/guardrails.py35 def validate_design_structure(result: TaskOutput) -> Tuple[bool, Any]:CODE
LOW…mezc08/university_picker/src/university_picker/crew.py49 def suitable_university_finder(self) -> Agent:CODE
LOW⚡…mezc08/university_picker/src/university_picker/crew.py66 def find_suitable_universities_task(self) -> Task:CODE
LOW⚡…mezc08/university_picker/src/university_picker/crew.py73 def research_universities_task(self) -> Task:CODE
LOW⚡…mezc08/university_picker/src/university_picker/crew.py80 def pick_best_university_task(self) -> Task:CODE
LOW…_researcher/src/interview_questions_researcher/crew.py27 def generate_interview_questions_task(self) -> Task:CODE
LOW…engineering_team/src/advanced_engineering_team/crew.py117def build_feature_engineering_crew() -> Crew:CODE
LOW…munity_contributions/travelmate/src/travelmate/crew.py106 def complete_travel_package_task(self) -> Task:CODE
LOW…unity_contributions/misi/dev_team/src/dev_team/crew.py259 def _frontend_task_description(CODE
LOW…ontributions/schema_builder/src/schema_builder/crew.py48 def analyze_requirements_task(self) -> Task:CODE
LOW…ibutions/stock_picker_emads22/src/stock_picker/crew.py85 def research_trending_companies(self) -> Task:CODE
LOW…engineering-team/src/advanced_engineering_team/main.py54def _extract_code_from_markdown(text: str) -> str:CODE
LOW…ering-team/src/advanced_engineering_team/llm/config.py21def get_model_string_for_role(role: str) -> str:CODE
LOW…ty_contributions/data_science_help/outputs/analysis.py21 def _looks_like_datetime_series(s: pd.Series, sample: int = 50) -> bool:CODE
LOW…data_science_help/src/data_science_help/tools/tools.py15def get_code_interpreter_tool():CODE
LOW…utions/sw_team/eng_team_flow/src/eng_team_flow/main.py39 def generate_business_usecase(self):CODE
LOW…utions/sw_team/eng_team_flow/src/eng_team_flow/main.py59 def generate_engineering_task_list(self):CODE
LOW…flow/src/eng_team_flow/crews/business/business_crew.py29 def business_usecase_generation_task(self) -> Task:CODE
LOW…flow/src/eng_team_flow/crews/business/business_crew.py35 def track_collaboration_from_business(self, output):CODE
LOW…team_flow/crews/manager/technical/technical_manager.py54 def generate_engineering_task_list(self) -> Task:CODE
LOW…team_flow/crews/manager/technical/technical_manager.py62 def track_collaboration_from_manager(self, output):CODE
LOW…team_flow_se_agents_combined/src/eng_team_flow/main.py36 def generate_business_usecase(self):CODE
LOW…team_flow_se_agents_combined/src/eng_team_flow/main.py56 def generate_engineering_task_list(self):CODE
LOW…ined/src/eng_team_flow/crews/business/business_crew.py29 def business_usecase_generation_task(self) -> Task:CODE
LOW…ined/src/eng_team_flow/crews/business/business_crew.py35 def track_collaboration_from_business(self, output):CODE
LOW…team_flow/crews/manager/technical/technical_manager.py54 def generate_engineering_task_list(self) -> Task:CODE
LOW…team_flow/crews/manager/technical/technical_manager.py62 def track_collaboration_from_manager(self, output):CODE
LOW…tware-engineering-crew/output/tests/test_validation.py13def test_to_cash_and_to_qty_various_types_and_rounding():CODE
LOW…tware-engineering-crew/output/tests/test_validation.py27def test_require_positive_and_non_negative_cash():CODE
LOW…tware-engineering-crew/output/tests/test_validation.py50def test_require_positive_and_non_negative_qty():CODE
LOW…tware-engineering-crew/output/tests/test_validation.py72def test_normalize_symbol_and_side():CODE
LOW…tware-engineering-crew/output/tests/test_validation.py95def test_ensure_sufficient_funds_and_quantity():CODE
LOW…tware-engineering-crew/output/tests/test_validation.py117def test_total_cash_computation_and_rounding():CODE
LOW…tware-engineering-crew/output/tests/test_validation.py147def test_constructor_decimal_places_validation_and_zero_places_behavior():CODE
LOW…tware-engineering-crew/output/tests/test_validation.py162def test_rules_dataclass_is_immutable():CODE
LOW…software-engineering-crew/output/tests/test_trading.py19def test_create_account_default():CODE
LOW…software-engineering-crew/output/tests/test_trading.py38def test_create_account_with_initial_cash_various_types_and_rounding():CODE
LOW⚡…software-engineering-crew/output/tests/test_trading.py61def test_create_account_duplicate_id():CODE
LOW⚡…software-engineering-crew/output/tests/test_trading.py69def test_create_account_invalid_initial_cash():CODE
LOW⚡…software-engineering-crew/output/tests/test_trading.py77def test_buy_and_sell_normal_flow_and_trades():CODE
LOW…software-engineering-crew/output/tests/test_trading.py115def test_place_order_invalid_params_and_missing_account():CODE
LOW…software-engineering-crew/output/tests/test_trading.py154def test_buy_insufficient_cash_error():CODE
LOW…software-engineering-crew/output/tests/test_trading.py165def test_sell_insufficient_holdings_error():CODE
LOW…software-engineering-crew/output/tests/test_trading.py182def test_quantization_and_rounding_behavior():CODE
LOW…software-engineering-crew/output/tests/test_trading.py197def test_get_trades_returns_copies_and_account_specific():CODE
LOW…software-engineering-crew/output/tests/test_trading.py228def test_list_accounts_contains_all_created():CODE
LOW…software-engineering-crew/output/tests/test_trading.py236def test_constructor_decimal_places_validation():CODE
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Empty Error Handlers96 hits · 480 pts
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HIGH…engineering-team/src/advanced_engineering_team/crew.py15except ImportError:CODE
HIGH…ty_contributions/data_science_help/outputs/analysis.py47except Exception:CODE
HIGH…mmunity_contributions/data_science_help/outputs/app.py39except Exception:CODE
HIGH…ty_contributions/data_science_help/outputs/cleaning.py35except Exception:CODE
HIGH…ence_team/src/data_science_crew/tools/sandbox_tools.py97except Exception:CODE
HIGH3_crewai/reference/engineering_team/sandbox_gpt/app.py160except ValueError:CODE
HIGH6_mcp/backend/accounts_client.py25except (ImportError, ModuleNotFoundError, AttributeError, ):CODE
HIGH…butions/salah/devops-monitor-agent/src/devops_floor.py68except KeyboardInterrupt:CODE
HIGH…butions/salah/devops-monitor-agent/src/devops_floor.py70except Exception as e:CODE
HIGH…utions/salah/devops-monitor-agent/src/devops_server.py126except (AttributeError, OSError):CODE
HIGH…ty_contributions/edfolmi/re_order_my_files_explorer.py111except OSError:CODE
HIGH…ty_contributions/edfolmi/re_order_my_files_explorer.py132except OSError:CODE
HIGH…ty_contributions/edfolmi/re_order_my_files_explorer.py154except OSError:CODE
HIGH…ty_contributions/edfolmi/re_order_my_files_explorer.py177except OSError:CODE
HIGH…ty_contributions/edfolmi/re_order_my_files_explorer.py35except OSError:CODE
HIGH…ontributions/asket-mcp/asket_mcp/services/url_fetch.py21except ValueError:CODE
HIGH6_mcp/community_contributions/obogomaty/mcp_server.py82except OSError:CODE
HIGH6_mcp/community_contributions/obogomaty/mcp_server.py97except OSError:CODE
HIGH6_mcp/community_contributions/obogomaty/mcp_server.py113except OSError:CODE
HIGH6_mcp/community_contributions/obogomaty/mcp_server.py131except OSError:CODE
HIGH6_mcp/community_contributions/obogomaty/mcp_server.py27except OSError:CODE
HIGH…ity_contributions/rnik12_holiday_checker_mcp/server.py54except Exception:CODE
HIGH…ity_contributions/rnik12_holiday_checker_mcp/server.py93except Exception:CODE
HIGH6_mcp/community_contributions/tolu/app.py76except:CODE
HIGH6_mcp/community_contributions/codypharm/rx_logic.py764except Exception:CODE
HIGH6_mcp/community_contributions/codypharm/rx_logic.py775except Exception:CODE
HIGH6_mcp/community_contributions/wakanda-Abayomi/main.py142except (ValueError, ZeroDivisionError, OverflowError):CODE
HIGH6_mcp/community_contributions/PrasadGaitonde/program.py44except:CODE
HIGH…ons/kachaje-andela-genai-bootcamp/local_trace/trace.py89except Exception:CODE
HIGH…ons/kachaje-andela-genai-bootcamp/local_trace/trace.py100except Exception:CODE
HIGH…ons/kachaje-andela-genai-bootcamp/local_trace/trace.py533except Exception:CODE
HIGH5_agent_frameworks/5_agent_loop/qa_agent.py113except Exception:CODE
HIGH5_agent_frameworks/5_agent_loop/orchestrator.py97except (ProcessLookupError, OSError):CODE
HIGH5_agent_frameworks/5_agent_loop/orchestrator.py299except Exception:CODE
HIGH5_agent_frameworks/5_agent_loop/css_agent.py90except Exception:CODE
HIGH…contributions/martinsawojide/job_cv_agent/committee.py237except Exception:CODE
HIGH…contributions/martinsawojide/job_cv_agent/committee.py245except Exception:CODE
HIGH…contributions/martinsawojide/job_cv_agent/committee.py253except Exception:CODE
HIGH…ity_contributions/martinsawojide/job_cv_agent/tools.py47except Exception:CODE
HIGH…butions/martinsawojide/job_cv_agent/website_scraper.py89except Exception:CODE
HIGH…butions/code_reviewer/mcp_severs/test_runner/server.py28except Exception:CODE
HIGH…butions/code_reviewer/mcp_severs/test_runner/server.py61except Exception:CODE
HIGH…butions/code_reviewer/mcp_severs/test_runner/server.py76except Exception:CODE
HIGH…butions/CynthiaOmovoiye/deep_research/deep_research.py76except asyncio.CancelledError:CODE
HIGH…larifying_questions_and_rate_limiting/deep_research.py63except Exception:CODE
HIGH2_openai/community_contributions/Paddy/app.py27except Exception:CODE
HIGH…ibutions/dkisselev-zz/persona_rag/data/process_data.py571except ValueError:CODE
HIGH…munity_contributions/bot_board/conversation_context.py68except Exception:CODE
HIGH…s/community_contributions/haastrupea/src/rag_system.py53except:CODE
HIGH…undations/community_contributions/AdnanGobeljic/app.py76except requests.RequestException:CODE
HIGH…ons/community_contributions/iamumarjaved/rag_system.py90except:CODE
HIGH…ons/community_contributions/digital_twin_joshua/app.py111except Exception:CODE
HIGH…ons/community_contributions/digital_twin_joshua/app.py119except Exception:CODE
HIGH…raph/community_contributions/codekick_muthama/graph.py39except Exception:CODE
