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.
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).
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.
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.
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.
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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | …tening/instagram-post-comments/scripts/get-media-id.py | 30 | username: m.user ? m.user.username : null, | CODE |
| HIGH⚡ | …g/instagram-post-comments/scripts/get-post-comments.py | 33 | username: c.user ? c.user.username : null, | CODE |
| HIGH⚡ | …g/instagram-post-comments/scripts/get-post-comments.py | 34 | user_id: c.user ? c.user.pk : null, | CODE |
| HIGH⚡ | …g/instagram-post-comments/scripts/get-post-comments.py | 37 | reply_count: c.child_comment_count || 0 | CODE |
| HIGH⚡ | …g/instagram-post-comments/scripts/get-post-comments.py | 42 | has_more_comments: data.has_more_comments || false, | CODE |
| HIGH⚡ | …g/instagram-post-comments/scripts/get-post-comments.py | 43 | next_min_id: data.next_min_id || null | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 30 | while (fiber && depth < 80 && !found) { | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 32 | if (props && props.tweet) { | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 37 | var rawMedia = (t.extended_entities && t.extended_entities.media) ? t.extended_entities.media : []; | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 41 | if (m.video_info && m.video_info.variants) { | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 43 | vs.sort(function(a, b) { return (b.bitrate || 0) - (a.bitrate || 0); }); | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 46 | media.push({ | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 49 | alt_text: m.ext_alt_text || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 49 | alt_text: m.ext_alt_text || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 54 | tweets.push({ | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 57 | text: t.full_text || t.text || '', | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 58 | created_at: t.created_at || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 58 | created_at: t.created_at || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 59 | lang: t.lang || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 59 | lang: t.lang || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 60 | author_id: u.id_str || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 60 | author_id: u.id_str || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 61 | author_name: u.name || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 61 | author_name: u.name || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 62 | author_screen_name: u.screen_name || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 62 | author_screen_name: u.screen_name || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 63 | author_profile_image: u.profile_image_url_https || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 63 | author_profile_image: u.profile_image_url_https || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 64 | author_followers: typeof u.followers_count === 'number' ? u.followers_count : null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 65 | author_following: typeof u.friends_count === 'number' ? u.friends_count : null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 66 | author_verified: u.verified || false, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 67 | author_blue_verified: u.is_blue_verified || false, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 68 | author_location: u.location || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 68 | author_location: u.location || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 69 | author_description: u.description || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 69 | author_description: u.description || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 70 | like_count: t.favorite_count || 0, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 71 | retweet_count: t.retweet_count || 0, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 72 | reply_count: t.reply_count || 0, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 73 | quote_count: t.quote_count || 0, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 74 | bookmark_count: t.bookmark_count || 0, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 75 | view_count: (t.views && t.views.count) ? parseInt(t.views.count) : null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 75 | view_count: (t.views && t.views.count) ? parseInt(t.views.count) : null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 77 | is_quote: t.is_quote_status || false, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 79 | in_reply_to_tweet_id: t.in_reply_to_status_id_str || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 79 | in_reply_to_tweet_id: t.in_reply_to_status_id_str || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 80 | in_reply_to_user: t.in_reply_to_screen_name || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 80 | in_reply_to_user: t.in_reply_to_screen_name || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 81 | conversation_id: t.conversation_id_str || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 81 | conversation_id: t.conversation_id_str || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 82 | hashtags: (t.entities && t.entities.hashtags || []).map(function(h) { return h.text; }), | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 83 | urls: (t.entities && t.entities.urls || []).map(function(eu) { return eu.expanded_url; }), | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 84 | mentions: (t.entities && t.entities.user_mentions || []).map(function(mn) { return mn.screen_name; }), | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 86 | source_name: t.source_name || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 86 | source_name: t.source_name || null, | CODE |
| HIGH⚡ | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 87 | source_url: t.source_url || null | CODE |
| HIGH | …ial-listening/x-tweet-search/scripts/extract-tweets.py | 19 | var fiberKey = null; | CODE |
| HIGH⚡ | …istening/trustpilot-reviews/scripts/extract-reviews.py | 80 | const reply = r.reply || null; | CODE |
| HIGH⚡ | …istening/trustpilot-reviews/scripts/extract-reviews.py | 80 | const reply = r.reply || null; | CODE |
| HIGH⚡ | …istening/trustpilot-reviews/scripts/extract-reviews.py | 84 | companyName: bu.displayName || null, | CODE |
| 840 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | …-search-api-skill/scripts/wechat_article_search_api.py | 32 | except Exception as e: | CODE |
| MEDIUM⚡ | …-search-api-skill/scripts/wechat_article_search_api.py | 33 | print(f"Error: Connection to API failed - {e}", flush=True) | CODE |
| MEDIUM⚡ | …-search-api-skill/scripts/wechat_article_search_api.py | 37 | print(f"Error: Could not start task. Response: {res}", flush=True) | CODE |
| MEDIUM⚡ | …-search-api-skill/scripts/wechat_article_search_api.py | 58 | print(f"Error: Task {status}. Please check your BrowserAct dashboard.", flush=True) | CODE |
| LOW⚡ | …-search-api-skill/scripts/wechat_article_search_api.py | 60 | except Exception as e: | CODE |
| MEDIUM⚡ | …-search-api-skill/scripts/wechat_article_search_api.py | 66 | print(f"Error: Task polling timed out after {max_poll_time} seconds.", flush=True) | CODE |
| LOW⚡ | …-search-api-skill/scripts/wechat_article_search_api.py | 82 | except Exception as e: | CODE |
| MEDIUM⚡ | …-search-api-skill/scripts/wechat_article_search_api.py | 83 | print(f"Error: Failed to retrieve results - {e}", flush=True) | CODE |
