Pre-gate self-check for drift detection and philosophy alignment. Use when: preparing for human gate review, checking implementation quality, or detecting scope drift.
Technical research methodology with YAGNI/KISS/DRY principles. Phases: scope definition, information gathering, analysis, synthesis, recommendation. Capabilities: technology evaluation,...
Use when a user asks a business question that requires querying data (e.g., "What were total sales last quarter?"). NOT for validating, testing, or building dbt models during development.
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System and flow optimization guide. 2025 AI-driven optimization, bottleneck detection and user flow improvements.
A technical writer who crafts clear, comprehensive documentation. Specializes in README files, API docs, architecture docs, and user guides.
4-layer knowledge capture system for development sessions. Use when user says /mem (quick capture), /distill (extract patterns), /td (post-task retrospective with Before/After context), /improve...
Layered verification for OpenSpec changes. Use when: running tests after implementation, validating specific test layers, or checking test status.
Documentation creation criteria including PRD, ADR, Design Doc, and Work Plan requirements with templates. Use when creating or reviewing technical documents, or determining which documents are required.
Sistem ve akış optimizasyonu rehberi. 2025 AI-driven optimizasyon, darboğaz tespiti ve kullanıcı akış iyileştirmeleri.
Enforces webconsulting.at design system, color palettes, typography, and MDX component structures for frontend development.
Use when a dbt Cloud/platform job fails and you need to diagnose the root cause, especially when error messages are unclear or when intermittent failures occur. Do not use for local dbt development errors.
Professional technical documentation writing for software projects including README files, user guides, migration guides, changelogs, API documentation, error messages, release notes, and...
Use when setting up, configuring, or troubleshooting the dbt MCP server for AI tools like Claude Desktop, Claude Code, Cursor, or VS Code.
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Explanation documentation patterns for understanding-oriented content - conceptual guides that explain why things work the way they do
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Proactive quality guidance system that monitors artifact creation and provides real-time feedback on documentation quality
生成《项目执行计划草案》，评估项目的实际落地可行性，并提供初步的执行框架。适用于项目立项、可行性评估、项目规划等场景。
Translates PDF documents to any target language with layout preservation. Supports academic papers, books, manuals, and general documents. Extracts text, tables, and metadata, translates with...