AI Slop Code RIsk Monitor

ed-donner/llm_engineering

Repo to accompany my mastering LLM engineering course

41.2 High pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for ed-donner/llm_engineering, a Jupyter Notebook project with 7,648 GitHub stars. SynthScan examined 276,025 lines of code across 2372 source files, recording 4701 pattern matches distributed across 28 syntactic categories. The legacy adjusted pattern signal is 41.2 (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.

41.2
Adjusted Signal
41.2
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
7.6K
Stars
Jupyter Notebook
Language
276.0K
Lines of Code
2.4K
Files
4.7K
Pattern Hits
2026-10-12
Scan Date
0.45
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 25.3/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 1077 finding(s).

Hallucinated Dependency & Supply Chain Risk 17.7/100 · LOW

Are imports declared and package/API names verified? 795 finding(s).

Agent Over-Engineering Ratio 80.2/100 · CRITICAL

Are wrappers, guards, and repeated structures necessary? 3095 finding(s).

PR Review Velocity Impact 89.7/100 · CRITICAL

Which changes need focused human review? 4701 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 1062MEDIUM 1211LOW 2415

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 4701 distinct pattern matches across 28 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 Repetition904 hits · 4520 pts
SeverityFileLineSnippetContext
HIGHweek8/price_is_right.py0<div style="height: 400px; overflow-y: auto; border: 1px solid #ccc; background-color: #222229; padding: 10px;"> {outputSTRING
HIGH…ommunity_contributions/muthama/price_is_right_final.py0<div style="height: 400px; overflow-y: auto; border: 1px solid #ccc; background-color: #222229; padding: 10px;"> {outputSTRING
HIGH…ibutions/Ensemble_with_xgboost/price_is_right_final.py0<div style="height: 400px; overflow-y: auto; border: 1px solid #ccc; background-color: #222229; padding: 10px;"> {outputSTRING
HIGH…andela-genai-bootcamp-w8/price-is-right/services/ui.py0<div style="height: 400px; overflow-y: auto; border: 1px solid #ccc; background-color: #222229; padding: 10px;"> {outputSTRING
HIGH…mmunity_contributions/jsjasee_w8d5/price_is_rightv2.py0<div style="height: 400px; overflow-y: auto; border: 1px solid #ccc; background-color: #222229; padding: 10px;"> {outputSTRING
HIGH…y_contributions/Omotosho Joseph/the_salary_is_right.py0<div style="height: 400px; overflow-y: auto; border: 1px solid #ccc; background-color: #222229; padding: 10px;"> {outputSTRING
HIGH…/community_contributions/tochi/price_is_right_final.py0<div style="height: 400px; overflow-y: auto; border: 1px solid #ccc; background-color: #222229; padding: 10px;"> {outputSTRING
HIGH…nity-contributions/samuel_remo/week8/price_is_right.py0<div style="height: 400px; overflow-y: auto; border: 1px solid #ccc; background-color: #222229; padding: 10px;"> {outputSTRING
HIGHcommunity-contributions/dng/week8/main.py0<div style="height: 400px; overflow-y: auto; border: 1px solid #ccc; background-color: #222229; padding: 10px;"> {outputSTRING
HIGH…ommunity_contributions/winniekariuki/price_is_right.py0<div style="height: 400px; overflow-y: auto; border: 1px solid #ccc; background-color: #222229; padding: 10px;"> {outputSTRING
HIGHweek8/agents/specialist_agent.py0an agent that runs our fine-tuned llm that's running remotely on modalSTRING
HIGH…ity_contributions/timadigwe/agents/specialist_agent.py0an agent that runs our fine-tuned llm that's running remotely on modalSTRING
HIGH…tions/Ensemble_with_xgboost/agents/specialist_agent.py0an agent that runs our fine-tuned llm that's running remotely on modalSTRING
HIGH…mp-w8/price-is-right/shared/agents/specialist_agent.py0an agent that runs our fine-tuned llm that's running remotely on modalSTRING
HIGH…mmunity_contributions/tochi/agents/specialist_agent.py0an agent that runs our fine-tuned llm that's running remotely on modalSTRING
HIGH…y_contributions/temmyogunbo/agents/specialist_agent.py0an agent that runs our fine-tuned llm that's running remotely on modalSTRING
HIGH…utions/william_pepple/week8/agents/specialist_agent.py0an agent that runs our fine-tuned llm that's running remotely on modalSTRING
HIGH…ity-contributions/dng/week8/agents/specialist_agent.py0an agent that runs our fine-tuned llm that's running remotely on modalSTRING
HIGHcommunity-contributions/bmuk/specialist_agent.py0an agent that runs our fine-tuned llm that's running remotely on modalSTRING
HIGHweek8/agents/specialist_agent.py0set up this agent by creating an instance of the modal classSTRING
HIGH…ity_contributions/timadigwe/agents/specialist_agent.py0set up this agent by creating an instance of the modal classSTRING
HIGH…tions/Ensemble_with_xgboost/agents/specialist_agent.py0set up this agent by creating an instance of the modal classSTRING
HIGH…mp-w8/price-is-right/shared/agents/specialist_agent.py0set up this agent by creating an instance of the modal classSTRING
HIGH…nity_contributions/lisekarimi/agents/ft_price_agent.py0set up this agent by creating an instance of the modal classSTRING
HIGH…mmunity_contributions/tochi/agents/specialist_agent.py0set up this agent by creating an instance of the modal classSTRING
HIGH…y_contributions/temmyogunbo/agents/specialist_agent.py0set up this agent by creating an instance of the modal classSTRING
HIGH…utions/william_pepple/week8/agents/specialist_agent.py0set up this agent by creating an instance of the modal classSTRING
HIGH…ity-contributions/dng/week8/agents/specialist_agent.py0set up this agent by creating an instance of the modal classSTRING
HIGHcommunity-contributions/bmuk/specialist_agent.py0set up this agent by creating an instance of the modal classSTRING
HIGHweek8/agents/specialist_agent.py0make a remote call to return the estimate of the price of this itemSTRING
HIGH…ity_contributions/timadigwe/agents/specialist_agent.py0make a remote call to return the estimate of the price of this itemSTRING
HIGH…tions/Ensemble_with_xgboost/agents/specialist_agent.py0make a remote call to return the estimate of the price of this itemSTRING
HIGH…mp-w8/price-is-right/shared/agents/specialist_agent.py0make a remote call to return the estimate of the price of this itemSTRING
HIGH…nity_contributions/lisekarimi/agents/ft_price_agent.py0make a remote call to return the estimate of the price of this itemSTRING
HIGH…mmunity_contributions/tochi/agents/specialist_agent.py0make a remote call to return the estimate of the price of this itemSTRING
HIGH…y_contributions/temmyogunbo/agents/specialist_agent.py0make a remote call to return the estimate of the price of this itemSTRING
HIGH…utions/william_pepple/week8/agents/specialist_agent.py0make a remote call to return the estimate of the price of this itemSTRING
HIGH…ity-contributions/dng/week8/agents/specialist_agent.py0make a remote call to return the estimate of the price of this itemSTRING
HIGHcommunity-contributions/bmuk/specialist_agent.py0make a remote call to return the estimate of the price of this itemSTRING
HIGHweek8/agents/ensemble_agent.py0create an instance of ensemble, by creating each of the models and loading the weights of the ensembleSTRING
HIGH…unity_contributions/timadigwe/agents/ensemble_agent.py0create an instance of ensemble, by creating each of the models and loading the weights of the ensembleSTRING
HIGH…butions/Ensemble_with_xgboost/agents/ensemble_agent.py0create an instance of ensemble, by creating each of the models and loading the weights of the ensembleSTRING
HIGH…camp-w8/price-is-right/shared/agents/ensemble_agent.py0create an instance of ensemble, by creating each of the models and loading the weights of the ensembleSTRING
HIGH…contributions/ensemble-joshua/agents/ensemble_agent.py0create an instance of ensemble, by creating each of the models and loading the weights of the ensembleSTRING
HIGH…unity_contributions/ensemble-updated/ensemble_agent.py0create an instance of ensemble, by creating each of the models and loading the weights of the ensembleSTRING
HIGH…community_contributions/tochi/agents/ensemble_agent.py0create an instance of ensemble, by creating each of the models and loading the weights of the ensembleSTRING
HIGH…ity_contributions/temmyogunbo/agents/ensemble_agent.py0create an instance of ensemble, by creating each of the models and loading the weights of the ensembleSTRING
HIGH…ibutions/william_pepple/week8/agents/ensemble_agent.py0create an instance of ensemble, by creating each of the models and loading the weights of the ensembleSTRING
HIGH…munity-contributions/samuel_remo/week8/agents/agent.py0create an instance of ensemble, by creating each of the models and loading the weights of the ensembleSTRING
HIGH…unity-contributions/dng/week8/agents/ensemble_agent.py0create an instance of ensemble, by creating each of the models and loading the weights of the ensembleSTRING
HIGHcommunity-contributions/bmuk/ensemble_agent.py0create an instance of ensemble, by creating each of the models and loading the weights of the ensembleSTRING
HIGHweek8/agents/ensemble_agent.py0run this ensemble model ask each of the models to price the product then use the linear regression model to return the wSTRING
HIGH…unity_contributions/timadigwe/agents/ensemble_agent.py0run this ensemble model ask each of the models to price the product then use the linear regression model to return the wSTRING
HIGH…butions/Ensemble_with_xgboost/agents/ensemble_agent.py0run this ensemble model ask each of the models to price the product then use the linear regression model to return the wSTRING
HIGH…camp-w8/price-is-right/shared/agents/ensemble_agent.py0run this ensemble model ask each of the models to price the product then use the linear regression model to return the wSTRING
HIGH…contributions/ensemble-joshua/agents/ensemble_agent.py0run this ensemble model ask each of the models to price the product then use the linear regression model to return the wSTRING
HIGH…unity_contributions/ensemble-updated/ensemble_agent.py0run this ensemble model ask each of the models to price the product then use the linear regression model to return the wSTRING
HIGH…community_contributions/tochi/agents/ensemble_agent.py0run this ensemble model ask each of the models to price the product then use the linear regression model to return the wSTRING
HIGH…ity_contributions/temmyogunbo/agents/ensemble_agent.py0run this ensemble model ask each of the models to price the product then use the linear regression model to return the wSTRING
HIGH…ibutions/william_pepple/week8/agents/ensemble_agent.py0run this ensemble model ask each of the models to price the product then use the linear regression model to return the wSTRING
844 more matches not shown…
Decorative Section Separators804 hits · 2524 pts
SeverityFileLineSnippetContext
MEDIUM…8/community_contributions/tobenna/negotiation_agent.py54 # ── Tool implementations ─────────────────────────────────────────────COMMENT
MEDIUM…8/community_contributions/tobenna/negotiation_agent.py129 # ── Tool JSON schemas ────────────────────────────────────────────────COMMENT
MEDIUM…8/community_contributions/tobenna/negotiation_agent.py261 # ── Prompts ──────────────────────────────────────────────────────────COMMENT
MEDIUM…8/community_contributions/tobenna/negotiation_agent.py286 # ── Main loop ────────────────────────────────────────────────────────STRING
MEDIUM…mmunity_contributions/patrickcmd/arxiv-agent/ingest.py32# ---------------------------------------------------------------------------COMMENT
MEDIUM…mmunity_contributions/patrickcmd/arxiv-agent/ingest.py34# ---------------------------------------------------------------------------COMMENT
MEDIUM…mmunity_contributions/patrickcmd/arxiv-agent/ingest.py90# ---------------------------------------------------------------------------COMMENT
MEDIUM…mmunity_contributions/patrickcmd/arxiv-agent/ingest.py92# ---------------------------------------------------------------------------COMMENT
MEDIUM…mmunity_contributions/patrickcmd/arxiv-agent/ingest.py126# ---------------------------------------------------------------------------COMMENT
MEDIUM…mmunity_contributions/patrickcmd/arxiv-agent/ingest.py128# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…mmunity_contributions/patrickcmd/arxiv-agent/ingest.py152# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…mmunity_contributions/patrickcmd/arxiv-agent/ingest.py154# ---------------------------------------------------------------------------COMMENT
MEDIUM…mmunity_contributions/patrickcmd/arxiv-agent/ingest.py209# ---------------------------------------------------------------------------COMMENT
MEDIUM…mmunity_contributions/patrickcmd/arxiv-agent/ingest.py211# ---------------------------------------------------------------------------COMMENT
MEDIUM…mmunity_contributions/patrickcmd/arxiv-agent/ingest.py237# ---------------------------------------------------------------------------COMMENT
MEDIUM…mmunity_contributions/patrickcmd/arxiv-agent/ingest.py239# ---------------------------------------------------------------------------COMMENT
MEDIUMweek8/community_contributions/emmy/llm_battle.py15# ---------------------------------------------------------------------------COMMENT
MEDIUMweek8/community_contributions/emmy/llm_battle.py17# ---------------------------------------------------------------------------COMMENT
MEDIUMweek8/community_contributions/emmy/llm_battle.py162# ---------------------------------------------------------------------------STRING
