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AI Slop Code RIsk Monitor

browser-act/skills

Browser automation CLI built for AI agents. Break through anti-bot walls, hand off to humans across platforms when stuck. Parallel multi-task execution, independent multi-session operation, isolated multi-account browsing.

311.3 High pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for browser-act/skills, a Python project with 6,130 GitHub stars. SynthScan examined 33,996 lines of code across 269 source files, recording 2015 pattern matches distributed across 14 syntactic categories. The legacy adjusted pattern signal is 311.3 (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.

311.3
Adjusted Signal
311.3
Raw Pattern Score
100%
Time Factor
2026-08-24
Last Push
6.1K
Stars
Python
Language
34.0K
Lines of Code
269
Files
2.0K
Pattern Hits
2026-10-12
Scan Date
6.09
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 26.3/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 71 finding(s).

Hallucinated Dependency & Supply Chain Risk 100.0/100 · CRITICAL

Are imports declared and package/API names verified? 1623 finding(s).

Agent Over-Engineering Ratio 67.4/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 338 finding(s).

PR Review Velocity Impact 100.0/100 · CRITICAL

Which changes need focused human review? 2015 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 1HIGH 1638MEDIUM 192LOW 184

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 2015 distinct pattern matches across 14 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-Language Confusion1614 hits · 9601 pts
SeverityFileLineSnippetContext
HIGH…tening/instagram-post-comments/scripts/get-media-id.py30 username: m.user ? m.user.username : null,CODE
HIGH⚡…g/instagram-post-comments/scripts/get-post-comments.py33 username: c.user ? c.user.username : null,CODE
HIGH⚡…g/instagram-post-comments/scripts/get-post-comments.py34 user_id: c.user ? c.user.pk : null,CODE
HIGH⚡…g/instagram-post-comments/scripts/get-post-comments.py37 reply_count: c.child_comment_count || 0CODE
HIGH⚡…g/instagram-post-comments/scripts/get-post-comments.py42 has_more_comments: data.has_more_comments || false,CODE
HIGH⚡…g/instagram-post-comments/scripts/get-post-comments.py43 next_min_id: data.next_min_id || nullCODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py30 while (fiber && depth < 80 && !found) {CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py32 if (props && props.tweet) {CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py37 var rawMedia = (t.extended_entities && t.extended_entities.media) ? t.extended_entities.media : [];CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py41 if (m.video_info && m.video_info.variants) {CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py43 vs.sort(function(a, b) { return (b.bitrate || 0) - (a.bitrate || 0); });CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py46 media.push({CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py49 alt_text: m.ext_alt_text || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py49 alt_text: m.ext_alt_text || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py54 tweets.push({CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py57 text: t.full_text || t.text || '',CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py58 created_at: t.created_at || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py58 created_at: t.created_at || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py59 lang: t.lang || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py59 lang: t.lang || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py60 author_id: u.id_str || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py60 author_id: u.id_str || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py61 author_name: u.name || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py61 author_name: u.name || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py62 author_screen_name: u.screen_name || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py62 author_screen_name: u.screen_name || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py63 author_profile_image: u.profile_image_url_https || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py63 author_profile_image: u.profile_image_url_https || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py64 author_followers: typeof u.followers_count === 'number' ? u.followers_count : null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py65 author_following: typeof u.friends_count === 'number' ? u.friends_count : null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py66 author_verified: u.verified || false,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py67 author_blue_verified: u.is_blue_verified || false,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py68 author_location: u.location || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py68 author_location: u.location || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py69 author_description: u.description || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py69 author_description: u.description || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py70 like_count: t.favorite_count || 0,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py71 retweet_count: t.retweet_count || 0,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py72 reply_count: t.reply_count || 0,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py73 quote_count: t.quote_count || 0,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py74 bookmark_count: t.bookmark_count || 0,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py75 view_count: (t.views && t.views.count) ? parseInt(t.views.count) : null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py75 view_count: (t.views && t.views.count) ? parseInt(t.views.count) : null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py77 is_quote: t.is_quote_status || false,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py79 in_reply_to_tweet_id: t.in_reply_to_status_id_str || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py79 in_reply_to_tweet_id: t.in_reply_to_status_id_str || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py80 in_reply_to_user: t.in_reply_to_screen_name || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py80 in_reply_to_user: t.in_reply_to_screen_name || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py81 conversation_id: t.conversation_id_str || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py81 conversation_id: t.conversation_id_str || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py82 hashtags: (t.entities && t.entities.hashtags || []).map(function(h) { return h.text; }),CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py83 urls: (t.entities && t.entities.urls || []).map(function(eu) { return eu.expanded_url; }),CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py84 mentions: (t.entities && t.entities.user_mentions || []).map(function(mn) { return mn.screen_name; }),CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py86 source_name: t.source_name || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py86 source_name: t.source_name || null,CODE
HIGH⚡…ial-listening/x-tweet-search/scripts/extract-tweets.py87 source_url: t.source_url || nullCODE
HIGH…ial-listening/x-tweet-search/scripts/extract-tweets.py19 var fiberKey = null;CODE
HIGH⚡…-listening/threads-user-posts/scripts/extract-posts.py37 const items = edge.node && edge.node.thread_items;CODE
HIGH⚡…-listening/threads-user-posts/scripts/extract-posts.py43 posts.push({CODE
HIGH⚡…-listening/threads-user-posts/scripts/extract-posts.py44 id: post.pk || null,CODE
1554 more matches not shown…
Excessive Try-Catch Wrapping303 hits · 685 pts
SeverityFileLineSnippetContext
LOW⚡…-search-api-skill/scripts/wechat_article_search_api.py32 except Exception as e:CODE
MEDIUM⚡…-search-api-skill/scripts/wechat_article_search_api.py33 print(f"Error: Connection to API failed - {e}", flush=True)CODE
MEDIUM⚡…-search-api-skill/scripts/wechat_article_search_api.py37 print(f"Error: Could not start task. Response: {res}", flush=True)CODE
MEDIUM⚡…-search-api-skill/scripts/wechat_article_search_api.py58 print(f"Error: Task {status}. Please check your BrowserAct dashboard.", flush=True)CODE