| LOW | …ocial-listening/x-tweet-by-url/scripts/parse-tweets.py | 23 | except Exception as e: | CODE |
| LOW⚡ | …ocial-listening/x-tweet-by-url/scripts/parse-tweets.py | 34 | except Exception as e: | CODE |
| LOW⚡ | …ocial-listening/x-tweet-by-url/scripts/parse-tweets.py | 40 | except Exception as e2: | CODE |
| LOW⚡ | …ocial-listening/x-tweet-by-url/scripts/parse-tweets.py | 50 | except Exception as e: | CODE |
| LOW | …ocial-listening/x-tweet-by-url/scripts/parse-tweets.py | 87 | except Exception: | CODE |
| LOW | …ocial-listening/x-tweet-by-url/scripts/parse-tweets.py | 188 | except Exception: | CODE |
| LOW | …tening/x-tweet-by-conversation/scripts/parse-tweets.py | 23 | except Exception as e: | CODE |
| LOW⚡ | …tening/x-tweet-by-conversation/scripts/parse-tweets.py | 34 | except Exception as e: | CODE |
| LOW⚡ | …tening/x-tweet-by-conversation/scripts/parse-tweets.py | 40 | except Exception as e2: | CODE |
| LOW⚡ | …tening/x-tweet-by-conversation/scripts/parse-tweets.py | 50 | except Exception as e: | CODE |
| LOW | …tening/x-tweet-by-conversation/scripts/parse-tweets.py | 87 | except Exception: | CODE |
| LOW | …tening/x-tweet-by-conversation/scripts/parse-tweets.py | 188 | except Exception: | CODE |
| LOW | …al-listening/x-tweet-by-handle/scripts/parse-tweets.py | 23 | except Exception as e: | CODE |
| LOW⚡ | …al-listening/x-tweet-by-handle/scripts/parse-tweets.py | 34 | except Exception as e: | CODE |
| LOW⚡ | …al-listening/x-tweet-by-handle/scripts/parse-tweets.py | 40 | except Exception as e2: | CODE |
| LOW⚡ | …al-listening/x-tweet-by-handle/scripts/parse-tweets.py | 50 | except Exception as e: | CODE |
| LOW | …al-listening/x-tweet-by-handle/scripts/parse-tweets.py | 87 | except Exception: | CODE |
| LOW | …al-listening/x-tweet-by-handle/scripts/parse-tweets.py | 188 | except Exception: | CODE |
| LOW | …tening/x-tweet-search-by-query/scripts/parse-tweets.py | 23 | except Exception as e: | CODE |
| LOW⚡ | …tening/x-tweet-search-by-query/scripts/parse-tweets.py | 34 | except Exception as e: | CODE |
| LOW⚡ | …tening/x-tweet-search-by-query/scripts/parse-tweets.py | 40 | except Exception as e2: | CODE |
| LOW⚡ | …tening/x-tweet-search-by-query/scripts/parse-tweets.py | 50 | except Exception as e: | CODE |
| LOW | …tening/x-tweet-search-by-query/scripts/parse-tweets.py | 87 | except Exception: | CODE |
| LOW | …tening/x-tweet-search-by-query/scripts/parse-tweets.py | 188 | except Exception: | CODE |
| LOW⚡ | …is-api-skill/scripts/reddit_competitor_analysis_api.py | 34 | except Exception as e: | CODE |
| MEDIUM⚡ | …is-api-skill/scripts/reddit_competitor_analysis_api.py | 35 | print(f"Error: Connection to API failed - {e}", flush=True) | CODE |
| MEDIUM⚡ | …is-api-skill/scripts/reddit_competitor_analysis_api.py | 39 | print(f"Error: Could not start task. Response: {res}", flush=True) | CODE |
| MEDIUM⚡ | …is-api-skill/scripts/reddit_competitor_analysis_api.py | 60 | print(f"Error: Task {status}. Please check your BrowserAct dashboard.", flush=True) | CODE |
| LOW⚡ | …is-api-skill/scripts/reddit_competitor_analysis_api.py | 62 | except Exception as e: | CODE |
| MEDIUM⚡ | …is-api-skill/scripts/reddit_competitor_analysis_api.py | 68 | print(f"Error: Task polling timed out after {max_poll_time} seconds.", flush=True) | CODE |
| LOW⚡ | …is-api-skill/scripts/reddit_competitor_analysis_api.py | 84 | except Exception as e: | CODE |
| MEDIUM⚡ | …is-api-skill/scripts/reddit_competitor_analysis_api.py | 85 | print(f"Error: Failed to retrieve results - {e}", flush=True) | CODE |
| LOW⚡ | …ing/zhihu-search-api-skill/scripts/zhihu_search_api.py | 32 | except Exception as e: | CODE |
| MEDIUM⚡ | …ing/zhihu-search-api-skill/scripts/zhihu_search_api.py | 33 | print(f"Error: Connection to API failed - {e}", flush=True) | CODE |
| MEDIUM⚡ | …ing/zhihu-search-api-skill/scripts/zhihu_search_api.py | 37 | print(f"Error: Could not start task. Response: {res}", flush=True) | CODE |