MEDIUMweek8/community_contributions/emmy/llm_battle.py164# ---------------------------------------------------------------------------STRING
MEDIUMweek8/community_contributions/emmy/llm_battle.py302# ---------------------------------------------------------------------------COMMENT
MEDIUMweek8/community_contributions/emmy/llm_battle.py304# ---------------------------------------------------------------------------COMMENT
MEDIUMweek8/community_contributions/emmy/llm_battle.py388# ---------------------------------------------------------------------------COMMENT
MEDIUMweek8/community_contributions/emmy/llm_battle.py390# ---------------------------------------------------------------------------COMMENT
MEDIUMweek8/community_contributions/codypharm/app.py24# ── Formatting functions ───────────────────────────────────────────────────────────────COMMENT
MEDIUMweek8/community_contributions/codypharm/app.py89# ── Core analysis logic ──────────────────────────────────────────────────────────────COMMENT
MEDIUMweek8/community_contributions/codypharm/app.py126# ── Input parsing & test data ─────────────────────────────────────────────────────────COMMENT
MEDIUMweek8/community_contributions/codypharm/app.py212# ── Gradio UI ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMweek8/community_contributions/codypharm/app.py275 # ── Event handlers ────────────────────────────────────────────────────────────────STRING
MEDIUM…ek8/community_contributions/codypharm/pharma_agents.py22# ============================================================================COMMENT
MEDIUM…ek8/community_contributions/codypharm/pharma_agents.py24# ============================================================================COMMENT
MEDIUM…ek8/community_contributions/codypharm/pharma_agents.py47# ============================================================================COMMENT
MEDIUM…ek8/community_contributions/codypharm/pharma_agents.py49# ============================================================================COMMENT
MEDIUM…ek8/community_contributions/codypharm/pharma_agents.py143# ============================================================================COMMENT
MEDIUM…ek8/community_contributions/codypharm/pharma_agents.py145# ============================================================================COMMENT
MEDIUM…ek8/community_contributions/codypharm/pharma_agents.py253# ============================================================================COMMENT
MEDIUM…ek8/community_contributions/codypharm/pharma_agents.py255# ============================================================================COMMENT
MEDIUM⚡…munity_contributions/codypharm/tools/pharmacy_tools.py82# ============================================================================COMMENT
MEDIUM⚡…munity_contributions/codypharm/tools/pharmacy_tools.py84# ============================================================================COMMENT
MEDIUM⚡…munity_contributions/codypharm/tools/pharmacy_tools.py162# ============================================================================COMMENT
MEDIUM⚡…munity_contributions/codypharm/tools/pharmacy_tools.py164# ============================================================================COMMENT
MEDIUM⚡…munity_contributions/codypharm/tools/pharmacy_tools.py539# ============================================================================COMMENT
MEDIUM⚡…munity_contributions/codypharm/tools/pharmacy_tools.py541# ============================================================================COMMENT
MEDIUM⚡…munity_contributions/codypharm/tools/pharmacy_tools.py661# ============================================================================COMMENT
MEDIUM⚡…munity_contributions/codypharm/tools/pharmacy_tools.py663# ============================================================================COMMENT
MEDIUM…munity_contributions/codypharm/tools/pharmacy_tools.py9# ============================================================================COMMENT
MEDIUM…munity_contributions/codypharm/tools/pharmacy_tools.py11# ============================================================================COMMENT
MEDIUM…munity_contributions/codypharm/tools/pharmacy_tools.py368# ============================================================================COMMENT
MEDIUM…munity_contributions/codypharm/tools/pharmacy_tools.py370# ============================================================================COMMENT
MEDIUM…munity_contributions/codypharm/tools/pharmacy_tools.py487# ============================================================================COMMENT
MEDIUM…munity_contributions/codypharm/tools/pharmacy_tools.py489# ============================================================================COMMENT
MEDIUM…munity_contributions/codypharm/tools/pharmacy_tools.py723# ============================================================================COMMENT
MEDIUM…munity_contributions/codypharm/tools/pharmacy_tools.py725# ============================================================================COMMENT
MEDIUM…munity_contributions/codypharm/tools/pharmacy_tools.py989# ============================================================================COMMENT
MEDIUM…munity_contributions/codypharm/tools/pharmacy_tools.py991# ============================================================================COMMENT
MEDIUM…munity_contributions/codypharm/tools/pharmacy_tools.py1040# ============================================================================COMMENT
MEDIUM…munity_contributions/codypharm/tools/pharmacy_tools.py1042# ============================================================================COMMENT
MEDIUM⚡week8/community_contributions/geraldino/pricer_modal.py23# ── Modal app setup ───────────────────────────────────────────────────────────COMMENT
MEDIUM⚡week8/community_contributions/geraldino/pricer_modal.py30# ── Model config ──────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡week8/community_contributions/geraldino/pricer_modal.py37# ── Infrastructure ────────────────────────────────────────────────────────────COMMENT
744 more matches not shown…
Excessive Try-Catch Wrapping945 hits · 1110 pts
SeverityFileLineSnippetContext
LOW…tions/emmanuel_ochade/agentic_code_review_assistant.py452 except Exception as e:CODE
LOW…tions/emmanuel_ochade/agentic_code_review_assistant.py502 except Exception as e:CODE
LOW…ibutions/ikeenjoku/multi_agent_doctor_assistant/app.py168 except Exception as e:STRING
LOW…multi_agent_doctor_assistant/agents/drug_info_agent.py82 except Exception:CODE
LOW…ti_agent_doctor_assistant/agents/medical_specialist.py180 except Exception as e:CODE
LOW…keenjoku/multi_agent_doctor_assistant/agents/router.py76 except Exception as e:CODE
LOW…ity_contributions/martinsawojide/lora_gradio_pricer.py122 except Exception as e:CODE
LOWweek8/community_contributions/Ayesha/relevance_agent.py55 except Exception as e:STRING
LOW…k8/community_contributions/Odinachi/real_estate_app.py173 except Exception as e:CODE
MEDIUM…k8/community_contributions/Odinachi/real_estate_app.py166def respond(message, history):CODE
LOW…utions/a3_igniters_ebenhays/agents/summarizer_agent.py37 except Exception as e:CODE
MEDIUM…utions/a3_igniters_ebenhays/agents/summarizer_agent.py38 print(f"Error summarizing text: {e}")CODE
LOW…ibutions/a3_igniters_ebenhays/agents/category_agent.py44 except Exception:CODE
LOW…butions/a3_igniters_ebenhays/agents/extractor_agent.py47 except Exception as e:CODE
LOW…butions/a3_igniters_ebenhays/agents/extractor_agent.py61 except Exception as e:CODE
LOW…butions/a3_igniters_ebenhays/agents/extractor_agent.py73 except Exception as e:CODE
MEDIUM…butions/a3_igniters_ebenhays/agents/extractor_agent.py65def extract(self) -> str | None:CODE
LOWweek8/community_contributions/Igniters_tobe/app.py24 except Exception as e:CODE
LOW…unity_contributions/Igniters_tobe/tools/url_scraper.py27 except Exception as e:CODE
LOW…munity_contributions/Igniters_tobe/tools/web_search.py15 except Exception:CODE
LOW…ntic_legal_qna_with_rag_on_bare_acts/modal_expander.py28 except Exception:CODE
LOW…ntic_legal_qna_with_rag_on_bare_acts/modal_expander.py35 except Exception:CODE
LOW⚡…mmunity_contributions/patrickcmd/arxiv-agent/ingest.py146 except Exception as e:CODE
LOW…ommunity_contributions/patrickcmd/arxiv-agent/tools.py115 except Exception:CODE
LOW…ommunity_contributions/patrickcmd/arxiv-agent/agent.py234 except Exception as exc:CODE
LOWweek8/community_contributions/emmy/llm_battle.py260 except Exception:CODE
LOW⚡…8/community_contributions/Timothy/news_agent_module.py59 except Exception:CODE
LOW⚡…8/community_contributions/Timothy/news_agent_module.py67 except Exception:CODE
LOW⚡…8/community_contributions/Timothy/news_agent_module.py76 except Exception as e:CODE
MEDIUM⚡…8/community_contributions/Timothy/news_agent_module.py77 print(f"Error fetching from {url}: {e}")CODE
LOW…8/community_contributions/Timothy/news_agent_module.py107 except Exception as e:CODE
LOW…8/community_contributions/Timothy/news_agent_module.py156 except Exception as e:CODE
LOWweek8/community_contributions/NaheemQuadri/tools.py563 except Exception as exc: # noqa: BLE001CODE
LOW⚡week8/community_contributions/NaheemQuadri/scheduler.py91 except Exception as exc:CODE
LOW⚡week8/community_contributions/NaheemQuadri/scheduler.py96 except Exception as exc:CODE
LOW⚡week8/community_contributions/NaheemQuadri/scheduler.py105 except Exception:CODE
LOWweek8/community_contributions/8_Charan_M/multi_agent.py45 except Exception as e:CODE
MEDIUMweek8/community_contributions/8_Charan_M/multi_agent.py46 print(f"Error parsing analyzer response from {model}: {e}")CODE
LOWweek8/community_contributions/8_Charan_M/gradio_app.py39 except Exception as e:CODE
LOWweek8/community_contributions/8_Charan_M/gradio_app.py61 except Exception as e:CODE
LOWweek8/community_contributions/8_Charan_M/gradio_app.py82 except Exception as e:CODE
LOWweek8/community_contributions/chrys/app.py43 except Exception:CODE
LOWweek8/community_contributions/chrys/app.py86 except Exception as e:STRING
LOWweek8/community_contributions/chrys/scheduler.py18 except Exception:CODE
LOWweek8/community_contributions/chrys/scheduler.py28 except Exception as e:CODE
MEDIUMweek8/community_contributions/chrys/scheduler.py14def _is_market_hours() -> bool:CODE
MEDIUMweek8/community_contributions/chrys/scheduler.py25def _job():CODE
LOW…community_contributions/chrys/agents/decision_agent.py24 except Exception:CODE
LOWweek8/community_contributions/chrys/agents/notifier.py88 except Exception as e:CODE
LOW…ommunity_contributions/chrys/agents/sentiment_agent.py34 except Exception:CODE
LOW…ommunity_contributions/chrys/agents/sentiment_agent.py66 except Exception:CODE
LOW…8/community_contributions/chrys/agents/data_fetcher.py47 except Exception as e:CODE
LOW…k8/community_contributions/chrys/sources/metals_api.py57 except Exception:CODE
LOW…ek8/community_contributions/chrys/sources/coingecko.py68 except Exception:CODE
LOW…community_contributions/chrys/sources/alpha_vantage.py92 except Exception:CODE
LOW…ommunity_contributions/salah/gitops-guardian/agents.py76 except Exception as e:CODE
LOW…ommunity_contributions/salah/gitops-guardian/agents.py168 except Exception as e:CODE
LOW…ommunity_contributions/salah/gitops-guardian/agents.py218 except Exception as e:CODE
LOW…8/community_contributions/salah/gitops-guardian/app.py167 except Exception as e:STRING
LOW…8/community_contributions/salah/gitops-guardian/app.py320 except Exception as e:STRING
885 more matches not shown…
Unused Imports721 hits · 714 pts
SeverityFileLineSnippetContext
LOWweek8/agents/planning_agent.py3CODE
LOWweek8/agents/planning_agent.py3CODE
LOWweek8/agents/deep_neural_network.py2CODE
LOWweek8/agents/deep_neural_network.py5CODE
LOWweek8/agents/deep_neural_network.py6CODE
LOWweek8/agents/deep_neural_network.py6CODE
LOWweek8/agents/deep_neural_network.py7CODE
LOW…tions/ikeenjoku/multi_agent_doctor_assistant/ingest.py2CODE
LOW…tions/ikeenjoku/multi_agent_doctor_assistant/ingest.py6CODE
LOW…tions/ikeenjoku/multi_agent_doctor_assistant/ingest.py10CODE
LOW…njoku/multi_agent_doctor_assistant/ingest_medicines.py10CODE
LOW…ibutions/ikeenjoku/multi_agent_doctor_assistant/app.py8CODE
LOW…enjoku/multi_agent_doctor_assistant/agents/__init__.py6CODE
LOW…enjoku/multi_agent_doctor_assistant/agents/__init__.py7CODE
LOW…enjoku/multi_agent_doctor_assistant/agents/__init__.py8CODE
LOW…enjoku/multi_agent_doctor_assistant/agents/__init__.py9CODE
LOW…enjoku/multi_agent_doctor_assistant/agents/__init__.py10CODE
LOW…utions/a3_igniters_ebenhays/agents/summarizer_agent.py2CODE
LOW…unity_contributions/timadigwe/agents/planning_agent.py3CODE
LOW…unity_contributions/timadigwe/agents/planning_agent.py3CODE
LOW…_contributions/timadigwe/agents/deep_neural_network.py2CODE
LOW…_contributions/timadigwe/agents/deep_neural_network.py5CODE
LOW…_contributions/timadigwe/agents/deep_neural_network.py6CODE
LOW…_contributions/timadigwe/agents/deep_neural_network.py6CODE
LOW…_contributions/timadigwe/agents/deep_neural_network.py7CODE
LOW…mmunity_contributions/patrickcmd/arxiv-agent/ingest.py2CODE
LOW…ommunity_contributions/patrickcmd/arxiv-agent/tools.py1CODE
LOWweek8/community_contributions/emmy/llm_battle.py1CODE
LOWweek8/community_contributions/NaheemQuadri/tools.py14CODE
LOW…8/community_contributions/NaheemQuadri/orchestrator.py21CODE
LOWweek8/community_contributions/NaheemQuadri/app.py8CODE
LOWweek8/community_contributions/NaheemQuadri/scheduler.py12CODE
LOWweek8/community_contributions/8_Charan_M/multi_agent.py1CODE
LOWweek8/community_contributions/chrys/orchestrator.py4CODE