HIGH…mmunity_contributions/codekick_muthama/orchestrator.py38except Exception:CODE
HIGH…mmunity_contributions/codekick_muthama/orchestrator.py76except Exception:CODE
HIGH…mmunity_contributions/codekick_muthama/orchestrator.py83except Exception:CODE
HIGH…mmunity_contributions/codekick_muthama/orchestrator.py93except Exception:CODE
HIGH…in_langgraph/community_contributions/chrys/sidekick.py155except Exception:CODE
HIGH…ontributions/salah/log-analyzer-and-alert-agent/app.py34except Exception:CODE
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Modern AI Meta-Vocabulary135 hits · 374 pts
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MEDIUMREADME.md22[Where are the course resources](https://edwarddonner.com/2025/04/21/the-complete-agentic-ai-engineering-course/)CODE
MEDIUMREADME.md47- The course [resources](https://edwarddonner.com/2025/04/21/the-complete-agentic-ai-engineering-course/) with videosCODE
MEDIUM…ons/software_team_flow_ui_no_code_docker_run/README.md58I want to sincerely thank the instructors for the **[Complete Agentic AI Engineering Course](https://www.udemy.com/coursCODE
MEDIUM…butions/stock_picker_lmstudio/src/stock_picker/crew.py110 # Short-term memory for current context using RAGCOMMENT
MEDIUM…ewai/community_contributions/debate_lmstudio/AGENTS.md59# Project scaffoldingCOMMENT
MEDIUM…ewai/community_contributions/debate_lmstudio/AGENTS.md111│ ├── crew.py # Crew orchestration classCODE
MEDIUM…ewai/community_contributions/debate_lmstudio/AGENTS.md129│ ├── main.py # Flow orchestrationCODE
MEDIUM…ewai/community_contributions/debate_lmstudio/AGENTS.md456# Multiple guardrailsCOMMENT
MEDIUM…_contributions/crypto_market/src/crypto_market/crew.py141 # Short-term memory for current context using RAGCOMMENT
MEDIUM…mmunity_contributions/adetayo/event_research/AGENTS.md59# Project scaffoldingCOMMENT
MEDIUM…mmunity_contributions/adetayo/event_research/AGENTS.md111│ ├── crew.py # Crew orchestration classCODE
MEDIUM…mmunity_contributions/adetayo/event_research/AGENTS.md129│ ├── main.py # Flow orchestrationCODE
MEDIUM…mmunity_contributions/adetayo/event_research/AGENTS.md456# Multiple guardrailsCOMMENT
MEDIUM…_picker_emads22/update_docs/crewai_memory_fix_guide.md107 # Manager agent orchestrates the flow in hierarchical process modeCOMMENT
MEDIUM…ibutions/stock_picker_emads22/src/stock_picker/crew.py142 # - process: hierarchical mode, with the manager agent orchestrating the flowCOMMENT
MEDIUM…ibutions/stock_picker_emads22/src/stock_picker/crew.py157 # The small OpenAI embedding model is cost-efficient and fast.COMMENT
MEDIUM…i_kayode/src/flight_ai_researcher/tools/custom_tool.py26## Flight & agentic-AI research scaffolding (use to structure queries)COMMENT
MEDIUM…i_kayode/src/flight_ai_researcher/tools/custom_tool.py26## Flight & agentic-AI research scaffolding (use to structure queries)COMMENT
MEDIUM…munity_contributions/blt909/homepage_builder/AGENTS.md59# Project scaffoldingCOMMENT
MEDIUM…munity_contributions/blt909/homepage_builder/AGENTS.md111│ ├── crew.py # Crew orchestration classCODE
MEDIUM…munity_contributions/blt909/homepage_builder/AGENTS.md129│ ├── main.py # Flow orchestrationCODE
MEDIUM…munity_contributions/blt909/homepage_builder/AGENTS.md456# Multiple guardrailsCOMMENT
MEDIUM⚡…ontributions/assignment_creator/src/homeworker/crew.py93 # For dynamic routing, use main.py orchestration as now.COMMENT
MEDIUM…luwaferanmi_oluwagbamila/WEEK3_CONTRIBUTION_SUMMARY.md206├── orchestration_engine.py # Lab 3 orchestrationCODE
MEDIUM3_crewai/community_contributions/class_action/AGENTS.md59# Project scaffoldingCOMMENT
MEDIUM3_crewai/community_contributions/class_action/AGENTS.md111│ ├── crew.py # Crew orchestration classCODE
MEDIUM3_crewai/community_contributions/class_action/AGENTS.md129│ ├── main.py # Flow orchestrationCODE
MEDIUM3_crewai/community_contributions/class_action/AGENTS.md456# Multiple guardrailsCOMMENT
MEDIUM3_crewai/reference/engineering_team/AGENTS.md59# Project scaffoldingCOMMENT
MEDIUM3_crewai/reference/engineering_team/AGENTS.md111│ ├── crew.py # Crew orchestration classCODE
MEDIUM3_crewai/reference/engineering_team/AGENTS.md129│ ├── main.py # Flow orchestrationCODE
MEDIUM3_crewai/reference/engineering_team/AGENTS.md456# Multiple guardrailsCOMMENT
MEDIUM3_crewai/reference/financial_researcher/AGENTS.md59# Project scaffoldingCOMMENT
MEDIUM3_crewai/reference/financial_researcher/AGENTS.md111│ ├── crew.py # Crew orchestration classCODE
MEDIUM3_crewai/reference/financial_researcher/AGENTS.md129│ ├── main.py # Flow orchestrationCODE
MEDIUM3_crewai/reference/financial_researcher/AGENTS.md456# Multiple guardrailsCOMMENT
MEDIUM3_crewai/reference/debate/AGENTS.md59# Project scaffoldingCOMMENT
MEDIUM3_crewai/reference/debate/AGENTS.md111│ ├── crew.py # Crew orchestration classCODE
MEDIUM3_crewai/reference/debate/AGENTS.md129│ ├── main.py # Flow orchestrationCODE
MEDIUM3_crewai/reference/debate/AGENTS.md456# Multiple guardrailsCOMMENT
MEDIUM3_crewai/reference/stock_picker/AGENTS.md59# Project scaffoldingCOMMENT
MEDIUM3_crewai/reference/stock_picker/AGENTS.md111│ ├── crew.py # Crew orchestration classCODE
MEDIUM3_crewai/reference/stock_picker/AGENTS.md129│ ├── main.py # Flow orchestrationCODE
MEDIUM3_crewai/reference/stock_picker/AGENTS.md456# Multiple guardrailsCOMMENT
MEDIUM3_crewai/reference/coder/AGENTS.md59# Project scaffoldingCOMMENT
MEDIUM3_crewai/reference/coder/AGENTS.md111│ ├── crew.py # Crew orchestration classCODE
MEDIUM3_crewai/reference/coder/AGENTS.md129│ ├── main.py # Flow orchestrationCODE
MEDIUM3_crewai/reference/coder/AGENTS.md456# Multiple guardrailsCOMMENT
MEDIUM3_crewai/reference/researcher/report.md209### Typical Enterprise RAG StackCOMMENT
MEDIUM3_crewai/reference/researcher/report.md221### Why RAG MattersCOMMENT
MEDIUM3_crewai/reference/researcher/AGENTS.md59# Project scaffoldingCOMMENT
MEDIUM3_crewai/reference/researcher/AGENTS.md111│ ├── crew.py # Crew orchestration classCODE
MEDIUM3_crewai/reference/researcher/AGENTS.md129│ ├── main.py # Flow orchestrationCODE
MEDIUM3_crewai/reference/researcher/AGENTS.md456# Multiple guardrailsCOMMENT
MEDIUM…community_contributions/sonya_agentic_rag_v2/README.md1# Agentic RAG equipped w/ Chunking, Hybrid Retriever and MRR (Re-Ranker)COMMENT
MEDIUM…community_contributions/sonya_agentic_rag_v2/README.md3### Simulate An Intelligent RAG system in Health Care IndustryCOMMENT
MEDIUM…community_contributions/sonya_agentic_rag_v2/README.md15There is an [Adaptive RAG](https://github.com/langchain-ai/langgraph/blob/main/examples/rag/langgraph_adaptive_rag.ipynbCODE
MEDIUM…community_contributions/sonya_agentic_rag_v2/README.md64[Build Agentic RAG using LangGraph](https://ai.plainenglish.io/build-agentic-rag-using-langgraph-b568aa26d710)CODE
MEDIUM⚡…ributions/sonya_agentic_rag_v2/documents_retrievers.py17 # Chromadb is using "all-MiniLM-L6-v2" as embedding model. That is a good choice (384 dimensions and OpenAIEmbeddinCOMMENT
MEDIUM⚡…ributions/sonya_agentic_rag_v2/documents_retrievers.py19 # reranker_model need to match chromadb embedding model. Keep both using "all-MiniLM-L6-v2" for nowCOMMENT
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Structural Annotation Overuse165 hits · 284 pts
SeverityFileLineSnippetContext
LOW…_picker_emads22/update_docs/crewai_memory_fix_guide.md23### Step 1: Remove Manual Memory InstantiationCOMMENT
LOW…_picker_emads22/update_docs/crewai_memory_fix_guide.md30### Step 2: Enable Memory in `Crew()`COMMENT
LOW…_picker_emads22/update_docs/crewai_memory_fix_guide.md48### Step 3: Use `embedder` for Embedding ConfigurationCOMMENT
LOW…_picker_emads22/update_docs/crewai_memory_fix_guide.md63### Step 4: Set `CHROMA_OPENAI_API_KEY`COMMENT
LOW…_picker_emads22/update_docs/crewai_memory_fix_guide.md78### Step 5: Optional – Set a Custom Storage DirectoryCOMMENT
LOW…ns/protien_food_finder/src/protien_food_finder/crew.py243 # Step 1: Find storesCOMMENT
LOW⚡…ns/protien_food_finder/src/protien_food_finder/crew.py262 # Step 2: Parse storesCOMMENT
LOW⚡…ns/protien_food_finder/src/protien_food_finder/crew.py271 # Step 3: Create dynamic agents and tasksCOMMENT
LOW…ns/protien_food_finder/src/protien_food_finder/crew.py293 # Step 4: Build complete task listCOMMENT
LOW…ns/protien_food_finder/src/protien_food_finder/crew.py325 # Step 5: Create and return dynamic crewCOMMENT
LOW…s/blt909/homepage_builder/src/homepage_builder/main.py15 # Step 1: Research – find N businessesCOMMENT
LOW⚡…s/blt909/homepage_builder/src/homepage_builder/main.py26 # Step 2: Scrape – visit each business website in parallel workers via kickoff_for_eachCOMMENT
LOW⚡…s/blt909/homepage_builder/src/homepage_builder/main.py31 # Step 3: Build, review, and amend – one unified hierarchical crew per businessCOMMENT
LOW⚡…cp/community_contributions/Paresh_Tahiliani/noodles.md43### Step 1: Boil the NoodlesCOMMENT
LOW⚡…cp/community_contributions/Paresh_Tahiliani/noodles.md49### Step 2: Prepare the Sauce MixCOMMENT
LOW⚡…cp/community_contributions/Paresh_Tahiliani/noodles.md52### Step 3: Stir-FryCOMMENT
LOW⚡…ributions/emotion_and_mcp/src/tests/test_mcp_server.py93 # Step 1: Start the background reader thread and let it manage the stream.COMMENT
LOW⚡…ributions/emotion_and_mcp/src/tests/test_mcp_server.py97 # Step 2: Wait for the session ID to be found and signaled by the reader thread.COMMENT
LOW⚡…ributions/emotion_and_mcp/src/tests/test_mcp_server.py107 # Step 3: Send the 'tools/call' request with retry logic.COMMENT
LOW…ributions/emotion_and_mcp/src/tests/test_mcp_server.py127 # Step 4: Wait for the result from the reader thread's queue.COMMENT
LOW⚡6_mcp/community_contributions/codypharm/rx_logic.py71 # Step 4: ATC classification (via RxClass)COMMENT
LOW6_mcp/community_contributions/codypharm/rx_logic.py23 # Step 1: Find RxCUICOMMENT
LOW6_mcp/community_contributions/codypharm/rx_logic.py42 # Step 2: Get propertiesCOMMENT
