root-cause-tracing
Systematic root cause analysis for debugging errors. Use when an error appears, something breaks unexpectedly, or you need to trace a problem back to its source. Prevents panic-driven debugging.
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Systematic root cause analysis for debugging errors. Use when an error appears, something breaks unexpectedly, or you need to trace a problem back to its source. Prevents panic-driven debugging.
dlt (data load tool) patterns for SignalRoom ETL pipelines. Use when creating sources, debugging pipeline failures, understanding schema evolution, or implementing incremental loading.
Report templating with Jinja2 and MJML for SignalRoom. Use when creating new reports, modifying templates, debugging report rendering, or adding new notification channels.
Continuous improvement methodology for SignalRoom. Use after incidents, when reviewing processes, or when looking for ways to prevent repeat problems. Implements structured retrospectives and improvement cycles...
Git workflow and commit standards for SignalRoom. Use when committing changes, creating PRs, or managing branches. Ensures consistent commit messages and safe git operations.
Safe deployment workflow for Fly.io and infrastructure changes. Use before ANY deployment, config modification, or infrastructure change. Prevents panic-driven debugging and production incidents.
Supabase and Postgres database operations for SignalRoom. Use for database queries, schema inspection, connection troubleshooting, or checking loaded data.
Run dlt pipelines and Temporal workflows for SignalRoom. Use when syncing data sources, triggering workflows, checking pipeline status, or debugging data ingestion issues.
Temporal.io workflow orchestration for SignalRoom. Use when designing workflows, debugging activities, managing schedules, or troubleshooting stuck workflows.
Read-only diagnostics and troubleshooting for SignalRoom. Use when debugging issues, checking system health, analyzing logs, or verifying connections. This skill restricts modifications to prevent accidental ch...
Evaluates document relevance to queries using binary scoring (yes/no) with reasoning. Use when filtering retrieved documents, determining relevance for answer generation, or when the user mentions grading, filt...
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 acc...
Generates answers by synthesizing information from retrieved documents with citations. Use as final RAG pipeline step, when creating answers from multiple sources, or when the user mentions answer generation or...
Ranks and scores retrieved documents based on similarity metrics from vector search. Use when sorting documents by relevance, prioritizing results, or when the user mentions ranking, scoring, or ordering docume...
Enhances vague queries for better retrieval with context-aware improvements. Use during adaptive retry when no relevant documents found, when queries are unclear, or when the user mentions query enhancement or...
Routes queries to appropriate data sources (vectordb, web_search, direct_llm) and selects collections to search. Use when analyzing user queries, determining search strategy, or when the user mentions routing,...
Create a git commit with a short message (up to 50 characters). Use when the user asks to commit changes with a short/concise message.
Guide for creating samples by GitHub Copilot. Use this when instructed to create samples.
Expert system for identifying deprecated patterns, suggesting refactoring to modern standards (Python 3.12+, ES2024+), checking test coverage, and leveraging AI-powered tools. Proactively applied when users req...
Act as an effective pair programming partner. Use when the user wants to code together, needs a thinking partner for programming tasks, wants to brainstorm code solutions, or asks for help staying on task while...
Guide technology selection workflow and ADR creation. Use when user asks about choosing a technology, comparing options, or needs to make a tech decision. Orchestrates discovery, evaluation, and documentation.
Create pull requests with gh command after development is complete. Use when ready to open a PR.
Generate viral YouTube titles optimized for clicks, engagement, and algorithm performance using proven formulas, psychological triggers, and platform-specific strategies
PROACTIVE skill - STOP and invoke BEFORE writing dbt SQL. Validates models against coding conventions for staging, integration, and warehouse layers. Covers naming, SQL structure, field conventions, testing, an...
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