LOW…community_contributions/chrys/agents/decision_agent.py3CODE
LOWweek8/community_contributions/chrys/agents/__init__.py1CODE
LOWweek8/community_contributions/chrys/agents/__init__.py2CODE
LOWweek8/community_contributions/chrys/agents/__init__.py3CODE
LOWweek8/community_contributions/chrys/agents/__init__.py4CODE
LOWweek8/community_contributions/chrys/agents/__init__.py5CODE
LOWweek8/community_contributions/chrys/sources/__init__.py1CODE
LOWweek8/community_contributions/chrys/sources/__init__.py2CODE
LOWweek8/community_contributions/chrys/sources/__init__.py3CODE
LOW…ommunity_contributions/salah/gitops-guardian/agents.py1CODE
LOW…ommunity_contributions/salah/gitops-guardian/agents.py2CODE
LOW…ommunity_contributions/salah/gitops-guardian/agents.py4CODE
LOW…ommunity_contributions/salah/gitops-guardian/agents.py4CODE
LOW…8/community_contributions/salah/gitops-guardian/app.py5CODE
LOW…utions/haastrupea/helpers/build_filings_vectorstore.py8CODE
LOW…utions/haastrupea/helpers/build_filings_vectorstore.py14CODE
LOW…community_contributions/stella-oiro/agents/__init__.py1CODE
LOW…community_contributions/stella-oiro/agents/__init__.py2CODE
LOW…community_contributions/stella-oiro/agents/__init__.py3CODE
LOW…community_contributions/stella-oiro/agents/__init__.py4CODE
LOW…community_contributions/stella-oiro/agents/__init__.py5CODE
LOW…community_contributions/stella-oiro/agents/__init__.py6CODE
LOW…ommunity_contributions/stella-oiro/agents/rag_agent.py1CODE
LOW…/community_contributions/tolu/agents/analyzer_agent.py7CODE
LOW…ommunity_contributions/tolu/agents/researcher_agent.py7CODE
LOWweek8/community_contributions/tolu/agents/__init__.py1CODE
661 more matches not shown…
Empty Error Handlers84 hits · 420 pts
SeverityFileLineSnippetContext
HIGH…munity_contributions/Igniters_tobe/tools/web_search.py15except Exception:CODE
HIGH…ntic_legal_qna_with_rag_on_bare_acts/modal_expander.py28except Exception:CODE
HIGH…8/community_contributions/Timothy/news_agent_module.py67except Exception:CODE
HIGHweek8/community_contributions/NaheemQuadri/scheduler.py105except Exception:CODE
HIGHweek8/community_contributions/chrys/config.py8except ImportError:CODE
HIGHweek8/community_contributions/chrys/app.py118except queue.Empty:CODE
HIGHweek8/community_contributions/chrys/main.py37except KeyboardInterrupt:CODE
HIGH…ommunity_contributions/salah/gitops-guardian/agents.py76except Exception as e:CODE
HIGH…ommunity_contributions/salah/gitops-guardian/agents.py218except Exception as e:CODE
HIGH…8/community_contributions/salah/gitops-guardian/app.py58except:CODE
HIGH…8/community_contributions/salah/gitops-guardian/app.py112except:CODE
HIGH…8/community_contributions/salah/gitops-guardian/app.py241except:CODE
HIGH…8/community_contributions/salah/gitops-guardian/app.py411except:CODE
HIGH…8/community_contributions/salah/gitops-guardian/app.py158except:CODE
HIGH…mmunity_contributions/haastrupea/research_framework.py77except Exception:CODE
HIGHweek8/community_contributions/stella-oiro/app.py51except Exception:CODE
HIGH…ommunity_contributions/muthama/price_is_right_final.py72except queue.Empty:CODE
HIGH…munity_contributions/codypharm/tools/pharmacy_tools.py678except:CODE
HIGH…munity_contributions/codypharm/tools/pharmacy_tools.py689except:CODE
HIGH…contributions/adeyemi-kayode/flight_agent_framework.py17except ImportError:CODE
HIGH…contributions/adeyemi-kayode/flight_agent_framework.py72except Exception:CODE
HIGH…la-genai-bootcamp-w8/price-is-right/service_manager.py38except (subprocess.TimeoutExpired, subprocess.CalledProcessError, ValueError):CODE
HIGHweek8/community_contributions/mostafa/rag.py35except Exception:CODE
HIGH…nity_contributions/CynthiaOmovoiye/pricing_pipeline.py442except ImportError:CODE
HIGH…ty_contributions/CynthiaOmovoiye/price_is_right_app.py30except ImportError:CODE
HIGH…ty_contributions/CynthiaOmovoiye/price_is_right_app.py101except ImportError:CODE
HIGH…ty_contributions/CynthiaOmovoiye/price_is_right_app.py279except Exception:CODE
HIGH…ty_contributions/CynthiaOmovoiye/price_is_right_app.py423except (json.JSONDecodeError, TypeError, Exception):CODE
HIGH…ty_contributions/CynthiaOmovoiye/price_is_right_app.py316except ImportError:CODE
HIGH…ty_contributions/CynthiaOmovoiye/price_is_right_app.py325except Exception:CODE
HIGH…y_contributions/Omotosho Joseph/agents/job_listings.py52except Exception:CODE
HIGH…k8/community_contributions/a3_igniters_amitb/helper.py22except json.JSONDecodeError:CODE
HIGHweek6/community-contributions/salah/smart_pricer.py131except:CODE
HIGHweek6/community-contributions/davenjeru/prompts.py43except (ValueError, TypeError):CODE
HIGH…/community-contributions/linked-in-profile-scrapper.py90except Exception:CODE
HIGH…ons/day1_marketing_insights_scraper_Selenium_OpenAI.py135except:CODE
HIGH…trose/google-maps-summarizer/google_maps_summarizer.py110except:CODE
HIGH…-contributions/martinsawojide/basic_website_scraper.py66except Exception:CODE
HIGH…1/community-contributions/salah/technical_assistant.py134except:CODE
HIGH…ions/_market_researcher/market_research_synthesizer.py58except Exception as e:CODE
HIGH…/community-contributions/slavapa/scraper_playwright.py109except Exception:CODE
HIGH…munity-contributions/ai-summarizer-playwright/scrap.py91except Exception:CODE
HIGH…mmunity-contributions/olusolaajayi/streamed_scraper.py69except PlaywrightTimeoutError:CODE
HIGHweek1/community-contributions/gilbert-mutai/scraper.py37except Exception:CODE
HIGH…y_contributions/haastrupea/financial_fraud_detector.py59except ImportError:CODE
HIGH…y_contributions/haastrupea/financial_fraud_detector.py57except Exception:CODE
HIGHweek7/community_contributions/davenjeru/data.py140except (ValueError, TypeError):CODE
HIGH…nity_contributions/CynthiaOmovoiye/pricing_pipeline.py442except ImportError:CODE
HIGH…mmunity-contributions/makinda/ai_travel_planner/bot.py41except (ValueError, AttributeError):CODE
HIGH…assignment-Joshua (GEN AI)/run_radio_africa_chatbot.py32except:CODE
HIGH…assignment-Joshua (GEN AI)/run_radio_africa_chatbot.py30except:CODE
HIGH…5/community-contributions/linkedin-ai-assistant/app.py505except:CODE
HIGH…ons/salah/devops-ai-assistance/devops_ai_assistance.py121except Exception as e:CODE
HIGH…ons/salah/devops-ai-assistance/devops_ai_assistance.py451except:CODE
HIGH…munity-contributions/jsjasee_w5d5_notion_rag/ingest.py217except Exception:CODE
HIGH…ek5/community-contributions/davenjeru/data_pipeline.py39except (ValueError, SyntaxError):CODE
HIGH…ek5/community-contributions/davenjeru/data_pipeline.py131except (ValueError, SyntaxError):CODE
HIGH…wledge_worker_with_RAG/scripts/build_knowledge_base.py82except OSError:CODE
HIGHweek4/system_info.py60except Exception:CODE
HIGH…/community-contributions/martinsawojide/system_info.py60except Exception:CODE
24 more matches not shown…
Modern AI Meta-Vocabulary120 hits · 344 pts
SeverityFileLineSnippetContext
MEDIUM…ibutions/ikeenjoku/multi_agent_doctor_assistant/app.py129 # Call multi-agent systemCOMMENT
MEDIUM…multi_agent_doctor_assistant/agents/drug_info_agent.py75 # Enhance with RAG context for additional informationCOMMENT
MEDIUM…k8/community_contributions/Odinachi/real_estate_app.py182 "### RAG-augmented, Fine-tuned GPT-4o-mini\n\n"CODE
MEDIUM…unity_contributions/dkisselev-zz/tuxedo_link/README.md68## 🧠 Key LLM/RAG TechniquesCOMMENT
MEDIUM…unity_contributions/Igniters_tobe/tools/url_scraper.py26 return text[:4000] # Limit to 4000 chars for context window safetyCODE
MEDIUM…8/community_contributions/NaheemQuadri/orchestrator.py166 #agentic loopCOMMENT
MEDIUMweek8/community_contributions/NaheemQuadri/app.py295 <div>• <span style="color:#94a3b8;">ChromaDB</span> stores every article as embeddings — RAG context improves ovCODE
MEDIUM⚡week8/community_contributions/NaheemQuadri/scheduler.py83 #analyse each article through Claude's agentic loopCOMMENT
MEDIUM…8/community_contributions/haastrupea/price_is_right.py32 gr.Markdown("## Investment Research - Scanner → RAG → Recommendation")CODE
MEDIUM…ity_contributions/stella-oiro/agents/ensemble_agent.py8# Weights based on observed accuracy: fine-tuned 89%, RAG 85%, frontier 72%COMMENT
MEDIUMweek8/community_contributions/ngahunj/README.md1# RAG - Document Question-Answering SystemCOMMENT
MEDIUMweek8/community_contributions/ngahunj/app.py70 gr.Markdown("# RAG-Powered Document Chat")CODE
MEDIUMweek8/community_contributions/jamal-ishaq/memory.json90 "url": "https://github.com/kayba-ai/agentic-context-engine/tree/main",CODE
MEDIUM…mmunity_contributions/ayan-rag-vs-finetuning/README.md1# RAG vs Fine-Tuning (Company Policy QA)COMMENT
MEDIUM…mmunity_contributions/ayan-rag-vs-finetuning/README.md74### 1) Build RAG indexCOMMENT
MEDIUM…ty_contributions/tope-ai-labs/week8/agents/__init__.py1# tope-ai-labs week8 simple multi-agentCOMMENT
MEDIUM…_Oluwagbamila/Oluwaferanmiiii_Week8_Project_Summary.md78### **RAG System**COMMENT
MEDIUM…uwagbamila/Oluwaferanmiiii_SteadyPrice_Week8_Report.md72### **RAG System: 800K Products with Semantic Search**COMMENT
MEDIUM…_contributions/english_learning_tutor_ns_sly/README.md101## RAG Lesson RetrievalCOMMENT
MEDIUM…ek6/community-contributions/week_6_exercise_revised.py545 # Pick 10 random examples from subset for few-shotCOMMENT
MEDIUM…ommunity-contributions/fine_tune_vs_zeroshot/README.md1# Fine-tune vs zero-shotCOMMENT
MEDIUM⚡week6/community-contributions/makinda/config.py22# Course fine-tuned model got 75.91 error vs 62.51 zero-shot → likely overfitting.COMMENT
MEDIUM…price_prediction_with_RAG/new_training_with_rag (1).py34#LangChain & RAG ImportsCOMMENT
MEDIUM…price_prediction_with_RAG/new_training_with_rag (1).py206"""# Implement RAG"""STRING
MEDIUM…price_prediction_with_RAG/new_training_with_rag (1).py234"""## RAG Prediction Function"""STRING
MEDIUMweek7/community_contributions/abdussamadbello/README.md1# Week 7 – Multi-task + RAG (abdussamadbello)COMMENT
MEDIUMweek2/community-contributions/muawiya/README.md117├── main.py # Main application file with agent orchestrationCODE
MEDIUMweek5/evaluator.py178 gr.Markdown("# 📊 RAG Evaluation Dashboard")CODE
MEDIUMweek5/community-contributions/clinton-d/README.md1# Importing the RAG ImplementationCOMMENT
MEDIUM…nity-contributions/ruby_rag_console_chat_app/README.md1# Local RAG Knowledge Base with Llama 3.2, Chroma, and RubyCOMMENT
MEDIUM⚡…5/community-contributions/linkedin-ai-assistant/app.py441# RAG SYSTEMCOMMENT
MEDIUM⚡…5/community-contributions/linkedin-ai-assistant/app.py470 # Load embedding modelCOMMENT
MEDIUM⚡…5/community-contributions/linkedin-ai-assistant/app.py714 # Step 2: Create RAG documents with LinkedIn URLsCOMMENT
MEDIUM⚡…5/community-contributions/linkedin-ai-assistant/app.py722 # Step 3: Initialize RAG systemCOMMENT
MEDIUM…5/community-contributions/linkedin-ai-assistant/app.py783 # Initialize the RAG systemCOMMENT
MEDIUM…ek5/community-contributions/Wanjiru-Week-5/docs/rag.md1# Retrieval Augmented Generation (RAG)COMMENT
MEDIUMweek5/community-contributions/emmy/gmail_rag/README.md1# Gmail RAG Assistant 📧COMMENT
MEDIUMweek5/community-contributions/emmy/gmail_rag/app.py122 # 📧 Gmail RAG AssistantSTRING
MEDIUMweek5/community-contributions/muawiya/README.md1# 🚀 RAG Systems CollectionCOMMENT
MEDIUMweek5/community-contributions/muawiya/README.md22### 1. Simple Personal RAG SystemCOMMENT
MEDIUMweek5/community-contributions/muawiya/README.md59### 2. RAG with Log Files + 2D VisualizationCOMMENT
MEDIUMweek5/community-contributions/muawiya/README.md132### 3. RAG with CSV Files + 2D VisualizationCOMMENT
MEDIUM⚡…5/community-contributions/muawiya/simple_rag_system.py173 # Step 3: Load embedding modelCOMMENT
MEDIUM⚡…5/community-contributions/muawiya/simple_rag_system.py330 # Create the RAG systemCOMMENT
MEDIUMweek5/community-contributions/Timothy/README.md1# Developer Documentation RAG AssistantCOMMENT
MEDIUMweek5/community-contributions/aswamina/evaluator.py178 gr.Markdown("# 📊 RAG Evaluation Dashboard")CODE
MEDIUM…/community-contributions/aswamina/improved_rag/eval.py125 # Get RAG response using shared answer moduleCOMMENT
MEDIUM…unity-contributions/aswamina/improved_rag/evaluator.py178 gr.Markdown("# 📊 RAG Evaluation Dashboard")CODE
MEDIUM…k5/community-contributions/aswamina/evaluation/eval.py125 # Get RAG response using shared answer moduleCOMMENT
MEDIUM…ontributions/lawrence/knowledge_base/learning_notes.md3## Retrieval Augmented Generation (RAG)COMMENT
MEDIUMweek5/community-contributions/isg-hybrid-rag/README.md1# Advanced RAG PipelineCOMMENT
MEDIUMweek5/community-contributions/isg-hybrid-rag/README.md48### 3. Reranking decides what actually reaches the context windowCOMMENT
MEDIUM…k5/community-contributions/isg-hybrid-rag/retrieval.py286 # The model can hallucinate ids: drop out-of-range ones and append anyCOMMENT
MEDIUM…-contributions/vic_knowledge_worker_with_RAG/README.md1# Personal Knowledge Worker RAG ProjectCOMMENT
MEDIUM…-contributions/vic_knowledge_worker_with_RAG/README.md24## Setup Instructions for the RAG SystemCOMMENT
MEDIUMweek5/community-contributions/stella-oiro/README.md1# Clinical Guidelines RAG Assistant — Week 5COMMENT
MEDIUM…ommunity-contributions/udatta-structured-rag/README.md1# Structured Data RAG: Semantic Search + Text-to-SQLCOMMENT
MEDIUM…contributions/erisanolasheni/week 5 exercise/README.md1# Week 5 Exercise – Beat the Numbers (Improved RAG)COMMENT
MEDIUMweek5/community-contributions/davenjeru/app.py208# Recipe RAG AssistantCOMMENT
MEDIUM…ntributions/SX_wk5_solution/01.Improve_RAG_solution.md1# Improving the RAG solution - pro-implmentationCOMMENT
60 more matches not shown…
Deep Nesting306 hits · 292 pts
