hybrid-search-implementation
Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall.
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Combine vector and keyword search for improved retrieval. Use when implementing RAG systems, building search engines, or when neither approach alone provides sufficient recall.
Research-first content creation optimized for both human readers and AI search engines (Claude, ChatGPT, Perplexity, Gemini). Creates authentic, authoritative content that becomes the go-to citation source for...
Evaluates and sharpens content hooks using The Hook Stack™ framework. Use when scoring headlines, refining hooks for video/social/newsletter, or when asked to "evaluate this hook", "run through hook stack", or...
現在のブランチに関連するPRのレビューコメントを取得する。このスキルは、ユーザーが「PRレビュー」「レビューコメント」「PR feedback」「review comments」と言ったとき、または現在のPRに対するレビューを確認したいときに...
Evaluate LLM outputs with multi-dimensional rubrics, handle non-determinism, and implement LLM-as-judge patterns. Essential for production LLM systems. Use when testing prompts, validating outputs, comparing mo...
Fetch library and framework documentation via context7-mcp and fetch-mcp for comprehensive documentation research with version-specific content.
Analyzes multiple provided pages to identify keyword overlap and potential cannibalization issues. Suggests differentiation strategies. Use PROACTIVELY when reviewing similar content.
Expert web researcher using advanced search techniques and synthesis. Masters search operators, result filtering, and multi-source verification. Handles competitive analysis and fact-checking. Use PROACTIVELY f...
Identifies outdated elements in provided content and suggests updates to maintain freshness. Finds statistics, dates, and examples that need updating. Use PROACTIVELY for older content.
Analyzes keyword usage in provided content, calculates density, suggests semantic variations and LSI keywords based on the topic. Prevents over-optimization. Use PROACTIVELY for content optimization.
Analyzes provided content for quality, E-E-A-T signals, and SEO best practices. Scores content and provides improvement recommendations based on established guidelines. Use PROACTIVELY for content review.
Analyzes content for E-E-A-T signals and suggests improvements to build authority and trust. Identifies missing credibility elements. Use PROACTIVELY for YMYL topics.
Web search via Brave Search API. Use for searching documentation, facts, or any web content. Lightweight, no browser required.
[UNDER DEVELOPMENT - DO NOT USE] Searches the Notion Writing database for unpublished items that could become TIL posts. This skill is not yet integrated with the publishing workflow.
Guide when to use built-in tools (WebFetch, WebSearch) and MCP servers (Parallel Search, Perplexity, Context7) for research. Synthesize findings into narrative for braindump. Use when gathering data, examples,...
Guides scientific hypothesis development and testing methodology. Use when formulating research questions, developing testable hypotheses, designing experiments, or evaluating research approaches. Triggers on p...
Guidance for conducting PhD-level systematic literature reviews according to PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) standards. Covers protocol development, search string opt...
Conducts systematic literature reviews with academic rigor. Use when you need to understand existing research on a topic, identify research gaps, trace the evolution of ideas, or build a comprehensive bibliogra...
Transform research ideas into compelling, fundable grant proposals (NSF, NIH, ERC).
Applies rigorous critical analysis to evaluate claims, arguments, and research. Use when evaluating evidence quality, peer reviewing content, assessing argument validity, or identifying weaknesses in reasoning....
PhD-level academic manuscript and research proposal review.
Conducts systematic investigations across diverse information sources with cross-validation and credibility assessment. Use when researching complex topics, fact-checking claims, understanding different perspec...
Generate formatted bibliography and citations in various academic styles.
Synthesize findings from multiple sources into coherent conclusions with uncertainty quantification.
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