LOW6_mcp/community_contributions/codypharm/rx_logic.py58 # Step 3: Related concepts (ingredients, brands)COMMENT
LOW…eworks/community_contributions/5_Charan_M/loop_goal.py10# Step 5: Put it in a loop with a goalCOMMENT
LOW…eworks/community_contributions/5_Charan_M/add_tools.py8# Step 3: Add toolsCOMMENT
LOW…ameworks/community_contributions/5_Charan_M/message.py6# Step 2: Run it - send a message, get a replyCOMMENT
LOW…rks/community_contributions/5_Charan_M/create_agent.py6# Step 1: Create the agentCOMMENT
LOW…ameworks/community_contributions/5_Charan_M/add_mcp.py8# Step 4: Add MCP (or in this case, file tools)COMMENT
LOW⚡…butions/australia_scholarship_research/orchestrator.py63 # Step 1: Ask Creator to create Researcher and EvaluatorCOMMENT
LOW⚡…butions/australia_scholarship_research/orchestrator.py70 # Step 2: Send research task to ResearcherCOMMENT
LOW⚡…butions/australia_scholarship_research/orchestrator.py79 # Step 3: Send findings to EvaluatorCOMMENT
LOW⚡5_agent_frameworks/4_mastra/lab.md52## Step 1: Create the agentCOMMENT
LOW⚡5_agent_frameworks/4_mastra/lab.md62## Step 2: Run itCOMMENT
LOW⚡5_agent_frameworks/4_mastra/lab.md72## Step 3: Add toolsCOMMENT
LOW⚡5_agent_frameworks/4_mastra/lab.md82## Step 4: Add MCPCOMMENT
LOW5_agent_frameworks/4_mastra/lab.md94## Step 5: Put it in a loop with a goalCOMMENT
LOW2_openai/community_contributions/eliza_zadura/SETUP.md9## Step 1: Start the Webhook ServerCOMMENT
LOW2_openai/community_contributions/eliza_zadura/SETUP.md25## Step 2: Expose via ngrokCOMMENT
LOW2_openai/community_contributions/eliza_zadura/SETUP.md37## Step 3: Configure Mailjet Parse APICOMMENT
LOW2_openai/community_contributions/eliza_zadura/SETUP.md50## Step 4: Configure Domain MX RecordsCOMMENT
LOW2_openai/community_contributions/eliza_zadura/SETUP.md66## Step 5: Test the IntegrationCOMMENT
LOW⚡…ty_contributions/eliza_zadura/deep_research_lab/app.py200 gr.Markdown("### Step 1: Enter your research topic")STRING
LOW⚡…ty_contributions/eliza_zadura/deep_research_lab/app.py210 gr.Markdown("### Step 2: Answer these questions to scope your research")STRING
LOW…ty_contributions/eliza_zadura/deep_research_lab/app.py231 gr.Markdown("### Step 3: Research in progress")STRING
LOW⚡…contributions/Bedtime-Stories-Creator/story_manager.py44 # Step 1: Plan searchesCOMMENT
LOW⚡…contributions/Bedtime-Stories-Creator/story_manager.py49 # Step 2: Research inspirationCOMMENT
LOW⚡…contributions/Bedtime-Stories-Creator/story_manager.py54 # Step 3: Write the storyCOMMENT
LOW⚡…contributions/Bedtime-Stories-Creator/story_manager.py59 # Step 4: Evaluate and revise loopCOMMENT
LOW⚡…ons/Igniters_deep_tobe_research_agent/deep_research.py70 gr.Markdown("### Step 1: Enter a research query")CODE
LOW⚡…ons/Igniters_deep_tobe_research_agent/deep_research.py78 gr.Markdown("### Step 2: Answer the clarifying questions")CODE
LOW⚡…ons/Igniters_deep_tobe_research_agent/deep_research.py87 gr.Markdown("### Step 3: Review the report")CODE
LOW⚡…ity_contributions/deep_research_qa/research_manager.py410 # Step 1: PlanningCOMMENT
LOW⚡…ity_contributions/deep_research_qa/research_manager.py418 # Step 2: SearchingCOMMENT
LOW⚡…ity_contributions/deep_research_qa/research_manager.py436 # Step 3: Writing Initial ReportCOMMENT
LOW⚡…ity_contributions/deep_research_qa/research_manager.py446 # Step 4: Evaluating QualityCOMMENT
LOW⚡…ity_contributions/deep_research_qa/research_manager.py480 # Step 6: Email Delivery (if requested)COMMENT
LOW…ity_contributions/deep_research_qa/research_manager.py457 # Step 5: Optimization (if needed)COMMENT
LOW…ibutions/solisoma/EMAIL_CONTINUATION_IMPLEMENTATION.md11# Step 1: Create individual agentsCOMMENT
LOW…ibutions/solisoma/EMAIL_CONTINUATION_IMPLEMENTATION.md17# Step 2: Pass agents as tools to coordinatorCOMMENT
105 more matches not shown…
Cross-Language Confusion51 hits · 270 pts
SeverityFileLineSnippetContext
HIGH…y_contributions/Sama-ndari_kirundi-brain/demo_agent.py5 python -m venv .venv && source .venv/bin/activateSTRING
HIGH6_mcp/community_contributions/solarinayo/run_floor.py5 cd agents && uv run python 6_mcp/community_contributions/solarinayo/run_floor.pySTRING
HIGH…/community_contributions/asket-mcp/asket_mcp/ui/app.py34 " rm -rf .venv && uv sync --extra ui --extra semantic\n",CODE
HIGH…ty_contributions/alexandre-nkurunziza/betting_trace.py82 self._buf.push(line)CODE
HIGH…mcp/community_contributions/mayowa/research_manager.py120 await Notification.push(report)CODE
HIGH…ity_contributions/idumachika_week6/date_time_server.py5 cd 6_mcp && uv run community_contributions/idumachika_week6/date_time_server.pySTRING
HIGH…/kachaje-andela-genai-bootcamp/local_trace/trace_ui.py370 if (!spans || spans.length === 0) {CODE
HIGH…/kachaje-andela-genai-bootcamp/local_trace/trace_ui.py383 if (span.attributes && Object.keys(span.attributes).length > 0) {CODE
HIGH…/kachaje-andela-genai-bootcamp/local_trace/trace_ui.py388 displayValue = '<pre>' + escapeHtml(JSON.stringify(value, null, 2)) + '</pre>';CODE
HIGH…ommunity_contributions/johnerick_cpu_monitor/agents.py80 - tail -n 20 /var/log/syslog 2>/dev/null || echo "syslog unavailable"CODE
HIGH⚡…nity_contributions/deep_research_vinamra/guardrails.py49 - error_message (string or null): error message if is_valid is false, null otherwiseCODE
HIGH⚡…nity_contributions/deep_research_vinamra/guardrails.py50 - sanitized_query (string or null): cleaned up version of the queryCODE
HIGH⚡…nity_contributions/deep_research_vinamra/guardrails.py51 - warning_message (string or null): warning if sensitive topicCODE
HIGH⚡…nity_contributions/deep_research_vinamra/guardrails.py52 - query_category (string or null): ACADEMIC, BUSINESS, TECHNICAL, GENERAL, SENSITIVE, or INAPPROPRIATECODE
HIGH…nity_contributions/deep_research_vinamra/guardrails.py71 - error_message (string or null): error message if is_valid is false, null otherwiseCODE
HIGH…nity_contributions/deep_research_vinamra/guardrails.py73 - query_category (string or null): category of the topicCODE
HIGH…openai/community_contributions/manzoor/instructions.py282- Directories: Include "type": "directory", "content": null, and "children" arrayCODE
HIGH…i/community_contributions/1_lab1_praneeth_39/styles.py370 let wasDisabled = area.disabled || area.readOnly;CODE
HIGH…i/community_contributions/1_lab1_praneeth_39/styles.py372 const isDisabled = area.disabled || area.readOnly;CODE
HIGH…ndations/community_contributions/wszymilo/recorders.py180 self.push(CODE
HIGH…ndations/community_contributions/wszymilo/recorders.py189 self.push(f"Recording question: {question} that I couldn't answer")CODE
HIGH1_foundations/community_contributions/tolu/twin.py5 "execution_count": null,CODE
HIGH1_foundations/community_contributions/tolu/twin.py34 "execution_count": null,CODE
HIGH1_foundations/community_contributions/tolu/twin.py64 "execution_count": null,CODE
HIGH1_foundations/community_contributions/tolu/twin.py91 "execution_count": null,CODE
HIGH1_foundations/community_contributions/tolu/twin.py128 "execution_count": null,CODE
HIGH1_foundations/community_contributions/tolu/twin.py142 "execution_count": null,CODE
HIGH1_foundations/community_contributions/tolu/twin.py284 "execution_count": null,CODE
HIGH1_foundations/community_contributions/tolu/twin.py298 "execution_count": null,CODE
HIGH…ommunity_contributions/abrahim/twin_agent/src/tools.py19 self.notification_client.push(CODE
HIGH…ommunity_contributions/abrahim/twin_agent/src/tools.py25 self.notification_client.push(CODE
HIGH…nity_contributions/abrahim/twin_agent/src/providers.py31 return falseCODE
HIGH…nity_contributions/abrahim/twin_agent/src/providers.py33 return falseCODE
HIGH…mmunity_contributions/abrahim/twin_agent/src/styles.py502 let wasDisabled = area.disabled || area.readOnly;CODE
HIGH…mmunity_contributions/abrahim/twin_agent/src/styles.py504 const isDisabled = area.disabled || area.readOnly;CODE
HIGH…mmunity_contributions/abrahim/twin_agent/src/styles.py536 if (window.matchMedia && window.matchMedia('(prefers-color-scheme: light)').matches) return 'light';CODE
HIGH…Andras_Nemes/digital_twin_app_with_evaluator/styles.py370 let wasDisabled = area.disabled || area.readOnly;CODE
HIGH…Andras_Nemes/digital_twin_app_with_evaluator/styles.py372 const isDisabled = area.disabled || area.readOnly;CODE
HIGH…/community_contributions/Kartik_digital_twin/styles.py370 let wasDisabled = area.disabled || area.readOnly;CODE
HIGH…/community_contributions/Kartik_digital_twin/styles.py372 const isDisabled = area.disabled || area.readOnly;CODE
HIGH…undations/community_contributions/1_asrihari/styles.py370 let wasDisabled = area.disabled || area.readOnly;CODE
HIGH…undations/community_contributions/1_asrihari/styles.py372 const isDisabled = area.disabled || area.readOnly;CODE
HIGH1_foundations/twin/styles.py370 let wasDisabled = area.disabled || area.readOnly;CODE
HIGH1_foundations/twin/styles.py372 const isDisabled = area.disabled || area.readOnly;CODE
HIGH⚡…ph/community_contributions/codekick_muthama/prompts.py57- return {"tool": null, "args": null, "explain": "TOOL_MISSING: <brief reason>"}.CODE
HIGH⚡…ph/community_contributions/codekick_muthama/prompts.py61Before requesting a destructive tool (writing files, running commands) produce a plan first and wait for explicit confirCODE
HIGH⚡…ph/community_contributions/codekick_muthama/prompts.py66- If unsure about required arg keys, return {"tool": null, "args": null, "explain": "ARGS_NEEDED: list required fields"}CODE
HIGH⚡…ph/community_contributions/codekick_muthama/prompts.py70{"tool": null, "args": null, "explain": "INVALID_JSON: <very-short reason>"}CODE
HIGH⚡…ph/community_contributions/codekick_muthama/prompts.py80{"tool": null, "args": null, "explain": "No file modification needed; provide edit instructions."}CODE
HIGH…ibutions/iamumarjaved/sidekick_agent/sidekick_tools.py44 print("To enable browser tools, install playwright: pip install playwright && playwright install")CODE
HIGH…n_langgraph/community_contributions/blt909/pipeline.py221 "framework": null,CODE
