u9401066/automl-stat-mcp

code-refactor

Proactively detect and execute code refactoring to maintain DDD architecture and code quality. Use when code is too complex, violates DRY principle, or needs restructuring. Triggers: RF, refactor, 重構, 拆分, split, 模組化, modularize, 太長, cleanup, 簡化, simplify,…

Quellsprache: Chinesisch

debug-workflow

Systematic debugging workflow using hypothesis-test-verify cycle to find and fix issues efficiently. Use when encountering errors, bugs, unexpected behavior, or test failures. Triggers: DEBUG, 除錯, bug, 找問題, 為什麼不work, 出錯了, error, fix bug, 壞了, broken, 不動, 故障,…

Quellsprache: Chinesisch

git-precommit

Pre-commit orchestration workflow ensuring Memory Bank sync, README/CHANGELOG/ROADMAP updates before git commit. Use when preparing to commit code changes or push to repository. Triggers: GIT, gc, push, commit, 提交, 準備 commit, 要提交了, git commit, pre-commit, 推送,…

Quellsprache: Chinesisch

mcp-data-analysis

Complete data analysis workflow including EDA, Table One, descriptive statistics, and correlation analysis using MCP AutoML tools. Use when analyzing CSV data, exploring datasets, generating summary statistics, or creating publication-ready Table One reports.…

Quellsprache: Chinesisch

mcp-data-cleaning

Data cleaning and preprocessing workflow including handling missing values, encoding categorical variables, filtering rows, removing columns, and checking multicollinearity (VIF). Use when preparing data for analysis, cleaning messy datasets, or transforming…

Quellsprache: Chinesisch

mcp-ml-training

Machine learning model training workflow using AutoML including data upload, model training, evaluation, and prediction. Use when training classification or regression models, comparing algorithms, or making predictions on new data. Triggers: 訓練模型, train…

Quellsprache: Englisch

test-generator

Generate comprehensive test suites including unit tests, integration tests, E2E tests, and coverage reports. Use when writing tests, improving coverage, or validating functionality. Triggers: TG, test, 測試, 寫測試, coverage, 覆蓋率, pytest, unittest, 驗證, 測試案例, test…

Quellsprache: Chinesisch

readme-updater

Intelligently update README.md to reflect code changes, new features, and API updates. Use when adding new features, changing APIs, or syncing documentation with code. Triggers: readme, 說明, 更新說明, update readme, 文檔同步, 更新文檔, documentation, docs.

Quellsprache: Chinesisch

master-workflow

Master navigation hub showing all available workflows and when to use each skill. Use when unsure which workflow to follow, need guidance on available skills, or want to see all options. Triggers: help, 幫助, 該用什麼, which skill, workflow, 流程, 導覽, navigation,…

Quellsprache: Chinesisch

mcp-project-workflow

Complete project workflow from creation to report generation. Covers project setup, data upload, quality check, analysis execution, and result delivery. Use when user wants to run a full research project or needs guidance on the standard operating procedure.…

Quellsprache: Chinesisch

mcp-result-delivery

Result delivery workflow for retrieving analysis results, downloading files from MinIO, and sharing reports with users. Use when user wants to download results, export reports, get analysis outputs, or share data files. Triggers: 下載結果, 取得報告, 傳檔案, share…

Quellsprache: Chinesisch

mcp-statistical-analysis

Advanced statistical analysis including survival analysis (Kaplan-Meier, Cox), propensity score matching (PSM), ROC curve analysis, and power/sample size calculations. Use when doing clinical research analysis, comparing treatment effects, evaluating…

Quellsprache: Chinesisch

mcp-tools-reference

Quick reference guide for all 51 AutoML MCP tools organized by category. Use when looking up tool names, checking available MCP functions, or understanding tool parameters. Triggers: MCP 工具, 有什麼工具, 工具清單, tools reference, 工具列表, available tools, 怎麼用, how to…

Quellsprache: Chinesisch

code-reviewer

Comprehensive code review checking code quality, security vulnerabilities, and best practices. Use when reviewing pull requests, checking code before merge, or evaluating code quality. Triggers: CR, review, 審查, 檢查, check, 看一下, PR, code review, 品質, pull…

Quellsprache: Chinesisch

ddd-architect

Ensure code follows DDD (Domain-Driven Design) architecture and DAL separation principles. Use when designing new features, creating modules, or validating architecture compliance. Triggers: DDD, arch, 架構, 新功能, 新模組, new feature, scaffold, 骨架, domain,…

Quellsprache: Chinesisch

feature-delivery

Complete feature delivery workflow including testing, documentation, and handoff to ensure features are production-ready. Use when a feature is complete and needs final checks before release. Triggers: DELIVER, 交付, 完成功能, feature done, ship it, 交給用戶, ready to…

Quellsprache: Chinesisch

memory-checkpoint

Externalize detailed context to Memory Bank before conversation summarization to prevent memory loss. Use when conversation is long, before taking breaks, or when explicitly saving progress. Triggers: CP, checkpoint, save, 存檔, 記一下, 保存, sync memory, dump, 先記著,…

Quellsprache: Chinesisch

project-audit

Comprehensive project audit checking compliance with CONSTITUTION, bylaws, architecture, and best practices. Use when reviewing project health, preparing for major releases, or onboarding. Triggers: AUDIT, 審計, 檢查專案, 健康檢查, 整理專案, review project, 專案檢查,…

Quellsprache: Chinesisch

project-init

Initialize new projects using this template with proper structure, Memory Bank, and configuration. Use when creating new projects, bootstrapping repositories, or setting up project scaffolding. Triggers: init, new, 新專案, 初始化, create project, 建立專案, bootstrap,…

Quellsprache: Mehrsprachig

session-end

Properly end work session by saving context to Memory Bank and creating handoff documentation for future sessions. Use when finishing work for the day, taking a break, or wrapping up. Triggers: END, 結束, 收工, 下班, 今天到這, 先這樣, bye, done for today, wrap up, 結束工作,…

Quellsprache: Chinesisch

session-start

Initialize work session by recovering context from Memory Bank and planning tasks. Use when starting a new coding session, returning after a break, or resuming work. Triggers: START, 開始, 開工, 繼續, 接續上次, 我回來了, resume, continue, 今天做什麼, good morning, 早安, 上工, 回來了.

Quellsprache: Chinesisch

task-workflow

Standard workflow for executing a single task from analysis through implementation to verification. Use when working on a specific feature, fixing an issue, or implementing a change. Triggers: TW, 做任務, 執行任務, 開始做, task, do task, implement, 做這個, 實作, 處理這個, work…

Quellsprache: Chinesisch