| MEDIUM⚡ | …ing/zhihu-search-api-skill/scripts/zhihu_search_api.py | 58 | print(f"Error: Task {status}. Please check your BrowserAct dashboard.", flush=True) | CODE |
| LOW⚡ | …ing/zhihu-search-api-skill/scripts/zhihu_search_api.py | 60 | except Exception as e: | CODE |
| MEDIUM⚡ | …ing/zhihu-search-api-skill/scripts/zhihu_search_api.py | 66 | 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.py | 82 | except Exception as e: | CODE |
| MEDIUM⚡ | …ing/zhihu-search-api-skill/scripts/zhihu_search_api.py | 83 | print(f"Error: Failed to retrieve results - {e}", flush=True) | CODE |
| LOW⚡ | …onitor-api-skill/scripts/amazon_buy_box_monitor_api.py | 34 | except Exception as e: | CODE |
| MEDIUM⚡ | …onitor-api-skill/scripts/amazon_buy_box_monitor_api.py | 35 | print(f"Error: Connection to API failed - {e}", flush=True) | CODE |
| MEDIUM⚡ | …onitor-api-skill/scripts/amazon_buy_box_monitor_api.py | 40 | print(f"Error: Invalid authorization. Please check your BrowserAct API Key.", flush=True) | CODE |
| MEDIUM⚡ | …onitor-api-skill/scripts/amazon_buy_box_monitor_api.py | 42 | print(f"Error: Could not start task. Response: {res}", flush=True) | CODE |
| MEDIUM⚡ | …onitor-api-skill/scripts/amazon_buy_box_monitor_api.py | 65 | print(f"Error: Task {status}. Please check your BrowserAct dashboard.", flush=True) | CODE |
| LOW⚡ | …onitor-api-skill/scripts/amazon_buy_box_monitor_api.py | 67 | except Exception as e: | CODE |
| MEDIUM⚡ | …onitor-api-skill/scripts/amazon_buy_box_monitor_api.py | 74 | 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.py | 88 | except Exception as e: | CODE |
| MEDIUM | …onitor-api-skill/scripts/amazon_buy_box_monitor_api.py | 89 | print(f"Error: Failed to retrieve results - {e}", flush=True) | CODE |
| LOW⚡ | …-search-api-skill/scripts/amazon_product_search_api.py | 33 | except Exception as e: | CODE |
| MEDIUM⚡ | …-search-api-skill/scripts/amazon_product_search_api.py | 34 | print(f"Error: Connection to API failed - {e}", flush=True) | CODE |
| MEDIUM⚡ | …-search-api-skill/scripts/amazon_product_search_api.py | 40 | print(f"Error: Invalid authorization. Please check your BrowserAct API Key.", flush=True) | CODE |
| 243 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH⚡ | …-search-api-skill/scripts/wechat_article_search_api.py | 73 | # Extract data from output["string"] as requested | COMMENT |
| HIGH⚡ | …is-api-skill/scripts/reddit_competitor_analysis_api.py | 75 | # Extract data from output["string"] as requested | COMMENT |
| HIGH⚡ | …ing/zhihu-search-api-skill/scripts/zhihu_search_api.py | 73 | # Extract data from output["string"] as requested | COMMENT |
| HIGH⚡ | …-search-api-skill/scripts/amazon_product_search_api.py | 77 | # Extract data from output["string"] as requested | COMMENT |
| HIGH⚡ | …ill/scripts/amazon_best_selling_products_finder_api.py | 72 | # Extract data from output["string"] as requested | COMMENT |
| HIGH⚡ | …ube-comments-api-skill/scripts/youtube_comments_api.py | 73 | # Extract data from output["string"] as requested | COMMENT |
| HIGH⚡ | …der-api-skill/scripts/youtube_influencer_finder_api.py | 72 | # Extract data from output["string"] as requested | COMMENT |
| HIGH⚡ | …utube-channel-api-skill/scripts/youtube_channel_api.py | 72 | # Extract data from output["string"] as requested | COMMENT |
| HIGH⚡ | …deo-platforms/youtube-api-skill/scripts/youtube_api.py | 72 | # Extract data from output["string"] as requested | COMMENT |
| HIGH⚡ | …youtube-search-api-skill/scripts/youtube_search_api.py | 73 | # Extract data from output["string"] as requested | COMMENT |
| HIGH⚡ | …s/youtube-video-api-skill/scripts/youtube_video_api.py | 72 | # Extract data from output["string"] as requested | COMMENT |
| HIGH⚡ | …ch-scraper-api-skill/scripts/web_search_scraper_api.py | 71 | # Extract data from output["string"] as requested | COMMENT |