Deep Nesting273 hits · 258 pts
SeverityFileLineSnippetContext
LOW…ware_team_flow_ui_no_code_docker_run/tools/zip_tool.py28CODE
LOW…ck_picker_lmstudio/src/stock_picker/lmstudio_loader.py26CODE
LOW…debate_lmstudio/src/debate_lmstudio/lmstudio_loader.py19CODE
LOW…engineering-team/src/advanced_engineering_team/main.py29CODE
LOW…ty_contributions/data_science_help/outputs/analysis.py6CODE
LOW…ty_contributions/data_science_help/outputs/cleaning.py90CODE
LOW…_contributions/software-engineering-crew/output/app.py84CODE
LOW…_contributions/software-engineering-crew/output/app.py271CODE
LOW…s/software-engineering-crew/output/backend/accounts.py224CODE
LOW…ftware-engineering-crew/output/backend/transactions.py294CODE
LOW…ns/software-engineering-crew/output/backend/trading.py256CODE
LOW…ns/software-engineering-crew/output/backend/storage.py352CODE
LOW…ns/software-engineering-crew/output/backend/storage.py368CODE
LOW…/software-engineering-crew/output/backend/portfolio.py295CODE
LOW…/software-engineering-crew/output/backend/portfolio.py361CODE
LOW…software-engineering-crew/output/backend/validation.py198CODE
LOW…ence_team/src/data_science_crew/tools/sandbox_tools.py86CODE
LOW…ns/protien_food_finder/src/protien_food_finder/crew.py75CODE
LOW…ewai/reference/engineering_team/sandbox_gpt/backend.py120CODE
LOW3_crewai/reference/engineering_team/sandbox_gpt/app.py294CODE
LOW…ence/engineering_team/sandbox_mixed/account_backend.py279CODE
LOW…ence/engineering_team/sandbox_mixed/account_backend.py302CODE
LOW…i/reference/engineering_team/sandbox_claude/backend.py100CODE
LOW…i/reference/engineering_team/sandbox_claude/backend.py129CODE
LOW…i/reference/engineering_team/sandbox_claude/backend.py457CODE
LOW…rewai/reference/engineering_team/sandbox_claude/app.py311CODE
LOW6_mcp/backend/traders.py38CODE
LOW…/community_contributions/cjayprime/traveller_agents.py50CODE
LOW…ons/ranskills_dynamic_db_queries/mcp_server/prompts.py59CODE
LOW6_mcp/community_contributions/william/meal_server.py252CODE
LOW…unity_contributions/text_analysis_mcp_tool/document.py11CODE
LOW…ontributions/web_page_lang_auditor/web_lang_auditor.py27CODE
LOW…ontributions/web_page_lang_auditor/web_lang_auditor.py62CODE
LOW…ty_contributions/dkisselev-zz/history-agent/traders.py39CODE
LOW…_contributions/dkisselev-zz/history-agent/mcp_retry.py22CODE
LOW…tributions/dkisselev-zz/history-agent/trading_floor.py94CODE
LOW…tributions/fix_polygon_not_authorized_error/traders.py39CODE
LOW6_mcp/community_contributions/valoni/server.py47CODE
LOW…/community_contributions/trading_with_short/traders.py39CODE
LOW…_caleb_didier/kigali_traffic_monitor/traffic_server.py21CODE
LOW…unity_contributions/emmy_video_processor/gradio_app.py21CODE
LOW…ibutions/emmy_video_processor/video_processor/agent.py160CODE
LOW…ommunity_contributions/2_aiobot_mcp/weather_service.py49CODE
LOW…Tahiliani_free_models_trading_floor/backend/traders.py42CODE
LOW…y_contributions/mcp_client_server_muthama/gradio_ui.py6CODE
LOW6_mcp/community_contributions/solisoma/traders.py39CODE
LOW…p/community_contributions/solisoma/sentiment_server.py44CODE
LOW…p/community_contributions/solisoma/sentiment_server.py106CODE
LOW…p/community_contributions/solisoma/sentiment_server.py153CODE
LOW…contributions/salah/devops-monitor-agent/gradio_app.py121CODE
LOW…utions/salah/devops-monitor-agent/src/alert_manager.py42CODE
LOW…/community_contributions/job-scout-agent/job_search.py115CODE
LOW6_mcp/community_contributions/job-scout-agent/job_ui.py156CODE
LOW…ty_contributions/edfolmi/re_order_my_files_explorer.py26CODE
LOW…ty_contributions/edfolmi/re_order_my_files_explorer.py139CODE
LOW…tions/Vagz1216_us_equities_crypto/ddg_search_server.py13CODE
LOW…ish_tiwari/mcp_ai_court_room/agents/streaming_utils.py8CODE
LOW…unity_contributions/asket-mcp/asket_mcp/ui/handlers.py213CODE
LOW…unity_contributions/asket-mcp/asket_mcp/ui/handlers.py269CODE
LOW…_contributions/asket-mcp/asket_mcp/ui/streamlit_app.py51CODE
213 more matches not shown…
Verbosity Indicators118 hits · 211 pts
SeverityFileLineSnippetContext
LOW…ns/protien_food_finder/src/protien_food_finder/crew.py243 # Step 1: Find storesCOMMENT
LOW⚡…ns/protien_food_finder/src/protien_food_finder/crew.py262 # Step 2: Parse storesCOMMENT
LOW⚡…ns/protien_food_finder/src/protien_food_finder/crew.py271 # Step 3: Create dynamic agents and tasksCOMMENT
LOW…ns/protien_food_finder/src/protien_food_finder/crew.py293 # Step 4: Build complete task listCOMMENT
LOW…ns/protien_food_finder/src/protien_food_finder/crew.py325 # Step 5: Create and return dynamic crewCOMMENT
LOW…s/blt909/homepage_builder/src/homepage_builder/main.py15 # Step 1: Research – find N businessesCOMMENT
LOW⚡…s/blt909/homepage_builder/src/homepage_builder/main.py26 # Step 2: Scrape – visit each business website in parallel workers via kickoff_for_eachCOMMENT
LOW⚡…s/blt909/homepage_builder/src/homepage_builder/main.py31 # Step 3: Build, review, and amend – one unified hierarchical crew per businessCOMMENT
LOW⚡…ributions/emotion_and_mcp/src/tests/test_mcp_server.py93 # Step 1: Start the background reader thread and let it manage the stream.COMMENT
LOW⚡…ributions/emotion_and_mcp/src/tests/test_mcp_server.py97 # Step 2: Wait for the session ID to be found and signaled by the reader thread.COMMENT
LOW⚡…ributions/emotion_and_mcp/src/tests/test_mcp_server.py107 # Step 3: Send the 'tools/call' request with retry logic.COMMENT
LOW…ributions/emotion_and_mcp/src/tests/test_mcp_server.py127 # Step 4: Wait for the result from the reader thread's queue.COMMENT
LOW⚡6_mcp/community_contributions/codypharm/rx_logic.py71 # Step 4: ATC classification (via RxClass)COMMENT
LOW6_mcp/community_contributions/codypharm/rx_logic.py23 # Step 1: Find RxCUICOMMENT
LOW6_mcp/community_contributions/codypharm/rx_logic.py42 # Step 2: Get propertiesCOMMENT
LOW6_mcp/community_contributions/codypharm/rx_logic.py58 # Step 3: Related concepts (ingredients, brands)COMMENT
LOW…eworks/community_contributions/5_Charan_M/loop_goal.py10# Step 5: Put it in a loop with a goalCOMMENT
LOW…eworks/community_contributions/5_Charan_M/add_tools.py8# Step 3: Add toolsCOMMENT
LOW…ameworks/community_contributions/5_Charan_M/message.py6# Step 2: Run it - send a message, get a replyCOMMENT
LOW…rks/community_contributions/5_Charan_M/create_agent.py6# Step 1: Create the agentCOMMENT
LOW…ameworks/community_contributions/5_Charan_M/add_mcp.py8# Step 4: Add MCP (or in this case, file tools)COMMENT
LOW⚡…butions/australia_scholarship_research/orchestrator.py63 # Step 1: Ask Creator to create Researcher and EvaluatorCOMMENT
LOW⚡…butions/australia_scholarship_research/orchestrator.py70 # Step 2: Send research task to ResearcherCOMMENT
LOW⚡…butions/australia_scholarship_research/orchestrator.py79 # Step 3: Send findings to EvaluatorCOMMENT
LOW⚡…ty_contributions/eliza_zadura/deep_research_lab/app.py200 gr.Markdown("### Step 1: Enter your research topic")STRING
LOW⚡…ty_contributions/eliza_zadura/deep_research_lab/app.py210 gr.Markdown("### Step 2: Answer these questions to scope your research")STRING
LOW…ty_contributions/eliza_zadura/deep_research_lab/app.py231 gr.Markdown("### Step 3: Research in progress")STRING
LOW⚡…contributions/Bedtime-Stories-Creator/story_manager.py44 # Step 1: Plan searchesCOMMENT
LOW⚡…contributions/Bedtime-Stories-Creator/story_manager.py49 # Step 2: Research inspirationCOMMENT
LOW⚡…contributions/Bedtime-Stories-Creator/story_manager.py54 # Step 3: Write the storyCOMMENT
LOW⚡…contributions/Bedtime-Stories-Creator/story_manager.py59 # Step 4: Evaluate and revise loopCOMMENT
LOW⚡…ons/Igniters_deep_tobe_research_agent/deep_research.py70 gr.Markdown("### Step 1: Enter a research query")CODE
LOW⚡…ons/Igniters_deep_tobe_research_agent/deep_research.py78 gr.Markdown("### Step 2: Answer the clarifying questions")CODE
LOW⚡…ons/Igniters_deep_tobe_research_agent/deep_research.py87 gr.Markdown("### Step 3: Review the report")CODE
LOW⚡…ity_contributions/deep_research_qa/research_manager.py410 # Step 1: PlanningCOMMENT
LOW⚡…ity_contributions/deep_research_qa/research_manager.py418 # Step 2: SearchingCOMMENT
LOW⚡…ity_contributions/deep_research_qa/research_manager.py436 # Step 3: Writing Initial ReportCOMMENT
LOW⚡…ity_contributions/deep_research_qa/research_manager.py446 # Step 4: Evaluating QualityCOMMENT
LOW⚡…ity_contributions/deep_research_qa/research_manager.py480 # Step 6: Email Delivery (if requested)COMMENT
LOW…ity_contributions/deep_research_qa/research_manager.py457 # Step 5: Optimization (if needed)COMMENT
LOW⚡…ontributions/deep_research_vinamra/research_manager.py57 # Step 1: Planning (guardrails applied by agent)COMMENT
LOW⚡…ontributions/deep_research_vinamra/research_manager.py63 # Step 2: Searching (guardrails applied by agent)COMMENT
LOW⚡…ontributions/deep_research_vinamra/research_manager.py74 # Step 3: Writing (guardrails applied by agent)COMMENT
LOW⚡…ontributions/deep_research_vinamra/research_manager.py80 # Step 4: EmailCOMMENT
LOW…tterns/4-Orchestration_Workers/orchestration_worker.py30 # Step 1: Proceed directly to planning. The topic check is done outside.COMMENT
LOW⚡…tterns/4-Orchestration_Workers/orchestration_worker.py116 # Step 1: Check if the topic is valid.COMMENT
LOW⚡…tterns/4-Orchestration_Workers/orchestration_worker.py119 # Step 2: If the topic is not valid, print the clarification and continue the loop.COMMENT
LOW⚡…tterns/4-Orchestration_Workers/orchestration_worker.py124 # Step 3: If the topic IS valid, run the full research process.COMMENT
LOW⚡…ions/url_security_advisor_gradio_sb/general_manager.py91 # Step 1: Run both security search agents concurrently to get their feedbackCOMMENT
LOW⚡…ions/url_security_advisor_gradio_sb/general_manager.py96 # Step 2: Ask the Security Manager agent to pick the best feedbackCOMMENT
LOW⚡…/community_contributions/geraldino/research_manager.py20 # Step 1: Refine the raw queryCOMMENT
LOW⚡…/community_contributions/geraldino/research_manager.py26 # Step 2: Plan and validate searches autonomouslyCOMMENT
