Interactive guide for tuning and optimizing the unmangleJS Readability Scoring System(readability.ts) and Semantic Scoring System (semantic.ts). Use when Golden Set validation fails, when scoring heuristics need adjustment, or when improving obfuscation detection accuracy. Emphasizes experiment-driven development: run tests, analyze data, draw conclusions - never guess blindly.
Thematic analysis of qualitative text (interview transcripts, open-ended responses) with participant labeling, codes, theme tables, and quote selection. Use when asked to analyze transcripts, extract codes and themes, build theme tables, or produce tables with original sentences/quotes and participant identifiers.
Full text access via Europe PMC, CORE, and other open access sources. Triggers: 全文, fulltext, PDF, open access, 免費下載, PMC, 開放取用
Search and query Goodreads library from CSV export. Use when the user asks about books, TBR (to-be-read), reading lists, book searches, or mentions Goodreads. Also use for queries about book ratings, authors, reading status, or library statistics.
Curated daily news briefing across global, local, tech, science, business, and culture. Prioritizes today's news, adapts to user location and interests. Use when user asks for news, daily briefing, what's happening, or current events.
literature-review for evidence-based learning research and evaluation.
Access USPTO APIs for patent/trademark searches, examination history (PEDS), assignments, citations, office actions, TSDR, for IP analysis and prior art searches.
Systematically evaluate scientific manuscripts for methodology, statistics, reproducibility, and scholarly rigor. Provides structured feedback following peer review best practices.
Use when user requests code review with multiple perspectives, wants parallel review from different models, or uses trigger words: super-review, 超级审查, 并行审查, 全面 review
Bibliographic research agent for analyzing books and manuscripts. Builds comprehensive "book biographies" showing production context, textual transmission, related editions, and scholarly networks. Use when asked to research a book's history, find related editions, analyze manuscript transmission, or build bibliographic context.
Orchestrates data collection from Korean webtoon/webnovel platforms (Naver, Kakao, Manta, etc.) and fan engagement sources (Reddit, AO3). This skill should be used when collecting platform metrics for titles, updating title data from source platforms, or gathering intelligence for new titles.
reviewca が review.md を Must/Should/Nit で書き、OK判定条件を付けるための標準。
Conduct comprehensive academic research using OpenAlex, PDF extraction, paper search MCPs, and web search. Always produces comprehensive reports with 5+ evidence cards covering conflicting ideas and best approaches. Integrates academic papers (high weight) and non-academic sources (blogs, docs - lower weight but valuable for SOTA). Use when: (1) Researching software architecture patterns, (2) Finding academic papers on technical topics, (3) Conducting literature reviews, (4) Analyzing research papers for evidence-based decisions, (5) Building evidence cards from papers, (6) Finding related works and citations, or (7) When you need grounded, paper-backed technical recommendations. Triggers: research, find papers, literature review, evidence-based, academic research, compare approaches, what does research say, find studies on, search for papers about.
[22] UNDERSTAND. Deep research from all sources — internal (code, git, logs) AND external (web, docs, best practices). Use when choosing libraries, investigating solutions, understanding legal/technical questions, comparing approaches, or anytime you need comprehensive knowledge from both project context and world knowledge. Triggers on "research", "investigate", "find best approach", "what do others do", "compare options", or complex questions requiring multiple sources.
Use when analyzing YouTube videos for research or learning
data-collection for evidence-based learning research and evaluation.
Detect potential hallucinations by tracing claims back to source materials and validating whether fetched information was actually used to support conclusions. Trigger with /hallucination-check
Batch generation of Hollywood comparable titles using GPT-4o. This skill should be used for generating comps on multiple titles at once, filling gaps in catalog coverage, or running overnight batch processing.
Standard collection development workflow for discovering, evaluating, and acquiring scholarly materials for the library collection
Expert academic paper review including summary, methodology critique, and practical implications
Search and retrieve academic literature from multiple databases. LOAD THIS SKILL WHEN: User says "搜尋文獻", "search literature", "find papers", "PubMed", "學術搜尋" | needs to find research articles | starting literature review. CAPABILITIES: PubMed search, MeSH term expansion, citation metrics, batch retrieval.
Retrieve and summarize current international and Singapore news stories with headlines, brief context, and source links in a professional executive format. Use when you need a quick daily news briefing with verified sources.