LOW⚡…-search-api-skill/scripts/wechat_article_search_api.py60 except Exception as e:CODE
MEDIUM⚡…-search-api-skill/scripts/wechat_article_search_api.py66 print(f"Error: Task polling timed out after {max_poll_time} seconds.", flush=True)CODE
LOW⚡…-search-api-skill/scripts/wechat_article_search_api.py82 except Exception as e:CODE
MEDIUM⚡…-search-api-skill/scripts/wechat_article_search_api.py83 print(f"Error: Failed to retrieve results - {e}", flush=True)CODE
LOW…ocial-listening/x-tweet-by-url/scripts/parse-tweets.py23 except Exception as e:CODE
LOW⚡…ocial-listening/x-tweet-by-url/scripts/parse-tweets.py34 except Exception as e:CODE
LOW⚡…ocial-listening/x-tweet-by-url/scripts/parse-tweets.py40 except Exception as e2:CODE
LOW⚡…ocial-listening/x-tweet-by-url/scripts/parse-tweets.py50 except Exception as e:CODE
LOW…ocial-listening/x-tweet-by-url/scripts/parse-tweets.py87 except Exception:CODE
LOW…ocial-listening/x-tweet-by-url/scripts/parse-tweets.py188 except Exception:CODE
LOW…tening/x-tweet-by-conversation/scripts/parse-tweets.py23 except Exception as e:CODE
LOW⚡…tening/x-tweet-by-conversation/scripts/parse-tweets.py34 except Exception as e:CODE
LOW⚡…tening/x-tweet-by-conversation/scripts/parse-tweets.py40 except Exception as e2:CODE
LOW⚡…tening/x-tweet-by-conversation/scripts/parse-tweets.py50 except Exception as e:CODE
LOW…tening/x-tweet-by-conversation/scripts/parse-tweets.py87 except Exception:CODE
LOW…tening/x-tweet-by-conversation/scripts/parse-tweets.py188 except Exception:CODE
LOW…al-listening/x-tweet-by-handle/scripts/parse-tweets.py23 except Exception as e:CODE
LOW⚡…al-listening/x-tweet-by-handle/scripts/parse-tweets.py34 except Exception as e:CODE
LOW⚡…al-listening/x-tweet-by-handle/scripts/parse-tweets.py40 except Exception as e2:CODE
LOW⚡…al-listening/x-tweet-by-handle/scripts/parse-tweets.py50 except Exception as e:CODE
LOW…al-listening/x-tweet-by-handle/scripts/parse-tweets.py87 except Exception:CODE
LOW…al-listening/x-tweet-by-handle/scripts/parse-tweets.py188 except Exception:CODE
LOW…tening/x-tweet-search-by-query/scripts/parse-tweets.py23 except Exception as e:CODE
LOW⚡…tening/x-tweet-search-by-query/scripts/parse-tweets.py34 except Exception as e:CODE
LOW⚡…tening/x-tweet-search-by-query/scripts/parse-tweets.py40 except Exception as e2:CODE
LOW⚡…tening/x-tweet-search-by-query/scripts/parse-tweets.py50 except Exception as e:CODE
LOW…tening/x-tweet-search-by-query/scripts/parse-tweets.py87 except Exception:CODE
LOW…tening/x-tweet-search-by-query/scripts/parse-tweets.py188 except Exception:CODE
LOW⚡…is-api-skill/scripts/reddit_competitor_analysis_api.py34 except Exception as e:CODE
MEDIUM⚡…is-api-skill/scripts/reddit_competitor_analysis_api.py35 print(f"Error: Connection to API failed - {e}", flush=True)CODE
MEDIUM⚡…is-api-skill/scripts/reddit_competitor_analysis_api.py39 print(f"Error: Could not start task. Response: {res}", flush=True)CODE
MEDIUM⚡…is-api-skill/scripts/reddit_competitor_analysis_api.py60 print(f"Error: Task {status}. Please check your BrowserAct dashboard.", flush=True)CODE
LOW⚡…is-api-skill/scripts/reddit_competitor_analysis_api.py62 except Exception as e:CODE
MEDIUM⚡…is-api-skill/scripts/reddit_competitor_analysis_api.py68 print(f"Error: Task polling timed out after {max_poll_time} seconds.", flush=True)CODE
LOW⚡…is-api-skill/scripts/reddit_competitor_analysis_api.py84 except Exception as e:CODE
MEDIUM⚡…is-api-skill/scripts/reddit_competitor_analysis_api.py85 print(f"Error: Failed to retrieve results - {e}", flush=True)CODE
LOW⚡…ing/zhihu-search-api-skill/scripts/zhihu_search_api.py32 except Exception as e:CODE
MEDIUM⚡…ing/zhihu-search-api-skill/scripts/zhihu_search_api.py33 print(f"Error: Connection to API failed - {e}", flush=True)CODE
MEDIUM⚡…ing/zhihu-search-api-skill/scripts/zhihu_search_api.py37 print(f"Error: Could not start task. Response: {res}", flush=True)CODE
MEDIUM⚡…ing/zhihu-search-api-skill/scripts/zhihu_search_api.py58 print(f"Error: Task {status}. Please check your BrowserAct dashboard.", flush=True)CODE