SeverityFileLineSnippetContext
LOWweek8/price_is_right.py53CODE
LOWweek8/price_is_right.py69CODE
LOW…tions/emmanuel_ochade/agentic_code_review_assistant.py533CODE
LOW…tions/emmanuel_ochade/agentic_code_review_assistant.py85CODE
LOW…tions/emmanuel_ochade/agentic_code_review_assistant.py289CODE
LOW…tions/emmanuel_ochade/agentic_code_review_assistant.py478CODE
LOWweek8/community_contributions/Ayesha/scanner_agent.py25CODE
LOW…ommunity_contributions/patrickcmd/arxiv-agent/agent.py194CODE
LOW…/community_contributions/patrickcmd/arxiv-agent/app.py41CODE
LOWweek8/community_contributions/emmy/llm_battle.py50CODE
LOW…8/community_contributions/Timothy/news_agent_module.py30CODE
LOW…8/community_contributions/Timothy/news_agent_module.py85CODE
LOW…8/community_contributions/NaheemQuadri/orchestrator.py238CODE
LOWweek8/community_contributions/NaheemQuadri/scheduler.py57CODE
LOWweek8/community_contributions/8_Charan_M/gradio_app.py135CODE
LOW…community_contributions/chrys/agents/decision_agent.py54CODE
LOW…8/community_contributions/chrys/agents/tech_analyst.py85CODE
LOW…8/community_contributions/chrys/agents/data_fetcher.py34CODE
LOW…k8/community_contributions/chrys/sources/metals_api.py18CODE
LOW…ommunity_contributions/salah/gitops-guardian/agents.py39CODE
LOW…ommunity_contributions/salah/gitops-guardian/agents.py184CODE
LOW…ommunity_contributions/salah/gitops-guardian/agents.py231CODE
LOW…8/community_contributions/salah/gitops-guardian/app.py164CODE
LOW…8/community_contributions/salah/gitops-guardian/app.py170CODE
LOW…8/community_contributions/salah/gitops-guardian/app.py391CODE
LOW…mmunity_contributions/haastrupea/research_framework.py63CODE
LOW…y_contributions/Wakanda-Chimobi-Ogudu-Week-8/agents.py38CODE
LOW…y_contributions/Wakanda-Chimobi-Ogudu-Week-8/agents.py78CODE
LOW…y_contributions/stella-oiro/agents/autonomous_agent.py77CODE
LOWweek8/community_contributions/ngahunj/app.py28CODE
LOW…community_contributions/makinda/middle_east_updates.py67CODE
LOW…munity_contributions/codypharm/tools/pharmacy_tools.py14CODE
LOW…munity_contributions/codypharm/tools/pharmacy_tools.py86CODE
LOW…ibutions/Ensemble_with_xgboost/price_is_right_final.py51CODE
LOW…ibutions/Ensemble_with_xgboost/price_is_right_final.py59CODE
LOW…la-genai-bootcamp-w8/price-is-right/service_manager.py295CODE
LOW…la-genai-bootcamp-w8/price-is-right/service_manager.py97CODE
LOW…la-genai-bootcamp-w8/price-is-right/service_manager.py220CODE
LOW…la-genai-bootcamp-w8/price-is-right/service_manager.py257CODE
LOW…achaje-andela-genai-bootcamp-w8/price-is-right/main.py77CODE
LOW…-w8/price-is-right/shared/services/frontier_wrapper.py119CODE
LOW…8/price-is-right/shared/services/specialist_wrapper.py94CODE
LOW…andela-genai-bootcamp-w8/price-is-right/services/ui.py90CODE
LOW…-bootcamp-w8/price-is-right/services/planning_agent.py27CODE
LOWweek8/community_contributions/geraldino/main.py131CODE
LOWweek8/community_contributions/geraldino/main.py148CODE
LOWweek8/community_contributions/geraldino/agent/agents.py102CODE
LOW…mmunity_contributions/jsjasee_w8d5/price_is_rightv2.py56CODE
LOW…munity_contributions/hopeogbons/Deal Intel/launcher.py58CODE
LOWweek8/community_contributions/mostafa/scanner.py31CODE
LOW…utions/Mikeaig4real/bug_agents/bug_hunter_framework.py64CODE
LOW…contributions/Mikeaig4real/bug_agents/scanner_agent.py117CODE
LOW…nity_contributions/CynthiaOmovoiye/pricing_pipeline.py342CODE
LOW…ty_contributions/CynthiaOmovoiye/price_is_right_app.py391CODE
LOW…ty_contributions/CynthiaOmovoiye/price_is_right_app.py451CODE
LOW…y_contributions/Omotosho Joseph/the_salary_is_right.py52CODE
LOW…y_contributions/Omotosho Joseph/the_salary_is_right.py70CODE
LOW…y_contributions/Omotosho Joseph/agents/job_listings.py74CODE
LOW…/community_contributions/lisekarimi/helpers/loaders.py21CODE
LOW…nity_contributions/jamal-ishaq/agents/scanner_agent.py55CODE
246 more matches not shown…
Hyper-Verbose Identifiers251 hits · 234 pts
SeverityFileLineSnippetContext
LOWweek8/agents/autonomous_planning_agent.py29 def scan_the_internet_for_bargains(self) -> str:CODE
LOW…8/community_contributions/tobenna/negotiation_agent.py56 def scan_the_internet_for_bargains(self) -> str:CODE
LOW…ibutions/ikeenjoku/multi_agent_doctor_assistant/app.py62def format_interaction_warning(interaction_result):STRING
LOW…ibutions/timadigwe/agents/autonomous_planning_agent.py29 def scan_the_internet_for_bargains(self) -> str:CODE
LOW…ons/ederhion_week8/agents/autonomous_planning_agent.py25 def scan_the_internet_for_bargains(self) -> str:CODE
LOWweek8/community_contributions/NaheemQuadri/tools.py65def _get_local_sentiment_pipe():CODE
LOWweek8/community_contributions/NaheemQuadri/tools.py79def _get_local_embedding_model():CODE
LOWweek8/community_contributions/chrys/app.py82def run_pipeline_with_logging(log_queue: queue.Queue, result_queue: queue.Queue) -> None:STRING
LOW…y_contributions/Wakanda-Chimobi-Ogudu-Week-8/agents.py62 def _extract_reasonable_price(self, price_text: str, url: str, description: str) -> Optional[float]:CODE
LOWweek8/community_contributions/ngahunj/ingest.py70def load_or_create_vectorstore(embeddings):CODE
LOWweek8/community_contributions/ngahunj/ingest.py76def handle_existing_vectorstore(embeddings):CODE
LOWweek8/community_contributions/ngahunj/app.py118 def update_context_visibility(is_rag_enabled):CODE
LOW…community_contributions/makinda/middle_east_updates.py90def summarize_middle_east_updates(entries: list[dict], client: OpenAI) -> str:CODE
LOW…ontributions/w8d5/helpers/create_travel_vectorstore.py25def generate_flight_description():CODE
LOW…ontributions/w8d5/helpers/create_travel_vectorstore.py48def generate_hotel_description():CODE
LOW…ontributions/w8d5/helpers/create_travel_vectorstore.py80def generate_car_rental_description():CODE
LOW…ontributions/w8d5/helpers/create_travel_vectorstore.py103def generate_vacation_package_description():CODE
LOW…ontributions/w8d5/helpers/create_travel_vectorstore.py126def generate_cruise_description():CODE
LOW…ontributions/w8d5/helpers/create_travel_vectorstore.py144def generate_activity_description():CODE
LOW⚡…munity_contributions/codypharm/tools/pharmacy_tools.py543def check_multi_drug_interactions(drugs_json: str) -> Dict:CODE
LOW…munity_contributions/codypharm/tools/pharmacy_tools.py320def check_geriatric_considerations(drug_name: str, patient_age: int) -> Dict:CODE
LOW…munity_contributions/codypharm/tools/pharmacy_tools.py585def check_therapeutic_duplication(medications_json: str) -> List[Dict]:CODE
LOW…munity_contributions/codypharm/tools/pharmacy_tools.py628def get_controlled_substance_info(drug_name: str, rxcui: Optional[str] = None) -> Dict:CODE
LOW…ty_contributions/philmuhire/agents/automating_agent.py30 def scan_the_internet_for_bargains(self) -> str:CODE
LOW⚡…mp-w8/price-is-right/services/notification_receiver.py71 async def subscribe_to_notifications():CODE
LOW…/community_contributions/toluwalemi/agents/analyzer.py20def generate_grounded_analogy_remote(tech_concept: str, tactical_style: str = "Total Football") -> str:CODE
LOW⚡week8/community_contributions/mostafa/scanner.py78def get_new_or_changed_processes(processes, fingerprints):CODE
LOW…nity_contributions/CynthiaOmovoiye/pricing_pipeline.py408def indices_same_category_and_band(CODE
LOW…ty_contributions/CynthiaOmovoiye/price_is_right_app.py87def _build_support_from_items_lite(support_path: Path, emb_path: Path) -> None:CODE
LOW…ty_contributions/CynthiaOmovoiye/price_is_right_app.py268def build_chroma_from_support(chroma_path: Path, support_path: Path) -> None:CODE
LOW…ty_contributions/CynthiaOmovoiye/price_is_right_app.py391def _parse_deal_selection_from_text(text: str) -> Optional[DealSelection]:CODE
LOW…ns/Omotosho Joseph/agents/autonomous_planning_agent.py41 def notify_user_of_opportunity(CODE
LOW…utions/jamal-ishaq/agents/autonomous_planning_agent.py38 def estimate_resource_quality(self, title: str, url: str, source: str, snippet: str) -> str:CODE
LOW…k8/community_contributions/johnmboga/agents/fetcher.py40 def _extract_company_from_title(title: str) -> str:CODE
LOWweek8/community_contributions/JamesDominiqueAI/tools.py64def build_tool_result_messages(content_blocks: list[dict]) -> list[dict] | None:CODE
LOW…munity_contributions/JamesDominiqueAI/agents/search.py95def build_tool_result_messages(tool_calls: list[dict]) -> list[dict]:CODE
LOW…ns/ederhion_finetune_ats_parser/finetune_ats_parser.py29def fetch_and_format_ats_data(filename, sample_size=600):CODE
LOW…ns/ederhion_finetune_ats_parser/finetune_ats_parser.py67def run_extraction_fine_tuning():CODE
LOWweek6/community-contributions/salah/smart_pricer.py75 def _create_comparative_prompt(self, item) -> str:CODE
LOWweek6/community-contributions/salah/smart_pricer.py286 def _print_confidence_summary(self):CODE
LOWweek6/community-contributions/salah/smart_pricer.py320 def _create_confidence_visualization(self):CODE
LOWweek6/community-contributions/salah/smart_pricer.py346def create_smart_pricer_function(fine_tuned_model_id: str = None):CODE
LOWweek6/community-contributions/salah/smart_pricer.py351def test_smart_pricer_with_confidence(test_data, fine_tuned_model_id: str = None):CODE
LOWweek6/community-contributions/salah/smart_fine_tuner.py48 def prepare_enhanced_training_data(self, train_items: List, template_mix: bool = True) -> List[Dict]:CODE
LOWweek6/community-contributions/salah/smart_fine_tuner.py159 def evaluate_fine_tuned_model(self, test_data: List, job_id: str) -> Dict:CODE
LOW…ek6-price-right-capstone/week6_price_right_capstone.py307def predict_with_remote_model(model_id: str, product_text: str) -> float:CODE
LOW⚡week1/community-contributions/brochure_pipeline.py133def fetch_page_and_all_relevant_links(url):STRING
LOW⚡week1/community-contributions/brochure_pipeline.py157def generate_complete_brochure_pipeline(company_name, url, language="English", save_outputs=True):STRING
LOWweek1/community-contributions/sohan/advanced_scraper.py47def fetch_website_contents_jina(url: str) -> str:CODE
LOW…y-contributions/rizwan_rumi/python/scraper_selenium.py26def fetch_website_contents_selenium(url, wait_seconds: int = 10):CODE
LOW…ntributions/tech_doc_cheatsheet/tech_doc_cheatsheet.py75def fetch_page_and_all_relevant_links(url):STRING
LOW⚡week1/community-contributions/patrickcmd/scraper.py32def playwright_fetch_website_contents(url):CODE
LOW⚡week1/community-contributions/patrickcmd/scraper.py49def playwright_fetch_website_links(url, include_external=False):CODE
LOW…ns/aminu_joshua/ResumeParser/resume_role-suggestion.py233def handle_tool_calls_and_return_cities(message):STRING
LOW…ns/aminu_joshua/ResumeParser/resume_role-suggestion.py295def handle_tool_calls_and_return_skills(message):STRING
LOW⚡…ions/_market_researcher/market_research_synthesizer.py73 def synthesize_market_intelligence(self, keyword: str) -> dict:CODE
LOW…s/Youtube_video_summarizer/youtube_video_summarizer.py246def generate_stitching_prompt(chunk_summaries, video_title):STRING
LOW…/community-contributions/slavapa/scraper_playwright.py50async def _fetch_with_playwright_async(url: str, timeout_ms: int = 60_000) -> BeautifulSoup:CODE
LOW⚡…utions/Recipe_Nutrition_Calculator/recipe_formatter.py8def format_ingredients_for_prompt(recipe_data):CODE
LOW⚡…utions/Recipe_Nutrition_Calculator/recipe_formatter.py17def format_ingredients_simple(recipe_data):CODE
191 more matches not shown…
Cross-Language Confusion46 hits · 206 pts
SeverityFileLineSnippetContext
HIGHweek8/agents/messaging_agent.py48 self.push(text)CODE
HIGHweek8/agents/messaging_agent.py71 self.push(text[:200] + "... " + url)CODE
HIGH…nity_contributions/timadigwe/agents/messaging_agent.py48 self.push(text)CODE
HIGH…nity_contributions/timadigwe/agents/messaging_agent.py71 self.push(text[:200] + "... " + url)CODE
HIGH…contributions/ederhion_week8/agents/messaging_agent.py48 self.push(text)CODE
HIGH…contributions/ederhion_week8/agents/messaging_agent.py71 self.push(text[:200] + "... " + url)CODE
HIGH…8/community_contributions/haastrupea/price_is_right.py3Run: cd haastrupea && python price_is_right.pySTRING
HIGH…y_contributions/Wakanda-Chimobi-Ogudu-Week-8/agents.py352 self.push(msg, deal_url=opportunity.deal.url or None)CODE
HIGH…ty_contributions/w8d5/agents/travel_messaging_agent.py46 self.push(text)CODE
HIGH…nity_contributions/philmuhire/agents/pushover_agent.py50 self.push(text)CODE
HIGH…nity_contributions/philmuhire/agents/pushover_agent.py73 self.push(text[:200] + "... " + url)CODE
HIGH…utions/Ensemble_with_xgboost/agents/messaging_agent.py75 self.push(text)CODE
HIGH…amp-w8/price-is-right/shared/agents/messaging_agent.py75 self.push(text)CODE
HIGH…community_contributions/toluwalemi/agents/messenger.py43 print(messenger.push("Tech Analogy Alert", "This is a test message from your Agent!"))CODE
HIGH…ty_contributions/CynthiaOmovoiye/price_is_right_app.py524 self.push(text)CODE
HIGH…ontributions/Omotosho Joseph/agents/messaging_agent.py41 self.push(text)CODE
HIGH…ontributions/Omotosho Joseph/agents/messaging_agent.py65 self.push(text[:200] + "... " + url)CODE
HIGH…ontributions/ensemble-joshua/agents/messaging_agent.py75 self.push(text)CODE
HIGH…ommunity_contributions/tochi/agents/messaging_agent.py75 self.push(text)CODE
HIGH…_contributions/tope-ai-labs/week8/modal_multi_agent.py5 cd week8 && modal deploy community_contributions/tope-ai-labs/week8/modal_multi_agent.pySTRING
HIGH…ommunity_contributions/winniekariuki/pricer_service.py5 cd week8 && modal deploy community_contributions/winniekariuki/pricer_service.pySTRING
HIGH…mmunity_contributions/winniekariuki/agents/__init__.py271 self.push(text)CODE