LOW⚡…/community_contributions/geraldino/research_manager.py32 # Step 3: Perform searches in parallelCOMMENT
LOW⚡…/community_contributions/geraldino/research_manager.py37 # Step 4: Write the reportCOMMENT
LOW⚡…/community_contributions/geraldino/research_manager.py42 # Step 5: Evaluate research qualityCOMMENT
LOW⚡…/community_contributions/geraldino/research_manager.py48 # Step 6: Send email with scorecardCOMMENT
LOW⚡…mmunity_contributions/iamumarjaved/research_manager.py82 # Step 2: Plan searches (using clarifications)COMMENT
LOW⚡…mmunity_contributions/iamumarjaved/research_manager.py91 # Step 3: Perform searches with evaluationCOMMENT
LOW…mmunity_contributions/iamumarjaved/research_manager.py123 # Step 4: Write report (incorporating clarifications)COMMENT
LOW…mmunity_contributions/iamumarjaved/research_manager.py135 # Step 5: Send emailCOMMENT
58 more matches not shown…
Self-Referential Comments60 hits · 178 pts
SeverityFileLineSnippetContext
MEDIUM…ntributions/Sama-ndari_dev_swarm/src/dev_swarm/main.py69 # Create a mini-crew for this specific file to prevent distractionsCOMMENT
MEDIUM…mezc08/university_picker/src/university_picker/main.py20 # Define the specific student dataCOMMENT
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MEDIUM…ibutions/stock_picker_emads22/src/stock_picker/crew.py131 # Create the manager agent.COMMENT
MEDIUM…writer/src/ghost_writer/tools/test_illustrator_tool.py22 # Create a subfolder path for the output imageCOMMENT
MEDIUM⚡…writer/src/ghost_writer/utils/test_filesystem_utils.py7 # Create a temp dir and a file and nested directoryCOMMENT
MEDIUM⚡…writer/src/ghost_writer/utils/test_filesystem_utils.py12 # Create a nested directoryCOMMENT
MEDIUM…signment_creator/src/homeworker/tools/sendgrid_tool.py11# Define the input schema for the toolCOMMENT
MEDIUM⚡…p/community_contributions/akhilaguska27/date_server.py30# Create the MCP server instance — give it a nameCOMMENT
MEDIUM…/community_contributions/text_analysis_mcp_tool/app.py77# Create the ChatInterfaceCOMMENT
MEDIUM6_mcp/community_contributions/mirack/job_hunt_agent.py51 # Create the job hunt agentSTRING
MEDIUM…ontributions/issoft2/medical_patient_mgt_mcp_server.py77 # Create a default admin if none existsSTRING
MEDIUM6_mcp/community_contributions/6_Charan_M/main.py5# Create the main FastMCP server that connects all our toolsCOMMENT
MEDIUM…ntributions/windows_no_wsl/custom_tracing_processor.py138 # Create the span nodeCOMMENT
MEDIUM…nity_contributions/shopping_list_mcp/shopping_agent.py310 # Create the agent with all connected serversSTRING
MEDIUM…unity_contributions/shopping_list_mcp/shopping_list.py233 # Create a shopping listCOMMENT
MEDIUM…ons/kachaje-andela-genai-bootcamp/local_trace/trace.py282 # Create a new local trace spanCOMMENT
MEDIUM…ty_contributions/eliza_zadura/deep_research_lab/app.py119 # Create the briefCOMMENT
MEDIUM…ity_contributions/deep_research_qa/research_manager.py175 # Create a nice subject lineCOMMENT
MEDIUM…ity_contributions/deep_research_qa/research_manager.py386# Create the Research Manager Agent with agents-as-toolsSTRING
MEDIUM…research_Modified_with_handoffs/research_manager_v2.py56# Create the Deep Research Coordinator Agent with proper handoffsCOMMENT
MEDIUM…ontributions/deep_research_withsessions/email_agent.py19 # Create the emailCOMMENT
MEDIUM…ontributions/elchanio76/deep_research/deep_research.py7# Create a shared instance to persist the reportCOMMENT
MEDIUM…ty_contributions/deep_research_vinamra/model_config.py18# Create the model instanceCOMMENT
MEDIUM…nity_contributions/deep_research_recipes/gradio_app.py9# Create a single manager instance to reuse between callsCOMMENT
MEDIUM…ions/workflow_patterns/1-Prompt_Chaining/llm_models.py99# Create a single manager instance that the rest of your application can use.COMMENT
MEDIUM…ions/workflow_patterns/2-Parallelization/llm_models.py99# Create a single manager instance that the rest of your application can use.COMMENT
MEDIUM…ontributions/workflow_patterns/3-Routing/llm_models.py99# Create a single manager instance that the rest of your application can use.COMMENT
MEDIUM…/workflow_patterns/5-Evaluator-Optimizer/llm_models.py99# Create a single manager instance that the rest of your application can use.COMMENT
MEDIUM…orkflow_patterns/4-Orchestration_Workers/llm_models.py99# Create a single manager instance that the rest of your application can use.COMMENT
MEDIUM…_contributions/gomezc08/deep_research/deep_research.py13 # Create the researcher agent (builds tools and handoffs)COMMENT
MEDIUM…y_contributions/Automated_Inventory_Management/main.py9 # Create an instance of the database manager agent.COMMENT
MEDIUM…y_contributions/Automated_Inventory_Management/main.py31 # Create an instance of the product sales agent.COMMENT
MEDIUM…/community_contributions/customer_care_agents/agent.py49# Create the updated DataFrameCOMMENT
MEDIUM…esearch_with_pushover_report/deep_research_pushover.py50# Create the Gradio interfaceCOMMENT
MEDIUM…utions/kachaje-andela-genai-bootcamp/tools/multiply.py20# Create the tool for use with agentsCOMMENT
MEDIUM…ributions/kachaje-andela-genai-bootcamp/tools/email.py125# Create the tool for use with agentsCOMMENT
MEDIUM…ions/kachaje-andela-genai-bootcamp/tools/web_search.py103# Create the tool for use with agentsCOMMENT
MEDIUM…nity_contributions/book_review/book_proposal_review.py28 # Create a PDF reader objectCOMMENT
MEDIUM…ns/multi-agent-research_Asquarer02/research_manager.py10 # Create the research manager agent with other agents as toolsCOMMENT
MEDIUM…undations/community_contributions/professional_frex.py92# Create a digital twin classCOMMENT
MEDIUM…oop_debuggers/first_principles_loop/agent_tool_loop.py22# Create a new .ipynb and make one from first principles, referring back to this as needed.<br/>COMMENT
MEDIUM…oop_debuggers/first_principles_loop/agent_tool_loop.py78# Create a single console instance for consistent outputCOMMENT
MEDIUM…community_contributions/claude_based_chatbot_tc/app.py22 # Create the chat interfaceCOMMENT
MEDIUM…chanio-76/elchanio_wk1_lab2_llm_parallel_evaluation.py314 # Define the model names in a dictionaryCOMMENT
MEDIUM…orchestrator_workers_demo/orchestrator_workers_demo.py136 # Create a specialized prompt for this workerSTRING
MEDIUM…ommunity_contributions/Andela_Nikhil/Week1_Exercise.py149 # Create a simple object to check acceptabilityCOMMENT
MEDIUM…community_contributions/stevek_2_lab2_python/2_lab2.py6#Create a file named multi_model_evaluator.py.COMMENT
MEDIUM…ns/amirna2_contributions/personal-ai/career_chatbot.py906 # Create a basic structured response from the fallbackCOMMENT
MEDIUM⚡…research_user_clarifying_questions/research_manager.py59 # Create the input for the enhance query agentCOMMENT
MEDIUM…raph/community_contributions/week4_exercise_agentic.py57# Defining the planner schemaCOMMENT
MEDIUM…ions/sidekick_research_and_action/markdown_pdf_tool.py135# Create the toolSTRING
MEDIUM…graph/community_contributions/dkisselev-zz/sidekick.py218 # Create a custom tool node with loggingSTRING
MEDIUM…tions/edfolmi/long_time_memory_to_do_tracking_agent.py353# Create the graph + all nodes and edgesCOMMENT
MEDIUM…ntributions/transcript_summarizer/src/ui/gradio_app.py185 # Create the Gradio interfaceCOMMENT
MEDIUM⚡…ributions/transcript_summarizer/src/core/summarizer.py294 # Create the workflow graphCOMMENT
MEDIUM⚡…ributions/transcript_summarizer/src/core/summarizer.py303 # Define the workflowCOMMENT
MEDIUM…gchain_langgraph/community_contributions/rnik12/app.py77 # Initialize Sidekick instance when the UI loadsCOMMENT
MEDIUM…butions/iamumarjaved/sidekick_agent/visualize_graph.py48 # Define the graph structure manually since we know it from the codeCOMMENT
Hallucination Indicators13 hits · 150 pts
SeverityFileLineSnippetContext
CRITICAL⚡…ions/kachaje-andela-genai-bootcamp/tests/test_email.py26 mock_client.client.mail.send.post.assert_called_once()CODE
CRITICAL…tions/community_contributions/Gardio_App_Sourav/app.py157 response = self.trinity.beta.chat.completions.parse(model="arcee-ai/trinity-mini:free", messages=messages, respoCODE
CRITICAL…nity_contributions/chatbot_rag_evaluation/evaluator.py40 response = self._gemini.beta.chat.completions.parse(model=self.model, messages=messages, response_format=EvaluatCODE
CRITICAL1_foundations/community_contributions/davenjeru/app.py156 response = self.openai.beta.chat.completions.parse(model="gpt-4o-mini", messages=messages, response_format=EvaluCODE
CRITICAL1_foundations/community_contributions/ijosh/app.py469 response = self.gemini.beta.chat.completions.parse(model="gemini-2.5-flash", messages=messages, response_format=STRING
CRITICAL⚡…unity_contributions/yasaman_forouzesh/week_1/person.py112 resposne = self.gemeni.beta.chat.completions.parse(model="gemini-2.0-flash", messages=messages, response_format=CODE
CRITICAL⚡…unity_contributions/yasaman_forouzesh/week_1/person.py120 response = self.openai.beta.chat.completions.parse(model="gpt-4o-mini", messages=messages, response_format=emailCODE
CRITICAL⚡…unity_contributions/yasaman_forouzesh/week_1/person.py125 reply = self.openai.beta.chat.completions.parse(model="gpt-4o-mini", messages=messages,response_format=emailRespCODE
CRITICAL⚡…ns/amirna2_contributions/personal-ai/career_chatbot.py871 response = self.openai_client.beta.chat.completions.parse(CODE
CRITICAL…ns/amirna2_contributions/personal-ai/career_chatbot.py364 response = self.evaluator_client.beta.chat.completions.parse(CODE
CRITICAL…ns/amirna2_contributions/personal-ai/career_chatbot.py449 response = self.evaluator_client.beta.chat.completions.parse(CODE
CRITICAL…ns/amirna2_contributions/personal-ai/career_chatbot.py693 response = self.openai_client.beta.chat.completions.parse(CODE
CRITICAL…utions/mac_week1_assessment/week1_career_assessment.py310 r = self.openai.beta.chat.completions.parse(CODE
Over-Commented Block168 hits · 144 pts
