| name | doc-to-qra |
| description | Convert a document (PDF, URL, text) into Q&A pairs stored in memory. |
| allowed-tools | Bash, Read |
| triggers | ["convert to QRA","document to QRA","pdf to QRA","create QRA from","extract QRA from document","turn this into Q&A","make Q&A from this","remember this document","learn from this pdf"] |
| metadata | {"short-description":"Document to Q&A pairs in memory"} |
Convert a document into Question-Reasoning-Answer pairs stored in memory.
./run.sh <document> <scope> [context] [--dry-run]
# PDF → QRA
./run.sh paper.pdf research
# URL → QRA
./run.sh https://example.com/article web
# With domain focus
./run.sh paper.pdf research "ML researcher"
# Preview first
./run.sh paper.pdf research --dry-run
| Argument | Required | Description |
|---|---|---|
| document | Yes | PDF file, URL, or text file |
| scope | Yes | Memory scope to store QRAs |
| context | No | Domain focus (e.g. "security expert") |
| --dry-run | No | Preview without storing |
No other flags. Defaults handle everything.
File-based inter-agent messaging. Check inbox, send bugs/requests to other projects, acknowledge resolved issues. Use for cross-project agent communication.
Search arXiv for academic papers. Use when user says "find papers on", "search arxiv", "look up research", "academic papers about", "what papers exist on", "use your arxiv tool", or asks about scientific/ML research topics.
Step back and critically reassess project state. Use when asked to "assess", "step back", "fresh eyes", "check alignment", "sanity check", "health check", or "evaluate what's working". Offer to run after major changes (don't auto-run).
Free web and local search via Brave Search API. Use when user says "brave search", "search with brave", "brave web search", "brave local search", "local search", "find businesses near", or "near me".
Submit code review requests to multiple AI providers (GitHub Copilot, Anthropic Claude, OpenAI Codex, Google Gemini) and get patches back. Use when user says "code review", "review this code", "get a patch for", or needs AI-generated unified diffs for code fixes.
Fetch up-to-date library documentation from Context7 API. Use when user asks "how do I use this library", "show me docs for", "library documentation", "API reference for", or needs current documentation for any code library.