LOW⚡…ing/zhihu-search-api-skill/scripts/zhihu_search_api.py60 except Exception as e:CODE
MEDIUM⚡…ing/zhihu-search-api-skill/scripts/zhihu_search_api.py66 print(f"Error: Task polling timed out after {max_poll_time} seconds.", flush=True)CODE
LOW⚡…ing/zhihu-search-api-skill/scripts/zhihu_search_api.py82 except Exception as e:CODE
MEDIUM⚡…ing/zhihu-search-api-skill/scripts/zhihu_search_api.py83 print(f"Error: Failed to retrieve results - {e}", flush=True)CODE
LOW⚡…onitor-api-skill/scripts/amazon_buy_box_monitor_api.py34 except Exception as e:CODE
MEDIUM⚡…onitor-api-skill/scripts/amazon_buy_box_monitor_api.py35 print(f"Error: Connection to API failed - {e}", flush=True)CODE
MEDIUM⚡…onitor-api-skill/scripts/amazon_buy_box_monitor_api.py40 print(f"Error: Invalid authorization. Please check your BrowserAct API Key.", flush=True)CODE
MEDIUM⚡…onitor-api-skill/scripts/amazon_buy_box_monitor_api.py42 print(f"Error: Could not start task. Response: {res}", flush=True)CODE
MEDIUM⚡…onitor-api-skill/scripts/amazon_buy_box_monitor_api.py65 print(f"Error: Task {status}. Please check your BrowserAct dashboard.", flush=True)CODE
LOW⚡…onitor-api-skill/scripts/amazon_buy_box_monitor_api.py67 except Exception as e:CODE
MEDIUM⚡…onitor-api-skill/scripts/amazon_buy_box_monitor_api.py74 print(f"Error: Task polling timed out after {max_poll_time} seconds.", flush=True)CODE
LOW…onitor-api-skill/scripts/amazon_buy_box_monitor_api.py88 except Exception as e:CODE
MEDIUM…onitor-api-skill/scripts/amazon_buy_box_monitor_api.py89 print(f"Error: Failed to retrieve results - {e}", flush=True)CODE
LOW⚡…-search-api-skill/scripts/amazon_product_search_api.py33 except Exception as e:CODE
MEDIUM⚡…-search-api-skill/scripts/amazon_product_search_api.py34 print(f"Error: Connection to API failed - {e}", flush=True)CODE
MEDIUM⚡…-search-api-skill/scripts/amazon_product_search_api.py40 print(f"Error: Invalid authorization. Please check your BrowserAct API Key.", flush=True)CODE
243 more matches not shown…
Synthetic Comment Markers14 hits · 151 pts
SeverityFileLineSnippetContext
HIGH⚡…-search-api-skill/scripts/wechat_article_search_api.py73 # Extract data from output["string"] as requestedCOMMENT
HIGH⚡…is-api-skill/scripts/reddit_competitor_analysis_api.py75 # Extract data from output["string"] as requestedCOMMENT
HIGH⚡…ing/zhihu-search-api-skill/scripts/zhihu_search_api.py73 # Extract data from output["string"] as requestedCOMMENT
HIGH⚡…-search-api-skill/scripts/amazon_product_search_api.py77 # Extract data from output["string"] as requestedCOMMENT
HIGH⚡…ill/scripts/amazon_best_selling_products_finder_api.py72 # Extract data from output["string"] as requestedCOMMENT
HIGHsolutions/ecommerce/amazon-product-detail/SKILL.md87 "aiReviewsSummary": null, // AI-generated review summary text, null when absentCODE
HIGH⚡…ube-comments-api-skill/scripts/youtube_comments_api.py73 # Extract data from output["string"] as requestedCOMMENT
HIGH⚡…der-api-skill/scripts/youtube_influencer_finder_api.py72 # Extract data from output["string"] as requestedCOMMENT
HIGH⚡…utube-channel-api-skill/scripts/youtube_channel_api.py72 # Extract data from output["string"] as requestedCOMMENT
HIGH⚡…deo-platforms/youtube-api-skill/scripts/youtube_api.py72 # Extract data from output["string"] as requestedCOMMENT
HIGH⚡…youtube-search-api-skill/scripts/youtube_search_api.py73 # Extract data from output["string"] as requestedCOMMENT
HIGH⚡…s/youtube-video-api-skill/scripts/youtube_video_api.py72 # Extract data from output["string"] as requestedCOMMENT
HIGH⚡…ch-scraper-api-skill/scripts/web_search_scraper_api.py71 # Extract data from output["string"] as requestedCOMMENT
HIGH⚡…rch/google-image-api-skill/scripts/google_image_api.py74 # Extract data from output["string"] as requestedCOMMENT
Deep Nesting38 hits · 37 pts
SeverityFileLineSnippetContext
LOW…-search-api-skill/scripts/wechat_article_search_api.py17CODE
LOW…ocial-listening/x-tweet-by-url/scripts/parse-tweets.py66CODE
LOW…tening/x-tweet-by-conversation/scripts/parse-tweets.py66CODE
LOW…al-listening/x-tweet-by-handle/scripts/parse-tweets.py66CODE
LOW…tening/x-tweet-search-by-query/scripts/parse-tweets.py66CODE
