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Research with Primary Sources
Documentation
Investigate a question using reliable primary sources and capture findings as Markdown in the repo.
Stack-unwind session review
Productivity
Reconstructs a conversation as a stack-unwind tree of completed tasks and open items, sized by prompt count. Analyzes a JSONL file or session id.
Git Branch Naming
Development
Enforces a git branch naming convention using a type/short-description format, with predefined types such as feat, fix, or docs. Use this rule when creating or switching to branches to ensure consistent and descriptive branch names across the repository.
Integrated Research Pipeline
Data & AI
YouTube search, collection and analysis via NotebookLM, and result export in a single workflow.
Pull Request Review
Development
Comprehensive pull request review workflow with approve, request changes, merge, and close actions, adapting tone to contributor type.
Compiler Review
Development
Review Rust compiler port code for fidelity, conventions, and error handling, comparing against the original TypeScript source.
Export NIST OSCAL from ArangoDB
Security
Export NIST OSCAL (Open Security Controls Assessment Language) JSON from compliance evidence stored in ArangoDB. Supports NIST 800-171 and CMMC Level 2 frameworks.
Product Description Writing
Content
Creates compelling product copy for e-commerce listings across platforms like Amazon, Shopify, and Etsy. Converts features into benefits with structured workflows.
Translate Books (PDF/DOCX/EPUB)
Content
Translates entire books into any language using parallel sub-agents, converting PDF/DOCX/EPUB to Markdown chunks, then to HTML/DOCX/EPUB/PDF.
asc CLI Usage
Development
Guidance for using the asc CLI in this repo: flags, output formats, pagination, auth, and discovery.
MCP Server Builder
Development
Covers principles for building MCP (Model Context Protocol) servers, including tool design, resource patterns, error handling, security, and configuration. Helps developers create well-structured, secure, and testable MCP servers for AI tool integration.
Run ComfyUI Workflows
Data & AI
Run local ComfyUI workflows via the HTTP API, edit workflow JSON and return generated images.