HIGH…mmunity-contributions/patrickcmd/playwright_scraper.py212 if (!raw || raw === "#" || raw.startsWith("javascript:")) return;CODE
HIGH…mmunity-contributions/patrickcmd/playwright_scraper.py226 const text = (el.innerText || el.textContent || "").trim()CODE
HIGH…mmunity-contributions/patrickcmd/playwright_scraper.py229 results.push({ href, text });CODE
HIGH…nity-contributions/aryaman/advanced_website_scraper.py150 print("Error: Playwright is not installed. Install it with: pip install playwright && playwright install")CODE
HIGHweek1/community-contributions/hoang_duong/scraper.py29 driver.execute_script("Object.defineProperty(navigator, 'webdriver', {get: () => undefined})")CODE
HIGH…ntributions/erisanolasheni/week 5 exercise/run_eval.py6 cd week5 && uv run python "community-contributions/erisanolasheni/week 5 exercise/run_eval.py"STRING
HIGH…ntributions/erisanolasheni/week 5 exercise/run_eval.py9 cd llm_engineering && PYTHONPATH=week5 uv run python week5/community-contributions/erisanolasheni/week\ 5\ exercise/ruSTRING
HIGH⚡week5/community-contributions/adams-bolaji/run_eval.py9 cd week5 && uv run python community-contributions/adams-bolaji/run_eval.pySTRING
HIGH⚡week5/community-contributions/adams-bolaji/run_eval.py12 cd llm_engineering && PYTHONPATH=week5 uv run python week5/community-contributions/adams-bolaji/run_eval.pySTRING
HIGH⚡week5/community-contributions/adams-bolaji/run_eval.py15 cd week5 && uv run python community-contributions/adams-bolaji/run_eval.py --improved-onlySTRING
HIGHweek5/community-contributions/adams-bolaji/app.py5 cd week5 && uv run python community-contributions/adams-bolaji/app.pySTRING
HIGHcommunity-contributions/phisolani/week1/scraper.py62 "Object.defineProperty(navigator, 'webdriver', {get: () => undefined})"CODE
HIGH…s/mugisha_caleb_didier/week8/agents/messenger_agent.py56 self.push(msg)CODE
HIGHcommunity-contributions/wszymilo/week2/main.py49 if (record != null && (player == null || player.paused)) {CODE
HIGHcommunity-contributions/wszymilo/week2/main.py56 if (stop != null) {CODE
HIGH…butions/william_pepple/week8/agents/messaging_agent.py48 self.push(text)CODE
HIGH…butions/william_pepple/week8/agents/messaging_agent.py71 self.push(text[:200] + "... " + url)CODE
HIGH…munity-contributions/samuel_remo/week8/agents/agent.py293 self.push(text)STRING
HIGH…munity-contributions/samuel_remo/week8/agents/agent.py316 self.push(text[:200] + "... " + url)STRING
HIGH…nity-contributions/dng/week8/agents/messaging_agent.py48 self.push(text)CODE
HIGH…nity-contributions/dng/week8/agents/messaging_agent.py71 self.push(text[:200] + "... " + url)CODE
HIGH…da-okkerjohn/week-8-EXERCISE/agents/messaging_agent.py47 self.push(text)CODE
HIGHcommunity-contributions/bmuk/messaging_agent.py48 self.push(text)CODE
HIGHcommunity-contributions/bmuk/messaging_agent.py71 self.push(text[:200] + "... " + url)CODE
Structural Annotation Overuse95 hits · 156 pts
SeverityFileLineSnippetContext
LOW⚡…ti_agent_doctor_assistant/agents/multi_agent_system.py46 # Step 1: Route to determine agent typeCOMMENT
LOW⚡…ti_agent_doctor_assistant/agents/multi_agent_system.py49 # Step 2: Handle based on agent typeCOMMENT
LOWweek8/community_contributions/8_Charan_M/multi_agent.py97 # Step 1: Get different approaches from all analyzer modelsCOMMENT
LOW⚡week8/community_contributions/8_Charan_M/multi_agent.py108 # Step 2: Generate a solution for each approach using all solver modelsCOMMENT
LOW⚡week8/community_contributions/8_Charan_M/multi_agent.py118 # Step 3: SynthesizeCOMMENT
LOW…utions/Mikeaig4real/bug_agents/bug_hunter_framework.py105 # Step 1: ScanCOMMENT
LOW⚡…utions/Mikeaig4real/bug_agents/bug_hunter_framework.py116 # Step 2: Analyze bugs individuallyCOMMENT
LOW⚡…utions/Mikeaig4real/bug_agents/bug_hunter_framework.py123 # Step 3: Correct bugsCOMMENT
LOW⚡…utions/Mikeaig4real/bug_agents/bug_hunter_framework.py133 # Step 4: Structure each bugCOMMENT
LOW…utions/Mikeaig4real/bug_agents/bug_hunter_framework.py154 # Step 5: ReportCOMMENT
LOW…/community-contributions/RayenMestiri_lab1_solution.py25# Step 1: Create your promptsCOMMENT
LOW⚡…/community-contributions/RayenMestiri_lab1_solution.py39# Step 2: Make the messages listSTRING
LOW⚡…/community-contributions/RayenMestiri_lab1_solution.py45# Step 3: Call OpenAI (Gemini)STRING
LOW⚡…/community-contributions/RayenMestiri_lab1_solution.py54# Step 4: print the resultSTRING
LOW⚡week1/community-contributions/brochure_pipeline.py79# Step 1: Select Relevant LinksCOMMENT
LOW⚡week1/community-contributions/brochure_pipeline.py123# Step 2: Build Brochure Base ContentCOMMENT
LOW⚡week1/community-contributions/scraper_Japyh.py120 # Step 1: Fetch the website contentCOMMENT
LOW⚡week1/community-contributions/scraper_Japyh.py126 # Step 2: Prepare the prompts for AI summarizationCOMMENT
LOW⚡week1/community-contributions/scraper_Japyh.py151 # Step 3: Call the AI modelSTRING
LOW⚡…ions/_market_researcher/market_research_synthesizer.py80 # Step 1: Scrape articlesCOMMENT
LOW⚡…ions/_market_researcher/market_research_synthesizer.py86 # Step 2: Build intelligent system promptCOMMENT
LOW…ions/_market_researcher/market_research_synthesizer.py133 # Step 3: Call LLMSTRING
LOW…ions/_market_researcher/market_research_synthesizer.py144 # Step 4: Parse responseSTRING
LOW…ions/_market_researcher/market_research_synthesizer.py164 # Step 5: Return structured dataSTRING
LOW⚡week1/community-contributions/massonus/crypto_tutor.py22# Step 3: Call OpenAISTRING
LOW⚡week1/community-contributions/massonus/crypto_tutor.py27# Step 4: print the resultSTRING
LOW…ons/hmnhGeek_day5_streamlit_brochure_web_app/README.md214### Step 1: Website AnalysisCOMMENT
LOW…ons/hmnhGeek_day5_streamlit_brochure_web_app/README.md218### Step 2: Relevant Link DiscoveryCOMMENT
LOW⚡…ons/hmnhGeek_day5_streamlit_brochure_web_app/README.md230### Step 3: Content CollectionCOMMENT
LOW⚡…ons/hmnhGeek_day5_streamlit_brochure_web_app/README.md234### Step 4: Brochure GenerationCOMMENT
LOW⚡…ons/hmnhGeek_day5_streamlit_brochure_web_app/README.md240### Step 5: PDF ExportCOMMENT
LOW…community-contributions/_031PGC/week1_lab1_solution.py27# Step 1: Create your promptsCOMMENT
LOW…community-contributions/_031PGC/week1_lab1_solution.py38# Step 2: Make the messages listSTRING
LOW…community-contributions/_031PGC/week1_lab1_solution.py64# Step 4: execuion and resultSTRING
LOWsetup/SETUP-new.md14## Step 0 - Before we begin - addressing the "GOTCHAS" which trip up many people:COMMENT
LOW⚡week2/community-contributions/2_Charan_M/app.py380 # Step 6: Generate audio output if enabledCOMMENT
LOWweek2/community-contributions/2_Charan_M/app.py238 # Step 1: If audio was provided and question is blank, transcribe itCOMMENT
LOW⚡…5/community-contributions/linkedin-ai-assistant/app.py709 # Step 1: Load and process dataCOMMENT
LOW⚡…5/community-contributions/linkedin-ai-assistant/app.py714 # Step 2: Create RAG documents with LinkedIn URLsCOMMENT
LOW⚡…5/community-contributions/linkedin-ai-assistant/app.py722 # Step 3: Initialize RAG systemCOMMENT
LOW⚡…5/community-contributions/linkedin-ai-assistant/app.py728 # Step 4: Create vector storeCOMMENT
LOW⚡…5/community-contributions/linkedin-ai-assistant/app.py732 # Step 5: Get profile summaryCOMMENT
LOWweek5/community-contributions/philip/README_EXERCISE.md3### Step 1: Install DependenciesCOMMENT
LOWweek5/community-contributions/philip/README_EXERCISE.md7### Step 2: Google Cloud Setup (IMPORTANT)COMMENT
LOW⚡…5/community-contributions/muawiya/simple_rag_system.py155 # Step 1: Create sample CV if it doesn't existCOMMENT
LOW⚡…5/community-contributions/muawiya/simple_rag_system.py161 # Step 2: Load all documentsCOMMENT
LOW⚡…5/community-contributions/muawiya/simple_rag_system.py173 # Step 3: Load embedding modelCOMMENT
LOW⚡…5/community-contributions/muawiya/simple_rag_system.py177 # Step 4: Split documents into chunksCOMMENT
LOW⚡…5/community-contributions/muawiya/simple_rag_system.py183 # Step 5: Create vectorstoreCOMMENT
LOW⚡…community-contributions/ederhion_week5_tasks/answer.py81 # Step 1: Rewrite the query for better search accuracyCOMMENT
LOW⚡…community-contributions/ederhion_week5_tasks/answer.py85 # Step 2: Retrieve and Rerank the chunksCOMMENT
LOW⚡…community-contributions/ederhion_week5_tasks/answer.py88 # Step 3: Format context and generate the final answerCOMMENT
LOWweek5/community-contributions/geraldino/README.md18## Step 1: Set Up Gmail API CredentialsCOMMENT
LOWweek5/community-contributions/geraldino/README.md54## Step 2: Set Up OpenAI API KeyCOMMENT
LOWweek5/community-contributions/geraldino/README.md68## Step 3: Install DependenciesCOMMENT
LOWweek5/community-contributions/geraldino/README.md77## Step 4: Fetch Your Sent EmailsCOMMENT
LOWweek5/community-contributions/geraldino/README.md101## Step 5: Launch the Knowledge WorkerCOMMENT
LOW⚡…ity-contributions/lyba97/week5/build_knowledge_base.py36# Step 1: fetchCOMMENT
LOW⚡…ity-contributions/lyba97/week5/build_knowledge_base.py59# Step 2: normalise — flatten tree into one record per SCCOMMENT
LOW⚡…ity-contributions/lyba97/week5/build_knowledge_base.py135# Step 3: write one markdown file per SCCOMMENT
35 more matches not shown…
Self-Referential Comments64 hits · 154 pts
SeverityFileLineSnippetContext
MEDIUMweek8/price_is_right.py96 # Create the 3D scatter plotSTRING
MEDIUM…ommunity_contributions/muthama/price_is_right_final.py84 # Create the 3D scatter plotSTRING
MEDIUM…ibutions/Ensemble_with_xgboost/price_is_right_final.py86 # Create the 3D scatter plotSTRING
MEDIUM⚡…andela-genai-bootcamp-w8/price-is-right/services/ui.py77 # Create a mock framework to prevent NoneType errorsSTRING
MEDIUM…mmunity_contributions/jsjasee_w8d5/price_is_rightv2.py142 # Create the 3D scatter plotSTRING
MEDIUM⚡week8/community_contributions/mostafa/scanner.py82 # Create a temporary psutil.Process object to compute fingerprint (inefficient)COMMENT
MEDIUM⚡…y_contributions/lisekarimi/modal_services/ft_pricer.py41app = modal.App("llm-ft-pricer") # Define the Modal appCODE
MEDIUM…/community_contributions/tochi/price_is_right_final.py86 # Create the 3D scatter plotSTRING
MEDIUM…_contributions/tope-ai-labs/week8/modal_multi_agent.py22# Create a Modal secret named "openai-api-key" with OPENAI_API_KEY (see README)COMMENT
MEDIUM…nity-contributions/finetuning-joshua/enhanced_items.py43 # Create a dummy tokenizer for fallbackCOMMENT
MEDIUM…contributions/sruthi-day1-ollama_website_summarizer.py18# Define the Website class to fetch and parse website contentCOMMENT
MEDIUM…contributions/sruthi-day1-ollama_website_summarizer.py39# Define the system prompt for the OpenAI modelCOMMENT
MEDIUM…contributions/sruthi-day1-ollama_website_summarizer.py71 # Create a Website object to fetch and parse the URLCOMMENT
MEDIUM…nity-contributions/ag-w1d2-use-local-ollama-library.py6# Create a messages list (Note that "system" role is not required)COMMENT
MEDIUM⚡…butions/sapphire/Week_1_Job_finder/job_search_cells.py34# Create the title filter with OR logicCOMMENT
MEDIUM…ers_ai_summary/lobsters-ai-summary/lobsters_scraper.py99 # Create a new browser page (tab)COMMENT
MEDIUM…_ai_summary/lobsters-ai-summary/lobsters_ai_summary.py19client = OpenAI(api_key=api_key) # Create the OpenAI client using the API key.CODE
MEDIUM⚡…_ai_summary/lobsters-ai-summary/lobsters_ai_summary.py45""" # Define the system-level instruction that controls the assistant's role, tone, and output format.STRING
MEDIUM⚡…_ai_summary/lobsters-ai-summary/lobsters_ai_summary.py48def build_lobsters_context(active_data, comments_data): # Define a helper function to convert scraped data into clean pSTRING
MEDIUM⚡…_ai_summary/lobsters-ai-summary/lobsters_ai_summary.py49 lines = [] # Create an empty list to collect text lines.STRING
MEDIUM…_ai_summary/lobsters-ai-summary/lobsters_ai_summary.py75def messages_for(active_data, comments_data): # Define a function that builds the message list for the model.STRING
MEDIUM⚡…_ai_summary/lobsters-ai-summary/lobsters_ai_summary.py93""" # Create the user prompt and insert the scraped Lobsters context.STRING
MEDIUM⚡…_ai_summary/lobsters-ai-summary/lobsters_ai_summary.py101def summarize_lobsters(active_data, comments_data): # Define a function that sends scraped data to the model and returnSTRING
MEDIUM⚡…_ai_summary/lobsters-ai-summary/lobsters_ai_summary.py102 response = client.chat.completions.create( # Create a chat completion request.STRING
MEDIUM…sters-ai-summary_open_source_model/lobsters_scraper.py99 # Create a new browser page (tab)COMMENT
MEDIUM⚡…rs-ai-summary_open_source_model/lobsters_ai_summary.py35""" # Define the system-level instruction that controls the assistant's role, tone, and output format.STRING
MEDIUM⚡…rs-ai-summary_open_source_model/lobsters_ai_summary.py38def build_lobsters_context(active_data, comments_data): # Define a helper function to convert scraped data into clean pSTRING
MEDIUM⚡…rs-ai-summary_open_source_model/lobsters_ai_summary.py39 lines = [] # Create an empty list to collect text lines.STRING
MEDIUM…rs-ai-summary_open_source_model/lobsters_ai_summary.py65def messages_for(active_data, comments_data): # Define a function that builds the message list for the model.STRING
MEDIUM⚡…rs-ai-summary_open_source_model/lobsters_ai_summary.py83""" # Create the user prompt and insert the scraped Lobsters context.STRING
MEDIUM⚡…rs-ai-summary_open_source_model/lobsters_ai_summary.py91def summarize_lobsters(active_data, comments_data): # Define a function that sends scraped data to the model and returnSTRING
MEDIUM⚡…rs-ai-summary_open_source_model/lobsters_ai_summary.py92 response = ollama.chat.completions.create( # Create a chat completion request.STRING