LOW…is-api-skill/scripts/reddit_competitor_analysis_api.py17CODE
LOW…ing/zhihu-search-api-skill/scripts/zhihu_search_api.py17CODE
LOW…onitor-api-skill/scripts/amazon_buy_box_monitor_api.py17CODE
LOW…-search-api-skill/scripts/amazon_product_search_api.py17CODE
LOW…amazon-product-api-skill/scripts/amazon_product_api.py18CODE
LOW…ill/scripts/amazon_best_selling_products_finder_api.py17CODE
LOW…azon-competitor-analyzer/amazon_competitor_analyzer.py102CODE
LOW…azon-competitor-analyzer/amazon_competitor_analyzer.py217CODE
LOW…azon-competitor-analyzer/amazon_competitor_analyzer.py249CODE
LOW…is-skill/scripts/amazon_listing_competitor_analysis.py18CODE
LOW…sin-lookup-api-skill/scripts/amazon_asin_lookup_api.py18CODE
LOW…amazon-reviews-api-skill/scripts/amazon_reviews_api.py17CODE
LOW…s-api-skill/scripts/youtube_transcript_analysis_api.py19CODE
LOW…s-api-skill/scripts/youtube_transcript_analysis_api.py107CODE
LOW…ube-comments-api-skill/scripts/youtube_comments_api.py17CODE
LOW…der-api-skill/scripts/youtube_influencer_finder_api.py17CODE
LOW…utube-channel-api-skill/scripts/youtube_channel_api.py17CODE
LOW…kill/scripts/youtube_batch_transcript_extractor_api.py17CODE
LOW…deo-platforms/youtube-api-skill/scripts/youtube_api.py17CODE
LOW…youtube-search-api-skill/scripts/youtube_search_api.py17CODE
LOW…-api-skill/scripts/youtube_transcript_extractor_api.py17CODE
LOW…s/youtube-video-api-skill/scripts/youtube_video_api.py17CODE
LOW…s-reviews-api-skill/scripts/google_maps_reviews_api.py17CODE
LOW…skill/scripts/github_project_contributor_finder_api.py18CODE
LOW…aps-search-api-skill/scripts/google_maps_search_api.py17CODE
LOW…ation/google-maps-api-skill/scripts/google_maps_api.py17CODE
LOW…cial-media-finder-skill/scripts/social_media_finder.py18CODE
LOW…l-links-skill/scripts/business_contact_social_links.py18CODE
LOW…ar-api-skill/scripts/industry_key_contact_radar_api.py17CODE
LOW…ch-scraper-api-skill/scripts/web_search_scraper_api.py17CODE
LOW…ch-research/web-research-assistant/scripts/research.py68CODE
LOW…rch/google-image-api-skill/scripts/google_image_api.py17CODE
LOW…earch/google-news-api-skill/scripts/google_news_api.py18CODE
Empty Error Handlers5 hits · 25 pts
SeverityFileLineSnippetContext
HIGH…ocial-listening/x-tweet-by-url/scripts/parse-tweets.py188except Exception:CODE
HIGH…tening/x-tweet-by-conversation/scripts/parse-tweets.py188except Exception:CODE
HIGH…al-listening/x-tweet-by-handle/scripts/parse-tweets.py188except Exception:CODE
HIGH…tening/x-tweet-search-by-query/scripts/parse-tweets.py188except Exception:CODE
HIGH…azon-competitor-analyzer/amazon_competitor_analyzer.py199except Exception:CODE
Dead Code10 hits · 20 pts
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MEDIUM…-search-api-skill/scripts/amazon_product_search_api.py74CODE
MEDIUM…amazon-product-api-skill/scripts/amazon_product_api.py79CODE
MEDIUM…ill/scripts/amazon_best_selling_products_finder_api.py69CODE
MEDIUM…amazon-reviews-api-skill/scripts/amazon_reviews_api.py71CODE
MEDIUM…s-reviews-api-skill/scripts/google_maps_reviews_api.py77CODE
MEDIUM…aps-search-api-skill/scripts/google_maps_search_api.py74CODE
MEDIUM…ation/google-maps-api-skill/scripts/google_maps_api.py73CODE
MEDIUM…rch/google-image-api-skill/scripts/google_image_api.py71CODE
MEDIUM…earch/google-news-api-skill/scripts/google_news_api.py86CODE
MEDIUM…earch/google-news-api-skill/scripts/google_news_api.py87CODE
Hyper-Verbose Identifiers17 hits · 17 pts
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LOW…-search-api-skill/scripts/wechat_article_search_api.py17def run_wechat_article_search_task(api_key, keywords, limit=10, publication_date="3月11日"):CODE
LOW…is-api-skill/scripts/reddit_competitor_analysis_api.py17def run_reddit_competitor_analysis_task(api_key, keywords, publication_date="Past week", post_sort_by="Relevance", commeCODE
LOW…onitor-api-skill/scripts/amazon_buy_box_monitor_api.py17def run_amazon_buy_box_monitor_task(api_key, asin, marketplace_url="https://amazon.com/"):CODE
LOW…-search-api-skill/scripts/amazon_product_search_api.py17def run_amazon_product_search_task(api_key, keywords, brand="Apple", limit=50, language="en"):CODE