| HIGH⚡ | …rch/google-image-api-skill/scripts/google_image_api.py | 74 | # Extract data from output["string"] as requested | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …-search-api-skill/scripts/wechat_article_search_api.py | 17 | CODE | |
| LOW | …ocial-listening/x-tweet-by-url/scripts/parse-tweets.py | 66 | CODE | |
| LOW | …tening/x-tweet-by-conversation/scripts/parse-tweets.py | 66 | CODE | |
| LOW | …al-listening/x-tweet-by-handle/scripts/parse-tweets.py | 66 | CODE | |
| LOW | …tening/x-tweet-search-by-query/scripts/parse-tweets.py | 66 | CODE | |
| LOW | …is-api-skill/scripts/reddit_competitor_analysis_api.py | 17 | CODE | |
| LOW | …ing/zhihu-search-api-skill/scripts/zhihu_search_api.py | 17 | CODE | |
| LOW | …onitor-api-skill/scripts/amazon_buy_box_monitor_api.py | 17 | CODE | |
| LOW | …-search-api-skill/scripts/amazon_product_search_api.py | 17 | CODE | |
| LOW | …amazon-product-api-skill/scripts/amazon_product_api.py | 18 | CODE | |
| LOW | …ill/scripts/amazon_best_selling_products_finder_api.py | 17 | CODE | |
| LOW | …azon-competitor-analyzer/amazon_competitor_analyzer.py | 102 | CODE | |
| LOW | …azon-competitor-analyzer/amazon_competitor_analyzer.py | 217 | CODE | |
| LOW | …azon-competitor-analyzer/amazon_competitor_analyzer.py | 249 | CODE | |
| LOW | …is-skill/scripts/amazon_listing_competitor_analysis.py | 18 | CODE | |
| LOW | …sin-lookup-api-skill/scripts/amazon_asin_lookup_api.py | 18 | CODE | |
| LOW | …amazon-reviews-api-skill/scripts/amazon_reviews_api.py | 17 | CODE | |
| LOW | …s-api-skill/scripts/youtube_transcript_analysis_api.py | 19 | CODE | |
| LOW | …s-api-skill/scripts/youtube_transcript_analysis_api.py | 107 | CODE | |
| LOW | …ube-comments-api-skill/scripts/youtube_comments_api.py | 17 | CODE | |
| LOW | …der-api-skill/scripts/youtube_influencer_finder_api.py | 17 | CODE | |
| LOW | …utube-channel-api-skill/scripts/youtube_channel_api.py | 17 | CODE | |
| LOW | …kill/scripts/youtube_batch_transcript_extractor_api.py | 17 | CODE | |
| LOW | …deo-platforms/youtube-api-skill/scripts/youtube_api.py | 17 | CODE | |
| LOW | …youtube-search-api-skill/scripts/youtube_search_api.py | 17 | CODE | |
| LOW | …-api-skill/scripts/youtube_transcript_extractor_api.py | 17 | CODE | |
| LOW | …s/youtube-video-api-skill/scripts/youtube_video_api.py | 17 | CODE | |
| LOW | …s-reviews-api-skill/scripts/google_maps_reviews_api.py | 17 | CODE | |
| LOW | …skill/scripts/github_project_contributor_finder_api.py | 18 | CODE | |
| LOW | …aps-search-api-skill/scripts/google_maps_search_api.py | 17 | CODE | |
| LOW | …ation/google-maps-api-skill/scripts/google_maps_api.py | 17 | CODE | |
| LOW | …cial-media-finder-skill/scripts/social_media_finder.py | 18 | CODE | |
| LOW | …l-links-skill/scripts/business_contact_social_links.py | 18 | CODE | |
| LOW | …ar-api-skill/scripts/industry_key_contact_radar_api.py | 17 | CODE | |
| LOW | …ch-scraper-api-skill/scripts/web_search_scraper_api.py | 17 | CODE | |
| LOW | …ch-research/web-research-assistant/scripts/research.py | 68 | CODE | |
| LOW | …rch/google-image-api-skill/scripts/google_image_api.py | 17 | CODE | |
| LOW | …earch/google-news-api-skill/scripts/google_news_api.py | 18 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | …-search-api-skill/scripts/amazon_product_search_api.py | 74 | CODE | |
| MEDIUM | …amazon-product-api-skill/scripts/amazon_product_api.py | 79 | CODE | |
| MEDIUM | …ill/scripts/amazon_best_selling_products_finder_api.py | 69 | CODE | |
| MEDIUM | …amazon-reviews-api-skill/scripts/amazon_reviews_api.py | 71 | CODE | |
| MEDIUM | …s-reviews-api-skill/scripts/google_maps_reviews_api.py | 77 | CODE | |
| MEDIUM | …aps-search-api-skill/scripts/google_maps_search_api.py | 74 | CODE | |
| MEDIUM | …ation/google-maps-api-skill/scripts/google_maps_api.py | 73 | CODE | |
| MEDIUM | …rch/google-image-api-skill/scripts/google_image_api.py | 71 | CODE | |