MEDIUM…nity-contributions/aryaman/advanced_website_scraper.py215 # Create a copy to avoid modifying the originalCOMMENT
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py79 # Create a prompt for Ollama to generate a hintCOMMENT
MEDIUM…utions/ai-powered-marketing-brochures-gpt-5/ai_core.py159 # Initialize all instance-level attributes hereCOMMENT
MEDIUM…_contributions/ederhion_finetuning/train_job_salary.py116# Define the name for your new model repositoryCOMMENT
MEDIUMweek2/community-contributions/muawiya/app.py160 # Create a prompt that instructs the model to translateCOMMENT
MEDIUM…ons/assignment/multimodal_travel_brochure_generator.py153 # Define the weather toolCOMMENT
MEDIUM…ons/assignment/multimodal_travel_brochure_generator.py406# Create the Gradio InterfaceCOMMENT
MEDIUMweek2/community-contributions/swattingmoth/chatbot.py399 local_chat_history = [c for c in self.chat_history] # Create a local copy for this interactionCODE
MEDIUMweek5/community-contributions/w5d5_worker.py237 # Create the 3D scatter plotCOMMENT
MEDIUMweek5/community-contributions/w5d5_worker.py282 # Create a simple promptCOMMENT
MEDIUM…community-contributions/a3_igniters_ebenhays/ingest.py49 # Create the main folderCOMMENT
MEDIUM⚡…5/community-contributions/linkedin-ai-assistant/app.py735 # Create a clean status messageCOMMENT
MEDIUM⚡week5/community-contributions/sam__/llm_course.py134 # Create a simple Gradio interface to ask questionsSTRING
MEDIUM⚡…5/community-contributions/muawiya/simple_rag_system.py330 # Create the RAG systemCOMMENT
MEDIUM…5/community-contributions/muawiya/simple_rag_system.py92 # Create the sample CV fileSTRING
MEDIUM…ty-contributions/week5-challenge-agentic-rag/viz_3d.py22# Create the 3D scatter plotCOMMENT
MEDIUM…ty-contributions/week5-challenge-agentic-rag/viz_2d.py22# Create the 2D scatter plotCOMMENT
MEDIUM…unity-contributions/tourist-guide/tourist-assistant.py47 # Create the knowledge-base directory if it doesn't existCOMMENT
MEDIUM…tions/aryaman/dataset_generator/build_jsonl_dataset.py1134# Define the CLI inputs so users can point the generator at different corpus folders.COMMENT
MEDIUM…nity-contributions/Nishant-444/course_navigator/app.py130 # Create a headerCOMMENT
MEDIUM⚡community-contributions/decision_bn/app.py271 # Create main layout: left column for analysis, right column for network/CPTsSTRING
MEDIUM…y-contributions/dungeon_extraction_game/game/config.py22# Define a sample scene description for testing purposes.COMMENT
MEDIUM…y-contributions/dungeon_extraction_game/game/config.py33# Define the starting scene text.COMMENT
MEDIUM…y-contributions/dungeon_extraction_game/game/config.py53# Define an image prompt, mind that Grok or Dalle·2 models have a 1024 characters limit.COMMENT
MEDIUM…y-contributions/dungeon_extraction_game/game/config.py64# Define the scene drawing style, can be a simple word or a short sentence.STRING
MEDIUM…y-contributions/dungeon_extraction_game/game/config.py71# Define the storyteller behaviour. Remember to specify a limited scene length.STRING
MEDIUM…mmunity-contributions/WebScraperApp/web_scraper_app.py1481 # Create a complete HTML document with proper encodingCOMMENT
MEDIUMcommunity-contributions/WebScraperApp/test.py12 # Create a scraper instanceCOMMENT
4 more matches not shown…
Verbosity Indicators76 hits · 121 pts
SeverityFileLineSnippetContext
LOW⚡…ti_agent_doctor_assistant/agents/multi_agent_system.py46 # Step 1: Route to determine agent typeCOMMENT
LOW⚡…ti_agent_doctor_assistant/agents/multi_agent_system.py49 # Step 2: Handle based on agent typeCOMMENT
LOWweek8/community_contributions/8_Charan_M/multi_agent.py97 # Step 1: Get different approaches from all analyzer modelsCOMMENT
LOW⚡week8/community_contributions/8_Charan_M/multi_agent.py108 # Step 2: Generate a solution for each approach using all solver modelsCOMMENT
LOW⚡week8/community_contributions/8_Charan_M/multi_agent.py118 # Step 3: SynthesizeCOMMENT
LOW…utions/Mikeaig4real/bug_agents/bug_hunter_framework.py105 # Step 1: ScanCOMMENT
LOW⚡…utions/Mikeaig4real/bug_agents/bug_hunter_framework.py116 # Step 2: Analyze bugs individuallyCOMMENT
LOW⚡…utions/Mikeaig4real/bug_agents/bug_hunter_framework.py123 # Step 3: Correct bugsCOMMENT
LOW⚡…utions/Mikeaig4real/bug_agents/bug_hunter_framework.py133 # Step 4: Structure each bugCOMMENT
LOW…utions/Mikeaig4real/bug_agents/bug_hunter_framework.py154 # Step 5: ReportCOMMENT
LOW…/community-contributions/RayenMestiri_lab1_solution.py25# Step 1: Create your promptsCOMMENT
LOW⚡…/community-contributions/RayenMestiri_lab1_solution.py39# Step 2: Make the messages listSTRING
LOW⚡…/community-contributions/RayenMestiri_lab1_solution.py45# Step 3: Call OpenAI (Gemini)STRING
LOW⚡…/community-contributions/RayenMestiri_lab1_solution.py54# Step 4: print the resultSTRING
LOW⚡week1/community-contributions/brochure_pipeline.py79# Step 1: Select Relevant LinksCOMMENT
LOW⚡week1/community-contributions/brochure_pipeline.py123# Step 2: Build Brochure Base ContentCOMMENT
LOW⚡week1/community-contributions/scraper_Japyh.py120 # Step 1: Fetch the website contentCOMMENT
LOW⚡week1/community-contributions/scraper_Japyh.py126 # Step 2: Prepare the prompts for AI summarizationCOMMENT
LOW⚡week1/community-contributions/scraper_Japyh.py151 # Step 3: Call the AI modelSTRING
LOW⚡…ions/_market_researcher/market_research_synthesizer.py80 # Step 1: Scrape articlesCOMMENT
LOW⚡…ions/_market_researcher/market_research_synthesizer.py86 # Step 2: Build intelligent system promptCOMMENT
LOW…ions/_market_researcher/market_research_synthesizer.py133 # Step 3: Call LLMSTRING
LOW…ions/_market_researcher/market_research_synthesizer.py144 # Step 4: Parse responseSTRING
LOW…ions/_market_researcher/market_research_synthesizer.py164 # Step 5: Return structured dataSTRING
LOW⚡week1/community-contributions/massonus/crypto_tutor.py22# Step 3: Call OpenAISTRING
LOW⚡week1/community-contributions/massonus/crypto_tutor.py27# Step 4: print the resultSTRING
LOW…community-contributions/_031PGC/week1_lab1_solution.py27# Step 1: Create your promptsCOMMENT
LOW…community-contributions/_031PGC/week1_lab1_solution.py38# Step 2: Make the messages listSTRING
LOW…community-contributions/_031PGC/week1_lab1_solution.py52# Step 3:STRING
LOW…community-contributions/_031PGC/week1_lab1_solution.py64# Step 4: execuion and resultSTRING
LOW⚡week2/community-contributions/2_Charan_M/app.py380 # Step 6: Generate audio output if enabledCOMMENT
LOWweek2/community-contributions/2_Charan_M/app.py238 # Step 1: If audio was provided and question is blank, transcribe itCOMMENT
LOW⚡…5/community-contributions/linkedin-ai-assistant/app.py709 # Step 1: Load and process dataCOMMENT
LOW⚡…5/community-contributions/linkedin-ai-assistant/app.py714 # Step 2: Create RAG documents with LinkedIn URLsCOMMENT
LOW⚡…5/community-contributions/linkedin-ai-assistant/app.py722 # Step 3: Initialize RAG systemCOMMENT
LOW⚡…5/community-contributions/linkedin-ai-assistant/app.py728 # Step 4: Create vector storeCOMMENT
LOW⚡…5/community-contributions/linkedin-ai-assistant/app.py732 # Step 5: Get profile summaryCOMMENT
LOW⚡…5/community-contributions/muawiya/simple_rag_system.py155 # Step 1: Create sample CV if it doesn't existCOMMENT
LOW⚡…5/community-contributions/muawiya/simple_rag_system.py161 # Step 2: Load all documentsCOMMENT
LOW⚡…5/community-contributions/muawiya/simple_rag_system.py173 # Step 3: Load embedding modelCOMMENT
LOW⚡…5/community-contributions/muawiya/simple_rag_system.py177 # Step 4: Split documents into chunksCOMMENT
LOW⚡…5/community-contributions/muawiya/simple_rag_system.py183 # Step 5: Create vectorstoreCOMMENT
LOW⚡…community-contributions/ederhion_week5_tasks/answer.py81 # Step 1: Rewrite the query for better search accuracyCOMMENT
LOW⚡…community-contributions/ederhion_week5_tasks/answer.py85 # Step 2: Retrieve and Rerank the chunksCOMMENT
LOW⚡…community-contributions/ederhion_week5_tasks/answer.py88 # Step 3: Format context and generate the final answerCOMMENT
LOW⚡…ity-contributions/lyba97/week5/build_knowledge_base.py36# Step 1: fetchCOMMENT
LOW⚡…ity-contributions/lyba97/week5/build_knowledge_base.py59# Step 2: normalise — flatten tree into one record per SCCOMMENT
LOW⚡…ity-contributions/lyba97/week5/build_knowledge_base.py135# Step 3: write one markdown file per SCCOMMENT
LOW⚡week5/community-contributions/johnmboga/app.py216 # Step 1: EnrichSTRING
LOW⚡week5/community-contributions/johnmboga/app.py221 # Step 2: RetrieveSTRING
LOW⚡week5/community-contributions/johnmboga/app.py226 # Step 3: RerankSTRING
LOW⚡week5/community-contributions/johnmboga/app.py231 # Step 4: GenerateSTRING
LOW⚡…community-contributions/JamesDominiqueAI/rag/answer.py78 # Step 1: Single rewrite callCOMMENT
LOW⚡…community-contributions/JamesDominiqueAI/rag/answer.py82 # Step 2: Dual retrieval using original + rewritten (no further rewrites)COMMENT
LOW⚡…community-contributions/JamesDominiqueAI/rag/answer.py89 # Step 3: Generate answerCOMMENT
LOWweek4/community-contributions/najeeb/docstring_utils.py9# Step 2: Parse sourceCOMMENT
LOWweek4/community-contributions/najeeb/docstring_utils.py23# Step 3: Find undocumented targetsCOMMENT
LOW⚡week4/community-contributions/najeeb/docstring_utils.py80# Step 4: Reverse line orderCOMMENT
LOW⚡week4/community-contributions/najeeb/docstring_utils.py95# Step 6: Insert docstringsCOMMENT
LOW⚡…utions/stefan_day4_chudnovsky/compute_pi_chudnovsky.py46 # Step 1: Run binary splitting (pure integer math)COMMENT
16 more matches not shown…
Hallucination Indicators13 hits · 95 pts
SeverityFileLineSnippetContext
CRITICALweek8/community_contributions/emmy/llm_battle.py284 response = self.adapter.client.chat.completions.create(CODE
CRITICAL…nity_contributions/w8d5/agents/travel_scanner_agent.py73 result = self.openai.beta.chat.completions.parse(STRING
CRITICAL…ibutions/Ensemble_with_xgboost/agents/scanner_agent.py81 result = self.openai.beta.chat.completions.parse(STRING
CRITICAL…tcamp-w8/price-is-right/shared/agents/scanner_agent.py81 result = self.openai.beta.chat.completions.parse(STRING
CRITICALweek8/community_contributions/geraldino/agent/agents.py204 response = self.client.beta.chat.completions.parse(STRING
CRITICAL…tributions/Mikeaig4real/bug_agents/correction_agent.py62 result = self.openai.beta.chat.completions.parse(CODE
CRITICAL…ntributions/Mikeaig4real/bug_agents/structure_agent.py95 result = self.openai.beta.chat.completions.parse(CODE
CRITICAL…ontributions/Mikeaig4real/bug_agents/analysis_agent.py168 result = self.openai.beta.chat.completions.parse(CODE
CRITICAL…_contributions/Omotosho Joseph/agents/scanner_agent.py60 result = self.openai.beta.chat.completions.parse(STRING
CRITICAL…_contributions/ensemble-joshua/agents/scanner_agent.py81 result = self.openai.beta.chat.completions.parse(STRING
CRITICAL…/community_contributions/tochi/agents/scanner_agent.py81 result = self.openai.beta.chat.completions.parse(STRING
CRITICALweek2/community-contributions/swattingmoth/chatbot.py415 stream = self.modelContext.client.chat.completions.create(CODE
CRITICAL…kanda_team_thomas/week8/agents/rental_scanner_agent.py48 response = self.client.beta.chat.completions.parse(CODE
Redundant / Tautological Comments59 hits · 82 pts
SeverityFileLineSnippetContext
LOW…nity_contributions/stella-oiro/modal_triage_service.py18# Set this to your HuggingFace model repo from Week 7COMMENT
LOW…la-genai-bootcamp-w8/price-is-right/service_manager.py132 # Check if still runningCOMMENT
LOW…la-genai-bootcamp-w8/price-is-right/service_manager.py134 os.kill(pid, 0) # Check if process existsCODE
LOW…la-genai-bootcamp-w8/price-is-right/service_manager.py237 # Check if port is in use and try to find the actual processCOMMENT
LOW…rice-is-right/shared/services/random_forest_wrapper.py51 # Check if file existsCOMMENT
LOW…rice-is-right/shared/services/random_forest_wrapper.py99 # Check if model is actually loadedCOMMENT
LOW…amp-w8/price-is-right/services/notification_service.py75 # Check if port is available before startingCOMMENT
LOWweek8/community_contributions/mostafa/scanner.py57 # Open filesCOMMENT
LOW…mmunity_contributions/pricer_test/tests/test_pricer.py75 # Assign mocks to the pricer instanceCOMMENT
LOW…/community_contributions/lisekarimi/helpers/loaders.py35 # Check if price is within valid rangeCOMMENT
LOW…_contributions/JamesDominiqueAI/agents/openai_agent.py125 # Check if doneCOMMENT
LOW…ommunity-contributions/hopeogbons/classifier_tester.py36 # Check if correctCOMMENT
LOW…ommunity-contributions/hopeogbons/classifier_tester.py51 # Print resultCOMMENT
LOW…/community-contributions/lisekarimi/helpers/loaders.py35 # Check if price is within valid rangeCOMMENT
LOW⚡week1/community-contributions/scraper_Japyh.py153 # Check if it's an Ollama model (contains colon like "llama3.2:1b")STRING
LOW…utions/Playwright_Scrapping_Project/scraping_script.py38 #Open the file summary.mdCOMMENT
LOW…ek1/community-contributions/suveerchaudhary/scraper.py30 # Check if the page has a <body> tag — most pages do, but some minimal ones don'tCOMMENT
LOW…1/community-contributions/salah/technical_assistant.py129 # Check if user specified a custom modelCOMMENT
LOW…mmunity-contributions/aryaman/day4/guess_token_game.py195 # Check if we have any turns left before starting a new turnCOMMENT
LOW…mmunity-contributions/aryaman/day4/guess_token_game.py226 # Check if wonCOMMENT
LOW…mmunity-contributions/aryaman/day4/guess_token_game.py256 # Check if turns are exhausted after this turnCOMMENT
