Databases

Process all PR feedback in one pass. Fetches review comments and CI failures together, creates a unified action plan, applies fixes, replies to reviewers, resolves threads, and posts a summary. Use when asked to address PR feedback, fix review comments, handle CI failures, or process PR reviews. Works on the current branch's open PR.

Implement and debug semantic/vector search with model2vec-rs and sqlite-vec. Use for embedding generation, vector queries, hybrid search, or RRF fusion.

Use this skill for spec-driven git workflow with GitHub issues. Provides 10 workflow commands including brownfield project migration, sprint management, AI quality reviews, issue tracking, and PR workflows. Triggers include migrating existing projects, creating sprint issues, reviewing sprint quality, starting work on issues, testing implementations, submitting PRs, handling review feedback, closing completed work, checking sprint progress, or creating/updating specs. Use when the user mentions migration, sprints, reviews, issues, PRs, specs, or wants to track development workflow.

Formats citations and validates source attribution for answers generated from multiple document sources (ChromaDB and web search). Use when adding source references to generated answers, validating citation accuracy, or ensuring quality of source attribution across different source types.

Analyze user research, write PRDs, prioritize features using RICE, draft stakeholder communications, and interpret product metrics. Use when the user mentions user feedback, feature prioritization, product requirements, roadmaps, or metrics analysis.

Query official Microsoft documentation to understand concepts, find tutorials, and learn how services work. Use for Azure, .NET, Microsoft 365, Windows, Power Platform, and all Microsoft technologies. Get accurate, current information from learn.microsoft.com and other official Microsoft websites—architecture overviews, quickstarts, configuration guides, limits, and best practices.

Master Entity Framework Core patterns for ABP Framework including entity configuration, DbContext, migrations, relationships, and performance optimization. Use when: (1) configuring entities with Fluent API, (2) creating migrations, (3) designing relationships, (4) implementing repository patterns.

Acts as an intellectual sparring partner to critique, challenge, and refine thinking through Socratic questioning and alternative perspectives. Activates automatically when detecting complex decision-making, strategic planning, or multi-consideration problems where critical evaluation adds value. Also activates when user explicitly asks to "challenge my thinking", "critique this idea", "what am I missing", "play devil's advocate", or similar requests for critical analysis. Includes synthesis mode to integrate feedback into refined positions.

提供通用的数据库查询工作流程、SQL 模板和结果分析方法。使用 exec_sql 工具执行查询。

Transforms app ideas into shippable MVPs using Next.js + Supabase. Enforces ship-fast philosophy, prevents feature creep, generates PRDs and Claude Code starter prompts. Maximum 1-week builds focused on core user loop only.

Configure data tables in drizzle-cube dashboards for displaying detailed records with sorting. Use when creating data tables, sortable lists, detailed views, or tabular data displays.

Implement autonomous KB query functionality with SQL and ChromaDB tools for financial data analysis

Run post-release tasks for Stapledons Voyage game versions. Sends AILANG feedback summary, updates documentation, and archives completed design docs. Use when user says "post-release tasks" or after completing a game milestone.

Implements PlanetScale serverless MySQL with branching workflows, non-blocking schema changes, and Prisma integration. Use when building apps with PlanetScale, implementing database branching, or needing serverless MySQL.

Expert guidance for Prisma ORM v7 (7.0+). Use when working with Prisma schema files, migrations, Prisma Client queries, database setup, or when the user mentions Prisma, schema.prisma, @prisma/client, database models, or ORM. Covers ESM modules, driver adapters, prisma.config.ts, Rust-free client, and migration from v6.

Import entire Godot projects (.tscn scenes + .gd scripts) and convert to GameGen's format for DynamoDB. Detects programmatic position/size assignments and flags them.

core-supabase Flyway 마이그레이션 조회. Use when:(1) DB 스키마 확인, (2) 테이블 구조 파악, (3) Entity 작성 전 참조.

Validates database schemas, Kysely types, and migrations. Use when checking schema correctness or migration safety.

Instrument evaluation metrics, quality scores, and feedback loops

Technical architect assistant that helps design robust, scalable, and maintainable backend/frontend architectures. Provides visual diagrams, pattern recommendations, API design guidance, and stack selection advice. Use when designing system architecture, choosing tech stacks, planning scalability, designing APIs, or creating architectural documentation. Covers microservices, monoliths, serverless, event-driven patterns, and modern frameworks like Next.js and Supabase.