SeverityFileLineSnippetContext
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LOW…ty_contributions/stock-picker-advance/requirements.txt61 # azure-ai-agentsCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt81 # polygon-api-clientCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt101 # via ipywidgetsCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt121 # openaiCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt141 # huggingface-hubCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt161 # via huggingface-hubCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt181 # mcpCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt201 # via agents (pyproject.toml)COMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt221 # via jsonpatchCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt241langchain-anthropic==0.3.15COMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt261 # via agents (pyproject.toml)COMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt281 # langchain-communityCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt301 # via ipythonCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt321 # viaCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt341 # agents (pyproject.toml)COMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt361 # semantic-kernelCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt381 # marshmallowCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt401 # via agents (pyproject.toml)COMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt421 # via pexpectCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt441 # ollamaCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt461 # ipythonCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt481 # mcpCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt501referencing==0.36.2COMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt521 # openai-agentsCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt541 # via gradioCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt561 # markdownifyCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt581sse-starlette==2.3.6COMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt601 # viaCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt621 # autogen-coreCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt641 # pyeeCOMMENT
LOW…ty_contributions/stock-picker-advance/requirements.txt661 # types-requestsCOMMENT
LOW…t_postmortem/src/incident_postmortem/config/tasks.yaml41 document for service {service_name}, severity {severity}, report date {report_date}.COMMENT
LOW…ontributions/sam__/news_writer/src/news_writer/crew.py81 COMMENT
LOW…ontributions/sam__/news_writer/src/news_writer/crew.py101# @taskCOMMENT
LOW…ontributions/sam__/news_writer/src/news_writer/crew.py121# manager = Agent(COMMENT
LOW…ibutions/stock_picker_emads22/src/stock_picker/crew.py101 This setup uses CrewAI's built-in memory system and OpenAI embeddingsCOMMENT
LOW…ibutions/stock_picker_emads22/src/stock_picker/crew.py121 # Setting this environment variable forces CrewAI to store memoryCOMMENT
LOW…ibutions/stock_picker_emads22/src/stock_picker/main.py81#COMMENT
LOW…y_contributions/conversational-debate/requirements.txt1# This file was autogenerated by uv via the following command:COMMENT
LOW…y_contributions/conversational-debate/requirements.txt21 # watchfilesCOMMENT
LOW…y_contributions/conversational-debate/requirements.txt41brotli==1.1.0COMMENT
LOW…y_contributions/conversational-debate/requirements.txt61chromadb==1.0.15COMMENT
LOW…y_contributions/conversational-debate/requirements.txt81coloredlogs==15.0.1COMMENT
LOW…y_contributions/conversational-debate/requirements.txt101et-xmlfile==2.0.0COMMENT
LOW…y_contributions/conversational-debate/requirements.txt121 # gradio-clientCOMMENT
LOW…y_contributions/conversational-debate/requirements.txt141h11==0.16.0COMMENT
LOW…y_contributions/conversational-debate/requirements.txt161 # tokenizersCOMMENT
LOW…y_contributions/conversational-debate/requirements.txt181 # via pyvisCOMMENT
LOW…y_contributions/conversational-debate/requirements.txt201 # via crewaiCOMMENT
LOW…y_contributions/conversational-debate/requirements.txt221markdown-it-py==3.0.0COMMENT
LOW…y_contributions/conversational-debate/requirements.txt241 # via mkdocsCOMMENT
LOW…y_contributions/conversational-debate/requirements.txt261 # gradioCOMMENT
LOW…y_contributions/conversational-debate/requirements.txt281 # chromadbCOMMENT
LOW…y_contributions/conversational-debate/requirements.txt301 # viaCOMMENT
LOW…y_contributions/conversational-debate/requirements.txt321 # onnxruntimeCOMMENT
LOW…y_contributions/conversational-debate/requirements.txt341 # virtualenvCOMMENT
LOW…y_contributions/conversational-debate/requirements.txt361 # pyasn1-modulesCOMMENT
108 more matches not shown…
Modern Structural Boilerplate119 hits · 119 pts
SeverityFileLineSnippetContext
LOW…ions/stock-picker-advance/src/stock_picker/__init__.py1__all__ = [CODE
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LOW…iters_tobe_linkedin_post_agent_mcp/ui/auth_callback.py24 def set_expected_state(self, state: str) -> None:CODE
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LOW…tions/thomse_trending_news/news_articles_mcp_server.py21async def update_article(id: int, title: str, content: str, url: str, source: str) -> None:CODE
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LOW…butions/ragive_ai_learning_assistant/delivery_agent.py21def _set_cell_shading(cell, fill: str) -> None:CODE
LOW…ributions/elchanio76/deep_research/research_manager.py57 def update_usage_stats(self, usage:Usage)->None:CODE
59 more matches not shown…
Redundant / Tautological Comments73 hits · 104 pts
SeverityFileLineSnippetContext
LOW…butions/stock_picker_lmstudio/src/stock_picker/main.py24 # Print the resultCOMMENT
LOW…est_market_research/src/latest_market_research/main.py28 #Print the resultCOMMENT
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LOW…munity_contributions/f1_planner/src/f1_planner/main.py32 # Print the resultCOMMENT
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LOW…ncial-Researcher-with-current-date-enhancement/main.py22 # Print the resultCOMMENT
LOW…butions/expense_tracker_mcp_vinamra/expense_tracker.py79 # Check if expense existsSTRING
LOW…_contributions/dkisselev-zz/history-agent/mcp_retry.py36 # Check if it's a rate limit errorCOMMENT
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LOW…community_contributions/trading_with_short/accounts.py115 # Check if the balance is below the minimum short balanceCOMMENT
LOW…munity_contributions/shopping_list_mcp/email_server.py85 # Check if body looks like HTMLCOMMENT
LOW…_contributions/simple_mcp_date_server/simple_client.py39 # Display the resultCOMMENT
LOW…contributions/weather_mcp_server/weather_researcher.py17# Check if API key is availableCOMMENT
LOW…munity_contributions/weather_mcp_server/push_server.py18# Check if credentials are setCOMMENT
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LOW…nity_contributions/sonya_agentic_rag_v2/agentic_rag.py152 ##### Check if the retrieved documents are relevantCOMMENT
LOW⚡…nity_contributions/5_autogen_PrasadGaitonde/creator.py322 # Check if this is an evolution triggerCOMMENT
LOW⚡…nity_contributions/5_autogen_PrasadGaitonde/creator.py331 # Check if this is an agent creation request (filename pattern)COMMENT
LOW…community_contributions/Bedtime-Stories-Creator/app.py65 # Check if this is the final story (starts with #)COMMENT
LOW…de_learning_assistant/code-assistant/code_assistant.py85 # Check if this is a status update or final resultCOMMENT
LOW…y_contributions/deep_research_vinamra/deep_research.py63 # Check if more questionsCOMMENT
LOW…utions/kurian_sdr_email_agent_complete/reply_agents.py179 # Check if thread is watchedSTRING
LOW2_openai/community_contributions/andresr27/sdr.py22# Check if traces enabled.COMMENT
LOW…ep_research_with_pushover_report/launch_pushover_ui.py17 # Check if .env file existsCOMMENT
LOW2_openai/community_contributions/manzoor/crew_tools.py22 # Check if structure is dictCOMMENT
LOW2_openai/community_contributions/manzoor/agent_tools.py53 # Write file contentCOMMENT
LOW…penai/community_contributions/norbert-wakanda/tools.py38 # Read file contentCOMMENT
LOW…ributions/kachaje-andela-genai-bootcamp/tools/email.py82 # Check if email was sent successfully (202 is success)COMMENT
LOW…nity_contributions/book_review/book_proposal_review.py24 # Check if file existsCOMMENT
LOW…_contributions/app_rate_limiter_mailgun_integration.py36 # Check if user has exceeded the limitCOMMENT
LOW…_contributions/app_rate_limiter_mailgun_integration.py198 # Check if history is a list of dicts (Gradio "messages" format)COMMENT
LOW…community_contributions/novel-generator/file_writer.py4 # Output result to fileCOMMENT
LOW…ations/community_contributions/novel-generator/main.py154 # Output result to fileCOMMENT
LOW⚡…_contributions/dkisselev-zz/persona_rag/persona_app.py167 # Check if email has already been collected in this conversationCOMMENT
LOW⚡…_contributions/dkisselev-zz/persona_rag/persona_app.py171 # Check if this message contains a tool call to record_user_detailsCOMMENT
LOW…_contributions/claude_based_chatbot_tc/modules/chat.py69 # Check if this is actually the first message by looking at history lengthCOMMENT
LOW…_contributions/claude_based_chatbot_tc/modules/chat.py111 # Check if Claude wants to call a toolCOMMENT
LOW…s/Multi-Model-Resume–JD-Match-Analyzer/resume_agent.py226 # Display resultsSTRING
LOW…ndations/community_contributions/wszymilo/recorders.py78 # Check if the question already exists (case-insensitive)COMMENT
LOW…mmunity_contributions/Sama-ndari_interview-tool/app.py104 # Check if API key is empty or missingCOMMENT
LOW…mmunity_contributions/Sama-ndari_interview-tool/app.py162 # Check if the user message count reaches 5COMMENT
LOW⚡…ns/amirna2_contributions/personal-ai/career_chatbot.py491 # Check if job matching tool was usedCOMMENT