LOW…mmunity-contributions/aryaman/day4/guess_token_game.py431 # Check if turns are exhausted before starting a new turnCOMMENT
LOW…mmunity-contributions/aryaman/day4/guess_token_game.py457 # Check if wonCOMMENT
LOW…mmunity-contributions/aryaman/day4/guess_token_game.py489 # Check if turns are exhausted after this turnCOMMENT
LOW…s/Youtube_video_summarizer/youtube_video_summarizer.py172 # Check if adding this sentence would exceed token limitCOMMENT
LOW…s/Youtube_video_summarizer/youtube_video_summarizer.py273 # Check if we need chunkingCOMMENT
LOW⚡…s/Youtube_video_summarizer/youtube_video_summarizer.py385 # Display resultsCOMMENT
LOW…nity-contributions/Youtube_video_summarizer/install.py81 # Check if UV is installed, install if notCOMMENT
LOW…nity-contributions/Youtube_video_summarizer/install.py86 # Check if pyproject.toml existsCOMMENT
LOW…community-contributions/guitardog/scrape_pool_times.py46 # Check if this table contains pool scheduleCOMMENT
LOW…nity-contributions/salah/v2/src/ui/gradio_interface.py22 # Check if response is an errorCOMMENT
LOW…nity-contributions/salah/v2/src/ui/gradio_interface.py57 # Check if response is an errorCOMMENT
LOW…k2/community-contributions/aryaman/mafia/mafia_game.py341 # Check if they are MafiaCOMMENT
LOW…utions/aryaman/ai_trivial_contest/ai_trivia_contest.py386 # Check if max turns reachedCOMMENT
LOW…ons/assignment/multimodal_travel_brochure_generator.py193 # Check if AI wants to use the weather toolCOMMENT
LOW…ons/assignment/multimodal_travel_brochure_generator.py289 # Check if wants to use a toolCOMMENT
LOW…mmunity-contributions/chatbot_debate/chatbot_debate.py54# Check if ollama server is runningCOMMENT
LOW…ption_to_google_calender/src/create_calender_events.py37 # Check if it's an all-day event (has 'date') or timed event (has 'dateTime')COMMENT
LOW…unity-contributions/tourist-guide/tourist-assistant.py354 # Check if audio_path is validCOMMENT
LOW…4/community-contributions/ai_stock_trading/main_app.py252 # Check if data loaded successfullyCOMMENT
LOW⚡…unity-contributions/ai_stock_trading/tools/fetching.py287 # Check if symbol exists in any country's stock listCOMMENT
LOWcommunity-contributions/ashutosh/Week5/excercise/app.py60 # Display values above barsCOMMENT
LOW⚡community-contributions/decision_bn/app.py264# Display results if BN is availableSTRING
LOWcommunity-contributions/decision_bn/app.py348 # Check if outcome variable exists in BNSTRING
LOW…munity-contributions/openai-twenty-questions/twenty.py66 # Check if guesser wants to guessCOMMENT
LOW…ns/dungeon_extraction_game/game/interface/interface.py78 # Assign function to button click event.COMMENT
LOW…ns/dungeon_extraction_game/game/interface/interface.py84 # Assign function to input submit event. (Press enter)COMMENT
LOW…mmunity-contributions/WebScraperApp/web_scraper_app.py72 # Check if stop was requestedCOMMENT
LOWcommunity-contributions/WebScraperApp/module.py191 # Check if stop was requestedCOMMENT
LOWcommunity-contributions/WebScraperApp/module.py195 # Check if URL should be skippedCOMMENT
LOWcommunity-contributions/WebScraperApp/module.py331 # Check if stop was requestedCOMMENT
LOWcommunity-contributions/WebScraperApp/module.py340 # Check if we've reached too many consecutive empty levelsCOMMENT
LOWcommunity-contributions/WebScraperApp/module.py360 # Check if stop was requestedCOMMENT
LOWcommunity-contributions/WebScraperApp/module.py385 # Check if stop was requested after processing levelCOMMENT
LOWcommunity-contributions/dng/week8/load_data.py28 # Check if the collection exists; if not, create itCOMMENT
LOWcommunity-contributions/sach91-bootcamp/week8/app.py427 # Check if data is persistedCOMMENT
LOWcommunity-contributions/sach91-bootcamp/week8/start.sh8# Check if Ollama is runningCOMMENT
LOWcommunity-contributions/sach91-bootcamp/week8/start.sh15# Check if llama3.2 model existsCOMMENT
LOW…utions/sach91-bootcamp/week8/models/knowledge_graph.py76 # Add neighbors to queueCOMMENT
AI Slop Vocabulary40 hits · 80 pts
SeverityFileLineSnippetContext
MEDIUM…njoku/multi_agent_doctor_assistant/ingest_medicines.py34 # Create comprehensive text for embeddingCOMMENT
MEDIUM⚡…munity_contributions/codypharm/tools/pharmacy_tools.py667 """Get comprehensive FDA drug label information."""STRING
LOW⚡week8/community_contributions/mostafa/scanner.py86 # For demo, we'll just use exe+cmdline+user as a weak key.COMMENT
LOW…ek1/community-contributions/suveerchaudhary/scraper.py42 # If there's no body at all, just return an empty stringCOMMENT
MEDIUM…s/Youtube_video_summarizer/youtube_video_summarizer.py248 return f"""You are an expert at combining multiple summaries into a cohesive, comprehensive summary.CODE
MEDIUM…AI_Assistant/Voice_Enabled_Multi_Model_AI_Assistant.py27# System prompt - Universal and comprehensiveCOMMENT
LOW…utions/aryaman/ai_trivial_contest/ai_trivia_contest.py468 # If splitting didn't work, just add line breaks after periodsCOMMENT
LOWweek5/community-contributions/w5d5_worker.py112 # Simple implementation - just return a basic responseCOMMENT
MEDIUM…5/community-contributions/linkedin-ai-assistant/app.py423 """Get comprehensive profile summary"""STRING
MEDIUM…_html/NTSA__Media_Center_-_News__Updates_e765915c.html23<style id="_goober"> @keyframes go2264125279{from{transform:scale(0) rotate(45deg);opacity:0;}to{transform:scale(1) rotaCODE
MEDIUM…_html/NTSA__Media_Center_-_News__Updates_e765915c.html23<style id="_goober"> @keyframes go2264125279{from{transform:scale(0) rotate(45deg);opacity:0;}to{transform:scale(1) rotaCODE
MEDIUM…_html/NTSA__Media_Center_-_News__Updates_e765915c.html34 0 0 0 1 0"></feColorMatrix></filter></defs></svg></div><header class="bg-white"><divCODE
MEDIUM…ge_base/raw_html/NTSA__Vehicles_Services_57ba53a1.html34 0 0 0 1 0"></feColorMatrix></filter></defs></svg></div><header class="bg-white"><divCODE
MEDIUM⚡…wledge_base/raw_html/NTSA__NTSA_Services_7a9ee5d0.html34 0 0 0 1 0"></feColorMatrix></filter></defs></svg></div><header class="bg-white"><divCODE
MEDIUM⚡…wledge_base/raw_html/NTSA__NTSA_Services_7a9ee5d0.html34 0 0 0 1 0"></feColorMatrix></filter></defs></svg></div><header class="bg-white"><divCODE
MEDIUM⚡…wledge_base/raw_html/NTSA__NTSA_Services_7a9ee5d0.html34 0 0 0 1 0"></feColorMatrix></filter></defs></svg></div><header class="bg-white"><divCODE
MEDIUM…_Launches_New_Road_Safety_Campaign__NTSA_63481444.html23<style id="_goober"> @keyframes go2264125279{from{transform:scale(0) rotate(45deg);opacity:0;}to{transform:scale(1) rotaCODE
MEDIUM…_Launches_New_Road_Safety_Campaign__NTSA_63481444.html34 0 0 0 1 0"></feColorMatrix></filter></defs></svg></div><header class="bg-white"><divCODE
MEDIUM…_base/raw_html/NTSA__Keep_our_roads_safe_0a8e8522.html34 0 0 0 1 0"></feColorMatrix></filter></defs></svg></div><header class="bg-white"><divCODE
MEDIUM…_base/raw_html/NTSA__Keep_our_roads_safe_0a8e8522.html36Beware of fraudsters impersonating NTSA on platforms like TikTok to solicit money and personal details.</p><a class="inlCODE
MEDIUM…_base/raw_html/NTSA__Keep_our_roads_safe_f13d765c.html34 0 0 0 1 0"></feColorMatrix></filter></defs></svg></div><header class="bg-white"><divCODE
MEDIUM…_base/raw_html/NTSA__Keep_our_roads_safe_f13d765c.html36Beware of fraudsters impersonating NTSA on platforms like TikTok to solicit money and personal details.</p><a class="inlCODE
MEDIUMweek5/community-contributions/jaymineh/ingest.py79 {"role": "user", "content": f"""Create a comprehensive overview of ALL {category} at Insurellm.CODE
MEDIUM…y-contributions/codypharm/src/ingestion/data_loader.py38 # robust naming strategyCOMMENT
MEDIUM…-contributions/miguelag99/evaluation/generate_tests.py247 # --- holistic (aggregate across the whole dataset) ---COMMENT
MEDIUM…see_w5d5_RAG_improvements/pro_implementation/answer.py320 # check if it's a holistic question, based on user's original question (could have words like 'all') or the rewritteSTRING
LOW…unity-contributions/tourist-guide/tourist-assistant.py438 current_location = location # No API key, just use the user inputCODE
MEDIUM…unity-contributions/ai_stock_trading/tools/analysis.py16 """Enhanced stock analyzer with comprehensive technical indicators"""STRING
MEDIUM…tributions/ai_stock_trading/tools/sharia_compliance.py36 # Prohibited business activities (comprehensive list)COMMENT
MEDIUM…tributions/ai_stock_trading/tools/sharia_compliance.py163 return 0.8 # Banks have high leverage by natureCODE
MEDIUM…ty-contributions/ai_stock_trading/core/ai_assistant.py8 """Enhanced AI assistant with comprehensive stock analysis tools"""STRING
MEDIUM…ty-contributions/ai_stock_trading/core/ai_assistant.py14 """Get comprehensive tool definitions for OpenAI function calling"""STRING
MEDIUM…tions/aryaman/dataset_generator/build_jsonl_dataset.py939# if a brand has one sedan file and one SUV/crossover file, we can create a holisticCOMMENT
MEDIUM…tions/aryaman/dataset_generator/build_jsonl_dataset.py1021# - corpus-level `holistic`COMMENT
MEDIUM…tions/mugisha_caleb_didier/week5/generate_summaries.py192 """Generate a comprehensive employee directory."""STRING
MEDIUM…tions/mugisha_caleb_didier/week5/generate_summaries.py283 """Generate comprehensive contract portfolio summary with aggregated totals."""STRING
MEDIUM⚡…mmunity-contributions/WebScraperApp/web_scraper_app.py1015 user_prompt = f"""# Website Analysis Request\n\n## User Question\n{user_msg}\n\n## Available Website DatCODE
MEDIUM⚡…mmunity-contributions/WebScraperApp/web_scraper_app.py1015 user_prompt = f"""# Website Analysis Request\n\n## User Question\n{user_msg}\n\n## Available Website DatCODE
MEDIUMcommunity-contributions/WebScraperApp/module.py123 """Web scraper with multithreading support and robust duplicate detection"""STRING
MEDIUM…ributions/sach91-bootcamp/week8/agents/export_agent.py204 user_prompt = f"""Create a comprehensive study guide based on these document summaries:CODE
Docstring Block Structure14 hits · 70 pts
SeverityFileLineSnippetContext
HIGH…contributions/norbert-wakanda/agents/planning_agent.py76 Clean and validate the user's query. Args: query: Raw input string from the user. STRING
HIGH…contributions/norbert-wakanda/agents/planning_agent.py128 Run the full deal-finding pipeline for a user query. Steps: 1. Validate the query. STRING
HIGH…_contributions/norbert-wakanda/agents/scraper_agent.py120 Parse and validate the model's final JSON response. Strips markdown code fences if present, parses theSTRING
HIGH…_contributions/norbert-wakanda/agents/scraper_agent.py155 Run the tool-calling agent loop for a given product query. Sends the query to the LLM, executes any toSTRING
HIGHweek1/community-contributions/scraper_Japyh.py105 Smart website scraper with AI-powered summarization. Fetches website content and generates a summary using specSTRING
HIGH…mmunity-contributions/patrickcmd/playwright_scraper.py26 Scrape the title and text content of a webpage using Playwright. Playwright launches a real browser (Chromium STRING
HIGH…mmunity-contributions/patrickcmd/playwright_scraper.py146 Extract all hyperlinks from a fully rendered webpage using Playwright. Navigates to the page with a real browsSTRING
HIGH…nity-contributions/aryaman/advanced_website_scraper.py367 Summarize the website content using Ollama via OpenAI-compatible API. Args: model:STRING
HIGH…utions/ai-powered-marketing-brochures-gpt-5/ai_core.py109 Return the cached OpenAI API client, initializing it on first access. This private helper lazily constSTRING
HIGH…munity-contributions/best_restaurant_finder/scraper.py77 Fetch restaurant listings from a TripAdvisor restaurants landing page. Args: url: Base listing page URSTRING
HIGH…community-contributions/irytck/auto_doc/sample_code.py22 Carga datos desde archivo Excel y realiza validación básica. Args: ruta_archivo: Ruta al archivo ESTRING
HIGH…ntributions/daily-horoscope-predictor/dataCollector.py8 Scrape horoscope data from Hindustan Times astrology page. Args: headless (bool): Run Chrome in heSTRING
HIGH…tributions/decision_bn/bn_decision_maker/llm_parser.py28 Parse a case description into BN JSON structure. Attempts models in order from the models list, fallingSTRING
HIGH…ons/decision_bn/bn_decision_maker/bn_decision_maker.py251 Compute expected utility for each action. Args: outcome_var: The chance node deterSTRING
Modern Structural Boilerplate67 hits · 68 pts
SeverityFileLineSnippetContext
LOW…tions/ikeenjoku/multi_agent_doctor_assistant/answer.py81__all__ = [CODE
LOW…enjoku/multi_agent_doctor_assistant/agents/__init__.py12__all__ = [CODE
LOWweek8/community_contributions/NaheemQuadri/tools.py27logger = logging.getLogger(__name__)CODE
LOW…8/community_contributions/NaheemQuadri/orchestrator.py33logger = logging.getLogger(__name__)CODE
LOWweek8/community_contributions/NaheemQuadri/app.py27logger = logging.getLogger(__name__)CODE
LOWweek8/community_contributions/NaheemQuadri/scheduler.py26logger = logging.getLogger(__name__)CODE
LOWweek8/community_contributions/chrys/agents/__init__.py7__all__ = [CODE
LOWweek8/community_contributions/chrys/sources/__init__.py5__all__ = ["fetch_alpha_vantage", "fetch_metals", "fetch_coingecko"]CODE
LOW…munity_contributions/adeyemi-kayode/agents/__init__.py13__all__ = [CODE
LOW…unity_contributions/damola-adewunmi/agents/__init__.py7__all__ = ["searcher_node", "valuer_node", "strategist_node"]CODE
LOW…ootcamp-w8/price-is-right/services/specialist_agent.py12logger = logging.getLogger(__name__)CODE
LOW…amp-w8/price-is-right/services/notification_service.py21logger = logging.getLogger(__name__)CODE
LOW…camp-w8/price-is-right/services/random_forest_agent.py11logger = logging.getLogger(__name__)CODE