| MEDIUM | …earch/google-news-api-skill/scripts/google_news_api.py | 86 | CODE | |
| MEDIUM | …earch/google-news-api-skill/scripts/google_news_api.py | 87 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …-search-api-skill/scripts/wechat_article_search_api.py | 17 | def 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.py | 17 | def run_reddit_competitor_analysis_task(api_key, keywords, publication_date="Past week", post_sort_by="Relevance", comme | CODE |
| LOW | …onitor-api-skill/scripts/amazon_buy_box_monitor_api.py | 17 | def run_amazon_buy_box_monitor_task(api_key, asin, marketplace_url="https://amazon.com/"): | CODE |
| LOW | …-search-api-skill/scripts/amazon_product_search_api.py | 17 | def run_amazon_product_search_task(api_key, keywords, brand="Apple", limit=50, language="en"): | CODE |
| LOW | …ill/scripts/amazon_best_selling_products_finder_api.py | 17 | def 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.py | 175 | def analyze_competitive_position(self, products: Dict[str, Any]) -> Dict[str, Any]: | CODE |
| LOW | …is-skill/scripts/amazon_listing_competitor_analysis.py | 18 | def 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.py | 17 | def run_youtube_comments_task(api_key, keywords, comments_limit=10, scroll_count=2): | CODE |
| LOW | …der-api-skill/scripts/youtube_influencer_finder_api.py | 17 | def run_youtube_influencer_task(api_key, keywords, upload_date="This Month"): | CODE |
| LOW | …kill/scripts/youtube_batch_transcript_extractor_api.py | 17 | def run_youtube_transcript_task(api_key, keywords, upload_date="This week", limit=5): | CODE |
| LOW | …-api-skill/scripts/youtube_transcript_extractor_api.py | 17 | def run_youtube_transcript_extractor_task(api_key, target_url): | CODE |
| LOW | …s-reviews-api-skill/scripts/google_maps_reviews_api.py | 17 | def run_google_maps_reviews_task(api_key, keywords, language="en", country="us"): | CODE |
| LOW | …skill/scripts/github_project_contributor_finder_api.py | 18 | def run_github_project_contributor_finder_task(api_key, keywords, stars=100, updated="2026-01-01", page_turns=1, date_li | CODE |
| LOW | …aps-search-api-skill/scripts/google_maps_search_api.py | 17 | def 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.py | 18 | def run_social_media_finder_task(api_key, people_name="Mike+Smith"): | CODE |
| LOW | …l-links-skill/scripts/business_contact_social_links.py | 18 | def run_business_contact_social_links_task(api_key, target): | CODE |
| LOW | …ar-api-skill/scripts/industry_key_contact_radar_api.py | 17 | def run_industry_key_contact_radar_task(api_key, industry, date_limit=10, site="facebook.com", job_title="founder"): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| CRITICAL⚡ | …g/facebook-groups-scrape-posts/scripts/scrape-posts.py | 121 | j.data.node.group_feed.edges.forEach((e, i) => {{ edgeMap[i] = e; }}); | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | solutions/ecommerce/amazon-competitor-analyzer/SKILL.md | 59 | export BROWSERACT_API_KEY="your-api-key-here" | CODE |
| HIGH | docs/installation.md | 45 | browser-act auth set <your-api-key> | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …azon-competitor-analyzer/amazon_competitor_analyzer.py | 12 | CODE | |
| LOW | …ad-generation/indeed-job-search/scripts/search-jobs.py | 3 | CODE | |
| LOW | …ch-research/web-research-assistant/scripts/research.py | 15 | CODE | |
| LOW | …ch-research/web-research-assistant/scripts/research.py | 15 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | …azon-competitor-analyzer/amazon_competitor_analyzer.py | 250 | """Generate comprehensive markdown report""" | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …ch-scraper-api-skill/scripts/web_search_scraper_api.py | 17 | def run_task(api_key, target_url): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | docs/quick-start.md | 83 | browser-act --session login input 2 "user@example.com" | CODE |