LOW⚡…ns/amirna2_contributions/personal-ai/career_chatbot.py495 # Check if response contains job matching indicatorsCOMMENT
LOW⚡…ns/amirna2_contributions/personal-ai/career_chatbot.py500 # Check if message contains job posting indicatorsCOMMENT
LOW…ns/amirna2_contributions/personal-ai/career_chatbot.py84 # Check if GitHub token is available for higher rate limitsCOMMENT
LOW…ns/amirna2_contributions/personal-ai/career_chatbot.py388 # Check if GitHub tools were usedCOMMENT
LOW…ns/amirna2_contributions/personal-ai/career_chatbot.py440 # Check if GitHub tool results should be included in system promptCOMMENT
LOW…ns/amirna2_contributions/personal-ai/career_chatbot.py532 # Check if this is GitHub tool content (repo details or repo search results)COMMENT
LOW⚡…ions/ChatBot_with_evaluator_and_notifier/controller.py258 # Check if context is actually relevant using a quick relevance testCOMMENT
LOW…ions/ChatBot_with_evaluator_and_notifier/controller.py286 # Check if we used general knowledge and should send notificationCOMMENT
LOW…contributions/sidekick_research_and_action/sidekick.py183 # Check if complete (no tool calls)STRING
LOW…contributions/sidekick_research_and_action/sidekick.py258 # Check if complete (no tool calls)STRING
LOW…ions/sidekick_research_and_action/markdown_pdf_tool.py20 # Check if markdown file existsCOMMENT
LOW…aph/community_contributions/emmy_sidekick/src/nodes.py177 # Check if hit max refinementsCOMMENT
LOW…aph/community_contributions/emmy_sidekick/src/nodes.py218 # Check if user wants YouTube videosCOMMENT
LOW…aph/community_contributions/emmy_sidekick/src/nodes.py224 # Check if user is doneCOMMENT
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Docstring Block Structure19 hits · 95 pts
SeverityFileLineSnippetContext
HIGH…s/software-engineering-crew/output/backend/accounts.py81 Create a new account with an optional initial balance. Args: account_id: Optional explicitSTRING
HIGH…s/software-engineering-crew/output/backend/accounts.py122 Deposit a positive amount into the specified account. Args: account_id: The account identiSTRING
HIGH…s/software-engineering-crew/output/backend/accounts.py156 Withdraw a positive amount from the specified account. Args: account_id: The account identSTRING
HIGH…s/software-engineering-crew/output/backend/accounts.py199 Retrieve the ledger entries. Args: account_id: If provided, returns entries for that accouSTRING
HIGH…ftware-engineering-crew/output/backend/transactions.py82Record a deposit transaction. Args: account_id: Account identifier. amount: Positive deSTRING
HIGH…ftware-engineering-crew/output/backend/transactions.py121Record a withdrawal transaction. Args: account_id: Account identifier. amount: PositiveSTRING
HIGH…ftware-engineering-crew/output/backend/transactions.py163Record a buy trade transaction. Args: account_id: Account identifier. symbol: Asset symSTRING
HIGH…ftware-engineering-crew/output/backend/transactions.py202Record a sell trade transaction. Args: account_id: Account identifier. symbol: Asset sySTRING
HIGH…ns/software-engineering-crew/output/backend/trading.py97 Create a new trading account with an optional initial cash balance. Args: account_id: OptiSTRING
HIGH…ns/software-engineering-crew/output/backend/trading.py136 Execute a buy or sell order for the given account and symbol. Args: account_id: The accounSTRING
HIGH…ns/software-engineering-crew/output/backend/trading.py232 Retrieve trade records. Args: account_id: If provided, returns trades for that account; otSTRING
HIGH…ns/software-engineering-crew/output/backend/storage.py97Create a new account with an optional initial cash balance. Args: account_id: Optional explicit accSTRING
HIGH…ns/software-engineering-crew/output/backend/pricing.py27 Return the share price for the given symbol. Args: symbol: Stock ticker symbol (case-insenSTRING
HIGH…/software-engineering-crew/output/backend/portfolio.py165Record a buy or sell trade for the given portfolio and symbol. Uses moving average cost basis: - Buy: iSTRING
HIGH…software-engineering-crew/output/backend/validation.py98 Normalize and validate an asset symbol. Args: symbol: Input symbol value. uppeSTRING
HIGH…software-engineering-crew/output/backend/validation.py117 Normalize and validate order side. Args: side: Input side (e.g., 'buy', 'sell'). STRING
HIGH…ions/emmy_video_processor/video_processor/mcp_tools.py321 Extract a specific segment/clip from a video. Args: video_path: Full path to the input video file STRING
HIGH…ity_contributions/weather_mcp_server/weather_server.py367Weather MCP Server Documentation AVAILABLE TOOLS: 1. get_current_weather_tool - Get real-time weather conditions STRING
HIGH…ons/kachaje-andela-genai-bootcamp/local_trace/trace.py461 Enhanced local trace context manager for logging agent operations. Args: name: Name of the trace STRING
Slop Phrases22 hits · 64 pts
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MEDIUM…esearcher_guard/src/financial_researcher_guard/crew.py10# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM…dership_calibration/src/leadership_calibration/crew.py7# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM…_Financial_Researcher/src/financial_researcher/crew.py6# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM…ontributions/schema_builder/src/schema_builder/crew.py6# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM…archical_engineering_team/src/engineering_team/crew.py6# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM…eering_team_quality_loops/src/engineering_team/crew.py6# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM…munity_contributions/f1_planner/src/f1_planner/crew.py8# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM…itiers_adeyemi_kayode/src/flight_ai_researcher/crew.py11# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM…_amitb/market_researcher/src/market_researcher/crew.py8# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM…eference/engineering_team/src/engineering_team/crew.py6# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM…/financial_researcher/src/financial_researcher/crew.py6# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM3_crewai/reference/debate/src/debate/crew.py5# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM3_crewai/reference/coder/src/coder/crew.py6# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM3_crewai/reference/researcher/src/researcher/crew.py5# you can use the @before_kickoff and @after_kickoff decoratorsCOMMENT
MEDIUM…contributions/sach91-mcp-ollama-telegram/searchtool.py11 # ddg regions: "wt-wt" is worldwide; you can add region=... if you want localizationCOMMENT
MEDIUM…mcp/community_contributions/mostafa/security_server.py515 # Simple regex to strip HTML tags (for demonstration purposes)COMMENT
MEDIUM…/community_contributions/edfolmi/cosmetics_agent_iq.py29UNSAFE_RESPONSE = "I'm unable to process that request. Please rephrase or type `/reset`."CODE
MEDIUM…ntributions/sach9-deep-research-ollama/search_agent.py23 # ddg regions: "wt-wt" is worldwide; you can add region=... if you want localizationCOMMENT
MEDIUM…ai/community_contributions/davenjeru/reporter_agent.py45landscape" or "it's worth noting that." Every sentence should deliver information.CODE
MEDIUM…oundations/community_contributions/weather-tool/app.py204 # You are given a summary of {self.name}'s background and LinkedIn profile which you can use to answer questionsCOMMENT
MEDIUM…utions/sach91-docker-ollama-telegram/sidekick_tools.py66 # ddg regions: "wt-wt" is worldwide; you can add region=... if you want localizationCOMMENT
MEDIUM…tributions/sach91-docker-ollama-telegram/dockertool.py65 # Use sync for simplicity; you can add asyncio.to_thread if you prefer.COMMENT
AI Slop Vocabulary29 hits · 56 pts
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MEDIUM⚡…ributions/travelmate/src/travelmate/config/agents.yaml59# These agents create comprehensive travel plans using information from guide agentsCOMMENT
MEDIUM…ty_contributions/data_science_help/outputs/analysis.py16 # robust across pandas versions (handles tz-aware as well)COMMENT
LOW6_mcp/community_contributions/2_aiobot_mcp/app.py252 # For now, just pass the message (stateless)COMMENT
MEDIUM…nity_contributions/iamumarjaved/src/utils/templates.py161 return f"""Perform a comprehensive risk assessment of all trading accounts.STRING
LOW⚡…nity_contributions/shopping_list_mcp/shopping_agent.py61 # Standard OpenAI (no gateway needed - just use OPENAI_API_KEY)COMMENT
MEDIUM⚡…ity_contributions/weather_mcp_server/weather_server.py246 """Get comprehensive weather data including both standard and marine weather.STRING
MEDIUM…utions/eliza_zadura/deep_research_lab/planner_agent.py17INSTRUCTIONS = """You are a research planner. Given a research brief, create a comprehensive search strategy.CODE
MEDIUM…butions/eliza_zadura/deep_research_lab/writer_agent.py18INSTRUCTIONS = """You are a senior research writer. Your job is to write a comprehensive reportCODE
MEDIUM…ty_contributions/deep_research_vinamra/writer_agent.py6INSTRUCTIONS = """You are a senior research analyst and expert writer specializing in comprehensive research reports.CODE
MEDIUM2_openai/community_contributions/obogomaty/app.py171 sys_prompt = f"""Write a comprehensive Deep Research Report.CODE
LOW…butions/workflow_patterns/1-Prompt_Chaining/configs.py39 # To add a new provider, you just add an entry here. No other code changes needed!COMMENT
LOW…butions/workflow_patterns/2-Parallelization/configs.py44 # To add a new provider, you just add an entry here. No other code changes needed!COMMENT
LOW…y_contributions/workflow_patterns/3-Routing/configs.py44 # To add a new provider, you just add an entry here. No other code changes needed!COMMENT
LOW…ons/workflow_patterns/5-Evaluator-Optimizer/configs.py44 # To add a new provider, you just add an entry here. No other code changes needed!COMMENT
