菜单
Use qmd for workspace search — hybrid BM25+vector search with Qwen3-4B reranking over indexed workspace documents. Not to be confused with Quarto documents (.qmd files).
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Render computational documents to markdown (DEFAULT), PDF, HTML, Word, and presentations using Quarto. PREFER markdown output for composability. Use for static reports, multi-format publishing, scientific documents with citations/cross-references, or exporting Jupyter notebooks. Triggers on "render markdown", "render PDF", "publish document", "create presentation", "quarto render", or multi-format publishing needs.
Google Cloud Platform and Vertex AI patterns, quirks, and SDK usage for Claude/Anthropic models on Vertex AI. Use when working with GCP, Vertex AI, the Anthropic Vertex SDK, or deploying Claude models on Google Cloud.
Data pipeline architecture patterns and best practices, including medallion/three-layer architecture (Raw/Staging/Enriched or Bronze/Silver/Gold), YAML-based schema management, and ETL workflow patterns. Use when designing or implementing data pipelines, working with data warehouse layers, or managing table schemas in YAML.
DORA engineering metrics project at ~/src/dora. Load when: querying DORA BigQuery views (deployment frequency, lead time, change failure rate, alerts, review time) from any project; joining against DORA.unified_identity or DORA_clean.* views from any project; running the data pipeline (just refresh, just download-*, just upload-*); making OpenTofu infrastructure changes to DORA tables or views; working with team attribution, team identity, or engineer roster data.
Node.js and JavaScript development patterns, gotchas, and library compatibility notes. Use when working with Node.js projects, TypeScript, React, antd, Zustand, Playwright, Bun, or Vitest.
Delegate research and context-gathering tasks to a sub-agent to protect the primary context window. Use when the user asks to "research X", "look into X", "find out about X", "gather context on X", or any investigative framing where answering requires 2+ searches or multiple sources. Also use proactively before starting substantive work when prior context is unknown. Never run research inline — always delegate.
| name | qmd |
| description | Use qmd for workspace search — hybrid BM25+vector search with Qwen3-4B reranking over indexed workspace documents. Not to be confused with Quarto documents (.qmd files). |
QMD is the workspace search tool. Not to be confused with Quarto documents (.qmd extension).
query(searches, intent, limit) — Hybrid search with expansion + reranking. Best for most queries.get(file) — Fetch a document by path or docid.multi_get(pattern) — Batch fetch by glob.status() — Index health.# Best recall: combine lex + vec
searches=[
{"type": "lex", "query": "NSA migration revenue"},
{"type": "vec", "query": "USPS NSA migration financial impact EasyPost"}
]
intent="context about USPS NSA account migration"
Auto-load when searching workspace, finding prior analyses, or surfacing context.