LOWweek8/community_contributions/geraldino/agent/agents.py28logger = logging.getLogger(__name__)CODE
LOWweek8/community_contributions/najeeb/knowledge_base.py3__all__ = ["KNOWLEDGE_BASE"]CODE
LOW…nity_contributions/Mikeaig4real/bug_agents/__init__.py11__all__ = [CODE
LOW⚡week8/community_contributions/norbert-wakanda/tools.py18logger = logging.getLogger(__name__)CODE
LOW…unity_contributions/norbert-wakanda/agents/__init__.py6__all__ = ["ScraperAgent", "PricingAgent", "PlanningAgent"]CODE
LOW…community_contributions/johnmboga/core/orchestrator.py13logger = logging.getLogger(__name__)CODE
LOW…ek8/community_contributions/JamesDominiqueAI/memory.py18logger = logging.getLogger(__name__)CODE
LOW⚡week8/community_contributions/JamesDominiqueAI/tools.py16logger = logging.getLogger(__name__)CODE
LOW…nity_contributions/JamesDominiqueAI/synthesis_agent.py22logger = logging.getLogger(__name__)CODE
LOW…mmunity_contributions/JamesDominiqueAI/orchestrator.py24logger = logging.getLogger(__name__)CODE
LOWweek8/community_contributions/JamesDominiqueAI/agent.py27logger = logging.getLogger(__name__)CODE
LOW⚡week8/community_contributions/JamesDominiqueAI/app.py27logger = logging.getLogger(__name__)CODE
LOW…_contributions/JamesDominiqueAI/agents/openai_agent.py34logger = logging.getLogger(__name__)CODE
LOW…munity_contributions/JamesDominiqueAI/agents/search.py17logger = logging.getLogger(__name__)CODE
LOW…ntributions/JamesDominiqueAI/agents/anthropic_agent.py21logger = logging.getLogger(__name__)CODE
LOW…tributions/JamesDominiqueAI/agents/openrouter_agent.py36logger = logging.getLogger(__name__)CODE
LOW…nity-contributions/adams-bolaji/job_salary/__init__.py6__all__ = ["Job", "evaluate"]CODE
LOW…ommunity-contributions/ANSH/week1-solution/chat_app.py408 def _update_subtitle(self) -> None:STRING
LOW…utions/ai-powered-marketing-brochures-gpt-5/website.py147 def _set_website_url(self, value: str) -> None:CODE
LOW⚡…y_contributions/haastrupea/financial_fraud_detector.py299__all__ = [CODE
LOW⚡…community-contributions/dinyangetoh/evaluation/eval.py16def set_judge_client(client: OpenAI | None, model: str | None = None) -> None:CODE
LOW…nity-contributions/haastrupea/rag_pipeline/__init__.py5__all__ = ["get_web_content_sync", "ingest", "answer"]CODE
LOW…5/community-contributions/makinda/clusters/__init__.py17__all__ = [CODE
LOWweek5/community-contributions/codypharm/src/app.py14logger = logging.getLogger(__name__)CODE
LOW…community-contributions/Mikeaig4real/evals/__init__.py11__all__ = [CODE
LOW…unity-contributions/ai_stock_trading/tools/__init__.py22__all__ = [CODE
LOW…ons/autotrader_code_generator/generated_trading_bot.py248 def _update_current_position(self) -> None:CODE
LOW⚡…community-contributions/irytck/auto_doc/sample_code.py15logger = logging.getLogger(__name__)CODE
LOW…munity-contributions/ai-web-summarizer/utils/logger.py13logger = logging.getLogger(__name__)CODE
LOW…3/community-contributions/makinda/dataset_generator.py149 def set_provider(self, provider: Provider) -> None:CODE
LOW…ns/wakanda_team_thomas/week8/rental_agent_framework.py14logger = logging.getLogger(__name__)CODE
LOW…ontributions/wakanda_team_thomas/week8/agents/agent.py3logger = logging.getLogger(__name__)CODE
LOW…-contributions/Reputation_Radar/components/__init__.py5__all__ = ["dashboard", "filters", "loaders", "summary"]CODE
LOW…ty-contributions/Reputation_Radar/services/__init__.py5__all__ = [CODE
LOWcommunity-contributions/wszymilo/week8/deal_hunter.py166def _setup_ui_logging(log_queue: queue.Queue) -> None:CODE
LOWcommunity-contributions/wszymilo/week8/deal_hunter.py475 def _setup(self) -> None:CODE
LOW…ontributions/decision_bn/bn_decision_maker/__init__.py8__all__ = ['DecisionBN', 'CaseParser', 'SYSTEM_PROMPT', 'APP_CONFIG']CODE
LOW…ons/dungeon_extraction_game/game/interface/__init__.py6__all__ = ['Interface_Config', 'get_interface']CODE
LOW…ions/dungeon_extraction_game/game/gameplay/__init__.py6__all__ = ['Gameplay_Config', 'get_gameplay_function']CODE
LOW…s/dungeon_extraction_game/game/storyteller/__init__.py6__all__ = ['narrate', 'set_description_limit']CODE
LOW…s/dungeon_extraction_game/game/illustrator/__init__.py11__all__ = ['draw_dalle_2', 'draw_dalle_3', 'draw_gemini',CODE
LOWcommunity-contributions/sach91-bootcamp/week8/app.py18logger = logging.getLogger(__name__)CODE
LOW…utions/sach91-bootcamp/week8/agents/ingestion_agent.py15logger = logging.getLogger(__name__)CODE
LOW…ributions/sach91-bootcamp/week8/agents/export_agent.py10logger = logging.getLogger(__name__)CODE
LOW…ibutions/sach91-bootcamp/week8/agents/summary_agent.py10logger = logging.getLogger(__name__)CODE
LOW…ntributions/sach91-bootcamp/week8/agents/base_agent.py9logger = logging.getLogger(__name__)CODE
LOW…butions/sach91-bootcamp/week8/agents/question_agent.py11logger = logging.getLogger(__name__)CODE
7 more matches not shown…
Magic Placeholder Names11 hits · 55 pts
SeverityFileLineSnippetContext
HIGHweek8/community_contributions/emmanuel_ochade/README.md83os.environ["ANTHROPIC_API_KEY"] = "your-api-key"STRING
HIGH…_contributions/english_learning_tutor_ns_sly/README.md200export OPENAI_API_KEY=your_api_keyCODE
HIGH…ons/hmnhGeek_day5_streamlit_brochure_web_app/README.md169OPENAI_API_KEY=your_api_keyCODE
HIGH…utions/hasham/wee1-chrome-extension-brochure/README.md46 OPENAI_API_KEY=your-api-key-hereCODE
HIGH…m/week1-day1-chrome-extension-page-summarizer/popup.js7 if (!apiKey || apiKey === 'your-api-key-here') {CODE
HIGHweek2/community-contributions/Wanjiru-Week-2/README.md43OPENROUTER_API_KEY=your_api_keyCODE
HIGH…ek4/community-contributions/ai_stock_trading/README.md84OPENAI_API_KEY=your-api-key-hereCODE
HIGH…k3/community-contributions/ai-web-summarizer/README.md63 OPENAI_API_KEY=your-api-key-hereCODE
HIGH…ty-contributions/hmnhGeek/4_ai_meeting_notes/README.md84OPENROUTER_API_KEY=your_api_keyCODE
HIGH…ons/victorConqueror/airline_price_detection2/README.md20 set OPENAI_API_KEY="your-api-key-here"CODE
HIGH…ons/victorConqueror/airline_price_detection2/README.md23 # OPENAI_API_KEY="your-api-key-here"COMMENT
Dead Code25 hits · 47 pts
SeverityFileLineSnippetContext
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py168CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py169CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py170CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py171CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py172CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py175CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py178CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py179CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py180CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py181CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py182CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py183CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py184CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py185CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py186CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py187CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py188CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py189CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py190CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py191CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py194CODE
MEDIUM…mmunity-contributions/aryaman/day4/guess_token_game.py262CODE
MEDIUMweek2/community-contributions/khudgins/flyting.py131CODE
MEDIUMweek2/community-contributions/khudgins/flyting.py132CODE
MEDIUMweek2/community-contributions/khudgins/flyting.py133CODE
Over-Commented Block22 hits · 22 pts
SeverityFileLineSnippetContext
LOW…p-w8/price-is-right/shared/services/scanner_wrapper.py101 # import signalCOMMENT
LOW…p-w8/price-is-right/shared/services/scanner_wrapper.py121 # # Parse the JSON responseCOMMENT
LOWweek8/community_contributions/mostafa/scanner.py81 for p in processes:COMMENT
LOW…ek1/community-contributions/suveerchaudhary/scraper.py21 # Send a GET request to the URL (like typing it into a browser) and store the responseCOMMENT
LOW…ek1/community-contributions/suveerchaudhary/scraper.py61 # Find every <a> (anchor/link) tag on the page, then extract the "href" attributeCOMMENT
LOW…/community-contributions/best_restaurant_finder/app.py21COMMENT
LOWweek7/community_contributions/week7_exercise (10).py401print(f"\nFine-Tuned Evaluation:\nMAE: ${mae:.2f}, RMSE: ${rmse:.2f}, R²: {r2:.4f}")COMMENT
LOW…ediction_with_RAG/testing_fine_tuned_model_with_rag.py141 return extract_price(response)COMMENT
LOW…ediction_with_RAG/testing_fine_tuned_model_with_rag.py161# result = float(predicted_token)COMMENT
LOW…ek7/community_contributions/bharat_puri/fine_tuning.py401r2 = r2_score(true_prices, pred_prices)COMMENT
LOWweek2/community-contributions/salah/v2/src/__init__.py1# Create __init__.py files to make directories proper Python packagesCOMMENT
LOW…ons/assignment/multimodal_travel_brochure_generator.py1# %% [markdown]COMMENT
LOW…unity-contributions/SX_wk5_solution/agentic_chunker.py341 'The month is October.',COMMENT
LOW…see_w5d5_RAG_improvements/pro_implementation/ingest.py541COMMENT
LOW…ek5/community-contributions/JamesDominiqueAI/config.py21CHROMA_DB_DIR = os.path.join(BASE_DIR, "preprocessed_db")COMMENT
LOW…ons/autotrader_code_generator/generated_trading_bot.py21# - `get_positions`: Assumed to return a list of dictionaries, e.COMMENT
LOW…ons/autotrader_code_generator/generated_trading_bot.py521 # --- Demonstration Run ---COMMENT
LOW…contributions/company-brochure-project/src/brochure.py101 # "role": "system",COMMENT
LOW…contributions/company-brochure-project/src/brochure.py161 # "content": BROCHURE_SYSTEM_PROMPT,COMMENT
LOW…nity-contributions/company-brochure-project/src/llm.py21# Load environment variables from a .env file, if present. Kept for parityCOMMENT
LOW…unity-contributions/joxemi_works/week1/chatbot_day4.py1# ===========================================COMMENT
LOW…nity-contributions/shabsi4u/LLM_tutor/requirements.txt1# Core dependenciesCOMMENT
AI Response Leakage2 hits · 15 pts
SeverityFileLineSnippetContext
HIGHweek4/community-contributions/tobenna/helts4.py5# In this version:COMMENT
HIGHweek3/community-contributions/tobenna/helts3.py5# In this version,COMMENT
AI Structural Patterns15 hits · 14 pts
SeverityFileLineSnippetContext
LOWweek8/community_contributions/damola-adewunmi/graph.py47CODE
LOW…nity_contributions/CynthiaOmovoiye/pricing_pipeline.py119CODE
LOW…rketing-brochures-gpt-5/extractor_of_relevant_links.py69CODE
LOW…5_streamlit_brochure_web_app/services/model_service.py50CODE
LOW…nity_contributions/CynthiaOmovoiye/pricing_pipeline.py119CODE
LOW…unity-contributions/book_ticket_agent/map_generator.py35CODE
LOW…mmunity-contributions/rag_chat_example/run_rag_chat.py34CODE
LOWweek3/community-contributions/muawiya/app/app.py82CODE
LOW…k3/community-contributions/salah/meeting_minutes_v2.py122CODE
LOWcommunity-contributions/wszymilo/week2/primitives.py145CODE
LOW…vyam-Tyagi/Brochure PDF generation/brochure_service.py52CODE
LOW…ions/dungeon_extraction_game/game/storyteller/tools.py26CODE
LOW…mmunity-contributions/WebScraperApp/web_scraper_app.py1118CODE
LOW…bsite_brochure_generator/website_brochure_generator.py252CODE
LOWcommunity-contributions/shabsi4u/LLM_tutor/llm_tutor.py115CODE
Example Usage Blocks8 hits · 9 pts
SeverityFileLineSnippetContext
LOW⚡week1/community-contributions/brochure_pipeline.py310# Example usageSTRING
LOW⚡…1/community-contributions/ANSH/week1-solution/tutor.py123# Example usageCOMMENT
LOW…munity-contributions/Day-1-Text-to-sql/ollama-TTSQL.py39# Example usageSTRING
LOW…ions/LegalSystemKnowledgeWorker/google_drive_client.py167# Example usage:COMMENT
LOWweek5/community-contributions/elikeyz/ingest-resume.py316# Example usageSTRING
LOW…ity-contributions/tsungyulin_code_accelerate/config.py32# Example usageCOMMENT
LOW…unity-contributions/tsungyulin_code_accelerate/main.py80# Example usageSTRING
LOW…tions/aryaman/dataset_generator/build_jsonl_dataset.py1135# Example usage:COMMENT
Slop Phrases2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUM…ek6/community-contributions/week_6_exercise_revised.py32#I hid my keys, you can replace your keys with 'sk' and 'hf'COMMENT
MEDIUMweek2/community-contributions/gpt-gemini-ollama.py82# NOte that you can try this on ollama with different models, or use transformers from hugging face.COMMENT
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGH…ommunity-contributions/c_extension_generator/README.md24> Never run code generated by AI models without understanding its implications andCODE
Fake / Example Data4 hits · 3 pts
SeverityFileLineSnippetContext
LOWweek2/community-contributions/haben/setup_database.py129 ('John Doe', 'john.doe@email.com', 500, '{"preferred_seat": "window", "meal": "vegetarian"}'),STRING
LOWweek2/community-contributions/haben/setup_database.py146 (flight_ids[0][0], 'John Doe', 'john.doe@email.com', 'confirmed'),STRING
LOW…ntributions/aryaman/dataset_generator/ollama_client.py171 username = os.getenv("OLLAMA_USERNAME") or os.getenv("OPENAI_USERNAME") or "user@example.com"CODE
LOW…unity-contributions/json_response_translator/README.md100 "name": "John Doe",CODE
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOWcommunity-contributions/lukas/week2/models/Agent.py173 # TODO: implement litellm router/fallback for dynamic model selectionCOMMENT
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…tions/emmanuel_ochade/agentic_code_review_assistant.py622 def process_data(self, data):CODE