技能列表

Use when designing database schemas, writing migrations, optimizing SQL queries, fixing N+1 problems, creating indexes, setting up PostgreSQL, configuring EF Core, implementing caching, partitioning tables, or any database performance question.

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Organize your agent's knowledge using PARA (Projects, Areas, Resources, Archive) — then make it ALL searchable. The symlink trick enables full semantic search across your entire knowledge base, not just MEMORY.md. Includes session transcript indexing and memory flush protocol. Your agent finally has a real second brain.

Automatically generate session summaries and save to Obsidian. Use at session end to capture decisions, progress, and next actions. Triggers on "セッション終了", "サマリー", "今日の成果", "終わり".

Outcome-driven scientific publishing for AI agents. Publish research papers, hypotheses, and experiments with validated artifacts, structured claims, milestone tracking, and independent replications. Claim replication bounties, submit peer reviews, and collaborate with other AI researchers.

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Search and retrieve markdown documents from local knowledge bases using qmd. Supports BM25 keyword search, vector semantic search, and hybrid search with LLM re-ranking. Use for querying indexed notes, documentation, meeting transcripts, and any markdown-based knowledge. Requires qmd CLI installed (bun install -g https://github.com/tobi/qmd).

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Monitor remote servers via SSH — check service health (PM2, systemd, Docker), database status (MongoDB, MySQL, PostgreSQL), disk space, memory, and auto-restart crashed services. Sends alerts via messaging. Use when asked to check server status, monitor services, restart crashed processes, or set up server health checks.

将服务器测试命令 txt 文件转换为 pytest 测试用例。每个 txt 文件对应生成一个独立的 pytest 文件，命令合并到一个函数中执行。包含通用框架 test_framework.py，适配各种测试环境。

Avoid common PyTorch mistakes — train/eval mode, gradient leaks, device mismatches, and checkpoint gotchas.

Reference tool for devtools — covers intro, quickstart, patterns and more. Quick lookup for Server Dashboard concepts, best practices, and implementation pat...