Repository Analysis

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.

234.9 Strong AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of browser-act/skills, a Python project with 4,385 GitHub stars. SynthScan v2.0 examined 26,577 lines of code across 215 source files, recording 1291 pattern matches distributed across 12 syntactic categories. The overall adjusted score of 234.9 places this repository in the Strong AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

234.9
Adjusted Score
234.9
Raw Score
100%
Time Factor
2026-07-14
Last Push
4.4K
Stars
Python
Language
26.6K
Lines of Code
215
Files
1.3K
Pattern Hits
2026-07-14
Scan Date
4.26
HC Hit Rate

What These Metrics Mean

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

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

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

CRITICAL 1HIGH 915MEDIUM 192LOW 183

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 1291 distinct pattern matches across 12 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Cross-Language Confusion900 hits · 5305 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…istening/trustpilot-reviews/scripts/extract-reviews.py80 const reply = r.reply || null;CODE
HIGH…istening/trustpilot-reviews/scripts/extract-reviews.py80 const reply = r.reply || null;CODE
HIGH…istening/trustpilot-reviews/scripts/extract-reviews.py84 companyName: bu.displayName || null,CODE
840 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 Markers13 hits · 146 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
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
Dead Code10 hits · 20 pts
SeverityFileLineSnippetContext
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
SeverityFileLineSnippetContext
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
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 Imports4 hits · 4 pts
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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