LOW…ill/scripts/amazon_best_selling_products_finder_api.py17def run_amazon_best_selling_products_finder_task(api_key, keywords, limit=10, marketplace_url="https://www.amazon.com"):CODE
LOW…azon-competitor-analyzer/amazon_competitor_analyzer.py175 def analyze_competitive_position(self, products: Dict[str, Any]) -> Dict[str, Any]:CODE
LOW…is-skill/scripts/amazon_listing_competitor_analysis.py18def run_amazon_listing_competitor_analysis_task(api_key, asin, marketplace_url="https://www.amazon.com/"):CODE
LOW…ube-comments-api-skill/scripts/youtube_comments_api.py17def run_youtube_comments_task(api_key, keywords, comments_limit=10, scroll_count=2):CODE
LOW…der-api-skill/scripts/youtube_influencer_finder_api.py17def run_youtube_influencer_task(api_key, keywords, upload_date="This Month"):CODE
LOW…kill/scripts/youtube_batch_transcript_extractor_api.py17def run_youtube_transcript_task(api_key, keywords, upload_date="This week", limit=5):CODE
LOW…-api-skill/scripts/youtube_transcript_extractor_api.py17def run_youtube_transcript_extractor_task(api_key, target_url):CODE
LOW…s-reviews-api-skill/scripts/google_maps_reviews_api.py17def run_google_maps_reviews_task(api_key, keywords, language="en", country="us"):CODE
LOW…skill/scripts/github_project_contributor_finder_api.py18def run_github_project_contributor_finder_task(api_key, keywords, stars=100, updated="2026-01-01", page_turns=1, date_liCODE
LOW…aps-search-api-skill/scripts/google_maps_search_api.py17def run_google_maps_search_task(api_key, keywords, language="en", country="us", max_dates=100):CODE
LOW…cial-media-finder-skill/scripts/social_media_finder.py18def run_social_media_finder_task(api_key, people_name="Mike+Smith"):CODE
LOW…l-links-skill/scripts/business_contact_social_links.py18def run_business_contact_social_links_task(api_key, target):CODE
LOW…ar-api-skill/scripts/industry_key_contact_radar_api.py17def run_industry_key_contact_radar_task(api_key, industry, date_limit=10, site="facebook.com", job_title="founder"):CODE
Hallucination Indicators1 hit · 15 pts
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CRITICAL⚡…g/facebook-groups-scrape-posts/scripts/scrape-posts.py121 j.data.node.group_feed.edges.forEach((e, i) => {{ edgeMap[i] = e; }});CODE
Cross-File Repetition3 hits · 15 pts
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HIGH…commerce/etsy-shop-catalog/scripts/extract-listings.py0(function() { try { const cards = document.queryselectorall('div.v2-listing-card[data-listing-id]'); if (cards.length ==STRING
HIGH…mmerce/etsy-keyword-search/scripts/extract-listings.py0(function() { try { const cards = document.queryselectorall('div.v2-listing-card[data-listing-id]'); if (cards.length ==STRING
HIGH…erce/etsy-category-listing/scripts/extract-listings.py0(function() { try { const cards = document.queryselectorall('div.v2-listing-card[data-listing-id]'); if (cards.length ==STRING
Magic Placeholder Names2 hits · 10 pts
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HIGHsolutions/ecommerce/amazon-competitor-analyzer/SKILL.md59export BROWSERACT_API_KEY="your-api-key-here"CODE
HIGHdocs/installation.md45browser-act auth set <your-api-key>CODE
Unused Imports5 hits · 4 pts
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LOW…ommerce/ebay-sold-listings-search/scripts/build-url.py2CODE
LOW…azon-competitor-analyzer/amazon_competitor_analyzer.py12CODE
LOW…ad-generation/indeed-job-search/scripts/search-jobs.py3CODE
LOW…ch-research/web-research-assistant/scripts/research.py15CODE
LOW…ch-research/web-research-assistant/scripts/research.py15CODE
AI Slop Vocabulary1 hit · 1 pts
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MEDIUM…azon-competitor-analyzer/amazon_competitor_analyzer.py250 """Generate comprehensive markdown report"""STRING
Overly Generic Function Names1 hit · 1 pts
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LOW…ch-scraper-api-skill/scripts/web_search_scraper_api.py17def run_task(api_key, target_url):CODE
Fake / Example Data1 hit · 1 pts
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LOWdocs/quick-start.md83browser-act --session login input 2 "user@example.com"CODE