Coding standards, frameworks, refactoring, and code review (16.4K skills)
Use when a component talks to the backend - go through the typed api client, type every response, and handle loading, success, and error states explicitly
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Use when Java is chosen but Quarkus does not fit - build the service with Spring Boot using the same clean layering, only when a required library lacks a Quarkus extension or the repo already standardizes on Spring
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Four-phase debugging process - root cause first, then fix. Use when encountering bugs or unexpected behavior.
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Inspect Android network captures and intercept HTTP calls with the Snap-O CLI for a selected device/socket. Use for request/response details, websocket events, API response overrides, mock responses, or delays with Python route handlers.
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4-phase root cause debugging: understand bugs before fixing.
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Iterative Python via live Jupyter kernel (hamelnb).
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Manage Apple Notes via memo CLI: create, search, edit.
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通过 memo CLI 管理 Apple Notes：创建、搜索、编辑。
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轮询 RSS、JSON API 和 GitHub，带水位线去重。
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从 Git 仓库或本地目录安装 Skill 到当前工作区。 当用户想要以下内容时使用： - 向代理添加新 Skill（"安装 X skill"、"添加 foo skill"、"我想要一个能做 Y 的 skill"） - 拉取已安装 Skill 的最新版本（"更新 X skill"、"刷新我的 skills"） - 列出工作区中当前活动的 Skill - 移除他们不再需要的 Skill 在短语如"装一个 X skill"、"安装技能"、"install skill"、"update skill"、"list skills"、"remove skill"、"找个能 X 的 skill"时触发。不要要求用户说出字面 Skill 名称—— 如果他们描述了能力，提出候选 Skill（Git URL 或本地路径）并在安装前确认。
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Send and receive iMessages/SMS via the imsg CLI on macOS.
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通过 macOS 上的 imsg CLI 发送和接收 iMessage/SMS。
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使用 mcporter CLI 列出、配置、认证和调用 MCP 服务器/工具（HTTP 或 stdio），支持临时服务器、 配置管理和 CLI/类型代码生成。当用户提到 mcporter、想要调用 MCP 服务器工具、列出可用的 MCP 服务器、生成 MCP CLI 工具、管理 MCP 配置时使用。触发词包括：mcporter、MCP 工具调用、 MCP 服务器列表、MCP CLI、MCP 配置、call mcp tool。
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使用 FastMCP 在 Python 中构建、测试、检查和部署 MCP 服务器。当创建新的 MCP 服务器、将 API 或数据库包装为 MCP 工具、暴露资源或提示，或为 Claude Code、Cursor 或 HTTP 部署准备 FastMCP 服务器时使用。
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通过实时 Jupyter kernel 进行交互式 Python（hamelnb）。
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4 阶段根因调试：在修复之前理解 bug。
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Install a Skill into the current workspace from a Git repository or local directory. Use this whenever the user wants to: - Add a new Skill to the agent ("install the X skill", "add the foo skill", "I want a skill that does Y, find one") - Pull the latest version of an already-installed Skill ("update the X skill", "refresh my skills") - List Skills currently active in the workspace - Remove a Skill they no longer need Trigger on phrases like "装一个 X skill", "安装技能", "install skill", "update skill", "list skills", "remove skill", "找个能 X 的 skill". Do not require the user to say the literal Skill name — if they describe a capability, propose a candidate Skill (Git URL or local path) and confirm before installing.
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Poll RSS, JSON APIs, and GitHub with watermark dedup.
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Publish the octop-harness Python package: cut a release branch from develop, bump version, update CHANGELOG / README, open a PR to main; after merge, Actions tag on main (PyPI + GitHub Release) and sync main into develop. Use when the user asks to publish, release, bump version, cut a release, or run /publish.
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Use when reading from or writing to Neo4j with Apache Spark or Databricks using the Neo4j Connector for Apache Spark 6.0 (org.neo4j.connectors:spark) or 5.x (org.neo4j:neo4j-connector-apache-spark). Covers SparkSession setup, DataFrame reads via labels/Cypher/relationship scan, DataFrame writes with SaveMode, node.keys for MERGE, relationship write mapping, partition and batch tuning, PySpark and Scala examples, Databricks cluster config, Databricks secrets for credentials, Delta Lake to Neo4j pipelines. Does NOT handle Cypher authoring — use neo4j-cypher-skill. Does NOT handle the Python bolt driver — use neo4j-driver-python-skill. Does NOT handle GDS algorithms — use neo4j-gds-skill.
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Neo4j Java Driver v6 — driver lifecycle, Maven/Gradle setup, executableQuery, executeRead/Write managed transactions, explicit transactions, async/reactive patterns, error handling, data type mapping, connection pool tuning, causal consistency/bookmarks. Use when writing Java or Kotlin code that connects to Neo4j via GraphDatabase.driver, executableQuery, SessionConfig, executeRead, executeWrite, or TransactionCallback. Does NOT handle Cypher authoring — use neo4j-cypher-skill. Does NOT cover driver version upgrades — use neo4j-migration-skill. Does NOT cover Spring Data Neo4j (@Node, Neo4jRepository) — use neo4j-spring-data-skill.
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Neo4j JavaScript/TypeScript Driver v6 — driver lifecycle, executeQuery, managed transactions (executeRead/executeWrite), session.run, Integer handling, JSON serialization, record access, async/await patterns, TypeScript types, error handling, and connection setup for Node.js and browser. Use when writing JS/TS code that connects to Neo4j — neo4j.driver(), executeQuery, executeRead, executeWrite, session.run, neo4j.int, record.get, Integer, BookmarkManager, bolt://, neo4j+s://. Does NOT handle Cypher query authoring — use neo4j-cypher-skill. Does NOT cover driver version migration — use neo4j-migration-skill.
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Generates, optimizes, and validates Cypher 25 queries for Neo4j 2025.x and 2026.x. Use when writing new Cypher queries, optimizing slow queries, graph pattern matching, vector or fulltext search, subqueries, or batch writes. Covers MATCH, MERGE, CREATE, WITH, RETURN, CALL, UNWIND, FOREACH, LOAD CSV, SEARCH, expressions, functions, indexes, and subqueries. Does NOT handle driver migration or API changes — use neo4j-migration-skill. Does NOT cover DB administration or server ops — use neo4j-cli-tools-skill.
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Use when installing, configuring, or troubleshooting the official Neo4j MCP server (neo4j/mcp) — connecting Claude Code, Claude Desktop, Cursor, Windsurf, VS Code, Kiro, or other MCP-compatible editors to a Neo4j database via stdio or HTTP transport. Covers the four MCP tools (get-schema, read-cypher, write-cypher, list-gds-procedures), read-only mode, and multi-database configuration. Does NOT cover writing Cypher queries via those tools — use neo4j-cypher-skill. Does NOT cover agent memory — use neo4j-agent-memory-skill. Does NOT cover Aura instance provisioning — use neo4j-aura-provisioning-skill.
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