全部能力

Use this skill to implement hybrid search combining BM25 keyword search with semantic vector search using Reciprocal Rank Fusion (RRF). **Trigger when user asks to:** - Combine keyword and semantic search - Implement hybrid search or multi-modal retrieval - Use BM25/pg_textsearch with pgvector together - Implement RRF (Reciprocal Rank Fusion) for search - Build search that handles both exact terms and meaning **Keywords:** hybrid search, BM25, pg_textsearch, RRF, reciprocal rank fusion, keyword search, full-text search, reranking, cross-encoder Covers: pg_textsearch BM25 index setup, parallel query patterns, client-side RRF fusion (Python/TypeScript), weighting strategies, and optional ML reranking.

Responds to unanswered GitHub discussions and issues with codebase-informed replies. Use when clearing community question backlog.

Use when validating optimization plans through the evaluation platform with mandatory research, parallel agent evidence, sequential merge, and bounded…

Redis data structure patterns, caching strategies, distributed locks, rate limiting, pub/sub, and connection management for production applications.

Researches standards and patterns via MCP Ref for Story Technical Notes. Use when Story needs standards research before task generation.

Audits test maintainability and structure: layout drift, orphan tests, fragmented duplicates, test-to-source mapping, and domain grouping. Use when auditing…

Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables. Trigger with "auto review loop…

钉钉日程与日历。当用户提到"钉钉日程"、"日历"、"创建日程"、"新建会议"、"视频会议"、"钉钉会议"、"会议室"、"约会议室"、"会议室忙闲"、"空闲会议室"、"签到"、"签退"、"签到链接"、"签退链接"、"循环日程"、"重复日程"、"recurrence"、"查日程"、"日程列表"、"修改日程"、"删除日程"、…

Profiles runtime performance with CPU, memory, and I/O metrics. Use when measuring bottlenecks before optimization.

Researches competitive benchmarks and generates optimization hypotheses for identified bottlenecks. Use after profiling.

Stop being a relationship builder. Learn the research-backed methodology that top performers use to teach, tailor, and take control of sales conversations. Use…

Search and summarize papers from ArXiv. Use when the user asks for the latest research, specific topics on ArXiv, or a daily summary of AI papers.

Search medRxiv medical preprints with natural language queries. Powered by Valyu semantic search.

Researches best practices and creates documentation (guide, manual, ADR, or research). Use when project needs standards-based documentation for a topic.

Search published venue papers (IEEE, ACM, Springer, etc.) via Semantic Scholar API. Complements /arxiv (preprints) with citation counts, venue metadata, and…

Search and read B2C Commerce Script API documentation and XSD schemas using the b2c CLI. Use this skill whenever the user needs to look up class methods,…

Comprehensive Finance API integration skill for real-time and historical financial data analysis, market research, and investment decision-making. Priority use…

MSW search integration — (1) vector search for API docs and implementation guides via the msw-mcp MCP server (mlua_api_retriever / mlua_document_retriever),…

Free AI search via Exa MCP. Web search for news/info, code search for docs/examples from GitHub/StackOverflow, company research for business intel. No API key…

Use this skill for any request involving movies, TV shows, or anime, including searching, downloads, subscriptions, library management. Also use this skill…