LOW…s/workflow_patterns/4-Orchestration_Workers/configs.py44 # To add a new provider, you just add an entry here. No other code changes needed!COMMENT
LOW…tterns/4-Orchestration_Workers/orchestration_worker.py60 # If the expected structure isn't there, just use the default message.COMMENT
LOW⚡…tterns/4-Orchestration_Workers/orchestration_worker.py126 # The 'check_result' is the original query here, but we can just use message_str.COMMENT
MEDIUM…ibutions/iamumarjaved/research_agents/planner_agent.py7INSTRUCTIONS = f"""You are a highly skilled research assistant specializing in creating comprehensive search strategies.CODE
MEDIUM⚡…ntributions/deep_research_refactored/agents_manager.py135 """ Run the research pipeline with comprehensive error handling """STRING
MEDIUM…ions/kachaje-andela-genai-bootcamp/tools/web_search.py28 # Using max_results=10 to get more comprehensive resultsCOMMENT
MEDIUM…utions/deep_research_elixirgam_version/writer_agent.py10WRITER_INSTRUCTIONS = """You are a senior researcher who writes comprehensive reports.CODE
MEDIUM…ns/deep_research_elixirgam_version/research_manager.py19RESEARCH_MANAGER_INSTRUCTIONS = """You are a research manager responsible for conducting comprehensive research on any gCODE
MEDIUM…ity_contributions/dkisselev-zz/persona_rag/evaluate.py479 """Run comprehensive evaluation"""STRING
LOW1_foundations/community_contributions/wszymilo/app.py59 # You might want to construct a follow-up message to the LLM, here we just return a message for nowCOMMENT
MEDIUM…ns/amirna2_contributions/personal-ai/career_chatbot.py139 # Format ALL repos with comprehensive detailsCOMMENT
MEDIUM…am_thomas/learning_planner/nodes/curriculum_builder.py21 self.system_prompt = """You are an expert curriculum designer. Create comprehensive,CODE
MEDIUM…aph/community_contributions/wszymilo/research_graph.py132 return """You are Senior Researcher writing a comprehensive report. Your task is to generate markdown-formatted repoSTRING
MEDIUM…ributions/transcript_summarizer/src/core/summarizer.py329 return f"""You are an expert at summarizing transcript content. Please provide a concise but comprehensive summaCODE
MEDIUM…ributions/transcript_summarizer/src/core/summarizer.py347 return f"""You are an expert at creating comprehensive summaries from multiple related text segments. Below are CODE
Magic Placeholder Names8 hits · 48 pts
SeverityFileLineSnippetContext
HIGH…p/community_contributions/forex2/mcp_exchange_rates.py64# https://v6.exchangerate-api.com/v6/YOUR-API-KEY/latest/USDCOMMENT
HIGH…munity_contributions/code_learning_assistant/README.md202OPENAI_API_KEY=your_api_keyCODE
HIGH…tions/code_learning_assistant/code-assistant/README.md202OPENAI_API_KEY=your_api_keyCODE
HIGH…community_contributions/gemini_based_chatbot/README.md43 GOOGLE_API_KEY=<your-api-key>CODE
HIGH…mmunity_contributions/chatbot_rag_evaluation/README.md37 GOOGLE_API_KEY=<your-api-key>CODE
HIGH…mmunity_contributions/chatbot_rag_evaluation/README.md38 OPENAI_API_KEY=<your-api-key>CODE
HIGH⚡…ibutions/telegram_push_notifications/telegram_setup.md233. Open your web browser and visit this URL (replace `<YOUR_TOKEN>` with the token from Step 1):CODE
HIGH⚡…ibutions/telegram_push_notifications/telegram_setup.md24 `https://api.telegram.org/bot<YOUR_TOKEN>/getUpdates`CODE
AI Structural Patterns23 hits · 22 pts
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LOW…adership_calibration/src/leadership_calibration/app.py11CODE
LOW…adership_calibration/src/leadership_calibration/app.py18CODE
LOW…utions/data_science_help/src/data_science_help/main.py63CODE
LOW…_contributions/1_swap_trading_prism/src/prism/tools.py115CODE
LOW…s/blt909/homepage_builder/src/homepage_builder/main.py33CODE
LOW6_mcp/community_contributions/tobenna/leads_server.py11CODE
LOW…ontributions/issoft2/medical_patient_mgt_mcp_server.py249CODE
LOW6_mcp/community_contributions/Timothy/timothy_agents.py25CODE
LOW6_mcp/community_contributions/Timothy/timothy_agents.py48CODE
LOW6_mcp/community_contributions/Timothy/timothy_agents.py74CODE
LOW…utions/salah/devops-monitor-agent/src/alert_manager.py71CODE
LOW…ity_contributions/adriana_exercise_day2/news_client.py51CODE
LOW…nai/community_contributions/ranskills-deep-research.py159CODE
LOW…oop_debuggers/first_principles_loop/agent_tool_loop.py126CODE
LOW…ations/community_contributions/aswamina/smartfridge.py210CODE
LOW…ons/community_contributions/haastrupea/src/pipeline.py66CODE
LOW…y_contributions/abrahim/twin_agent/src/digital_twin.py22CODE
LOW…community_contributions/stevek_2_lab2_python/2_lab2.py334CODE
LOW…oundations/community_contributions/weather-tool/app.py59CODE
LOW…ibutions/wakanda_team_thomas/learning_planner/graph.py119CODE
LOW…ggraph/community_contributions/philip/content_agent.py307CODE
LOW…ity_contributions/Timothy/sidekick-upgrade/sidekick.py112CODE
LOW…n_langgraph/community_contributions/blt909/pipeline.py1087CODE
Fake / Example Data24 hits · 22 pts
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LOW…contributions/gomezc08/interview/src/interview/main.py23 'candidate_name': "Jane Doe",CODE
LOW⚡…ions/trip_daily_planner/src/trip_daily_planner/main.py29 'email_to': 'user@example.com',CODE
LOW…/src/ghost_writer/services/test_book_writer_service.py40 characters="John Doe"CODE
LOW…nity_contributions/victor_conqueror/agent_crm/agent.py73 account = gr.Textbox(label="Account (optional)", placeholder="Acme Corp")CODE
LOW…y_contributions/dkisselev-zz/history-agent/accounts.py184 account = Account("John Doe")CODE
LOW…ributions/fix_polygon_not_authorized_error/accounts.py181 account = Account("John Doe")CODE
LOW6_mcp/community_contributions/solisoma/accounts.py179 account = Account("John Doe")CODE
LOW…ibutions/salah/devops-monitor-agent/src/email_agent.py13 to_email_addr = os.environ.get("ALERT_TO_EMAIL", "admin@example.com")CODE
LOW…_contributions/Vagz1216_us_equities_crypto/accounts.py179 account = Account("John Doe")CODE
LOW6_mcp/community_contributions/steve/modules/accounts.py179 account = Account("John Doe")CODE
LOW…nity_contributions/iamumarjaved/src/agents/accounts.py177 account = Account("John Doe")CODE
LOW…ns/PrasadGaitonde/6_MCP_GitHubProject/github_client.py20 env={**os.environ, "GITHUB_TOKEN": os.getenv("GITHUB_TOKEN", "dummy_token")}CODE
LOW6_mcp/community_contributions/samuel_remo/accounts.py179 account = Account("John Doe")CODE
LOW…munity_contributions/AutoTrader_hopeogbons/accounts.py179 account = Account("John Doe")CODE
LOW…tributions/ugomichael33/week2_sales_outreach_app/ui.py11 company = gr.Textbox(label="Company", placeholder="Acme Corp")CODE
LOW…omer_care_telegram/modules/agents/sequential_agents.py129 - Store valid fields in `state.order_details` (e.g., `{{'Customer Name': 'John Doe', Email: 'abcd@gmail.com'CODE
LOW…mmunity_contributions/blt909/app_agents/email_agent.py25 name="John Doe",CODE
LOW4_langchain_langgraph/app.py23 items = '<div class="placeholder">The Sidekick will write its plan here as it works</div>'STRING
LOW…ity_contributions/makinda/nairobi_city_agents/graph.py5 local events (SQLite) → dummy-data LLM if empty → optional Serper enrichment →STRING
LOW…ity_contributions/makinda/nairobi_city_agents/graph.py35 """Read SQLite; if empty, run the dummy-data agent to synthesize seed events."""STRING
LOW…tributions/makinda/nairobi_city_agents/dummy_events.py1"""LLM-generated synthetic Nairobi events when the local DB is empty (dummy-data agent)."""STRING
LOW…y_contributions/johnerick8_transactions_monitor/app.py58 placeholder='Paste transaction JSON here, e.g. {"user_id": "123", "name": "John Doe", "amount": 500, "currenCODE
LOW…n_langgraph/community_contributions/blt909/pipeline.py333- No Lorem Ipsum — generate sharp, on-brand copyCODE
LOW…unity_contributions/ebunilo_langraph/sidekick_tools.py772# {"name": "Jane Doe", "email": "jane.doe@company.com", "title": "CEO"},COMMENT
Synthetic Comment Markers3 hits · 18 pts
SeverityFileLineSnippetContext
HIGH2_openai/community_contributions/elchanio76/README.md116The example aimaginary brochure was created with gpt-5-mini and fake contact lists were generated by Llama 3.1.CODE
HIGH…munity_contributions/bot_board/conversation_context.py81 # Print for convenience as requestedCOMMENT
HIGH…y_contributions/emmy_sidekick/src/external_services.py43 include_answer=True, # Get AI-generated summaryCODE
Overly Generic Function Names11 hits · 10 pts
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LOW…unity_contributions/emmy_video_processor/gradio_app.py21async def handle_request(video_file, user_request, progress=gr.Progress()):CODE
LOW…nity_contributions/retail agent/retail_agent_system.py63 def handle_request(self, product, customer_name):STRING
LOW…e_Customer_Support/ai_agents/customer_support_agent.py80 async def run_task(self, message: str) -> str:CODE
LOW…mmunity_contributions/Mugao_Ops_Planner/core/server.py10 def handle_request(self, request_type: str, payload: dict):CODE
LOW…penai/community_contributions/deep_research_ms/test.py3def process_data(name, age):CODE
LOW…_Inventory_Management/ai_agents/product_sales_agent.py31 async def run_task(self, message: str):CODE
LOW…ventory_Management/ai_agents/database_manager_agent.py124 async def run_task(self, message: str):STRING
LOW…Usage_Experiments/1_no_tools/customer_support_agent.py24 async def run_task(self, message: str):CODE
LOW…ge_Experiments/2_simple_tool/customer_support_agent.py35 async def run_task(self, message: str):CODE
LOW…ts/4_two_tools_better_output/customer_support_agent.py47 async def run_task(self, message: str):CODE
LOW…sage_Experiments/3_two_tools/customer_support_agent.py43 async def run_task(self, message: str):CODE
Example Usage Blocks2 hits · 3 pts
SeverityFileLineSnippetContext
LOW6_mcp/community_contributions/aswamina/groceries.py132# Example usage:COMMENT
LOW…/community_contributions/dkisselev-zz/deep_research.py41 ### How to use:COMMENT
Dead Code1 hit · 2 pts
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MEDIUM…engineering-team/src/advanced_engineering_team/main.py109CODE