Research

Search RAG database for relevant content. Use for semantic queries over processed documents, code, or papers.

Naming conventions for planning documents in prompts/. Use when creating plans, PRDs, research reports, idea capture or other workflow documents. Triggers on (1) creating new planning documents, (2) naming PRDs or research reports, (3) questions about document organization in prompts/.

Perform SQL joins and multi-table analysis on DST data in DuckDB. Use whenresearch requires combining multiple tables on common dimensions (time, region).Provides patterns for common DST dimension joins and multi-table comparisons.

Reference for how I like to cook.

Query the China Biographical Database (CBDB) API to retrieve comprehensive biographical data about historical Chinese figures. Use this skill when searching for information about Chinese historical figures, scholars, officials, or literary figures from the 7th century BCE through the 19th century CE. Applicable for queries about biographical details, social relationships, official positions, or when users mention specific Chinese names or CBDB person IDs.

This skill should be used when validating user prompts, plans, or requests before execution. It conducts independent validation, questions assumptions, references official sources and documentation, identifies potential issues, and presents revised recommendations to ensure accuracy and completeness.

Extracts C++ code snippets, lists classes and functions, and provides source code references for comprehensive C++ codebase analysis. This skill should be used when analyzing any C++ source files to understand code structure, extract reusable components, and generate structured documentation.

Web and code search with Exa MCP. Use for current documentation, API references, code examples, latest library info, or when the user mentions "exa", "web search", "docs", or "current API".

Structured code review output format for the reviewer agent. Provides APPROVED/ISSUES format with file:line references. Use when: reviewing code changes, code quality checks, architecture compliance checks, approving code for merge, identifying critical/major/minor issues.

Draft a Conventional Commits message from either a short summary of changes or by inspecting the local git diff. Use when the user wants a commit message formatted as type(scope): subject, with optional body and footers for breaking changes or issue references.

Invoke Gemini CLI as a partner AI developer for tasks benefiting from its 1M token context window or a second opinion. Use when analyzing large codebases, generating documentation, getting alternative perspectives, researching topics with web search, or creating UI wireframes/components. Gemini has read/write/edit/shell/web search capabilities like Claude.

Manages permanent memory storage for decisions, blockers, context, preferences, and procedures. Use when user says "remember", "save this decision", "what did we decide", "recall", "search memories", "any blockers", or when making important architectural decisions. Provides SDAM compensation through external memory.

Analyze GRPO training runs for learning dynamics and pipeline performance. Use when diagnosing training issues, reviewing Elo progression, checking throughput, or updating experiment results.

Docker and Docker Compose reference for container deployment, networking, volumes,and orchestration. Includes Proxmox hosting and LXC comparison patterns.Use when working with docker-compose.yaml, Dockerfiles, troubleshooting containers,or planning container architecture.Triggers: docker, compose, container, dockerfile, volume, network, service, lxc.

Use when writing systematic review manuscript sections following PRISMA 2020 guidelines. Covers abstract, introduction, methods, results, and discussion drafting for medical journals. Invoke for academic writing assistance.

Kyle's R coding style guide combining tidyverse conventions with personal preferences. Use when writing or reviewing R code to ensure consistency with preferred style patterns.

Drive quantitative analysis, factor diagnostics, and reporting for ATFT-GAT-FAN outputs.

This skill should be used when agents need to provide clickable code references to users in reports, investigations, or bug findings. It ensures file references use the simple path:line_number format that Claude Code automatically converts to clickable links. Do not use for general documentation or conceptual explanations.

Automated content publishing pipeline for ID8Labs. Generates essays in Eddie's voice, publishes to id8labs.app, and distributes to social media (X, LinkedIn). Triggers on keywords like release, announce, publish, essay, research article, content pipeline.

Complete TRUST 4 principles guide covering Test First, Readable, Unified, Secured. Validation methods, enterprise quality gates, metrics, and November 2025 standards. Enterprise v4.0 with 50+ software quality standards references.