All 94 skillsWeb and data3 of 17
stryx:rag
When an app must search its own documents and answer from them.
/stryx:ragInside its piece: 12 specks, one for each file on its shelf. Its sixteen group-mates glow on the open book behind it. The light splits toward teal, the band of Web and data.
In numbers
counted 2026-10-12 in the installed set- 9reference files
- 1helper scripts
- 12files in the skill
- 124KB on disk
- 2chapters
- 1agent works by this book
Use it when
in the skill’s own wordsWhen building retrieval-augmented generation (RAG) or a search engine into an app, script or agent
- "build a RAG pipeline"
- "chat with our docs"
- "add semantic / vector search"
- "ground answers in live web data"
- "add web search to my LLM or agent"
- "ingest pages or files into a vector DB / knowledge base"
- Choosing live retrieval vs ingestion
- Chunking
- Embeddings incl. the local stryx-embed (nomic-embed-text)
- pgvector
- sqlite-vec
- Chroma
- Qdrant or a sql.js vector table
- Hybrid keyword + vector search, RRF, reranking
- Answers that must cite sources ([n] citations, Claude search_result blocks)
- A stale or poisoned index (block pages retrieved, wrong chunks, invented citations)
- Measuring retrieval (hit@k, MRR, grounding)
Not for
another skill does it- A one-off researched answer→ stryx:research
- Pulling raw data off sites or Discover API mechanics→ stryx:scraping
- A knowledge graph of a folder→ stryx:knowledge-graph
- Loading or freeing local models→ stryx:local-ai
- Code recall through Mneme→ stryx:mneme
On its shelf
12 files, 124 KB- references/9
- SKILL.md1
- evals/1
- scripts/1
Inside the book
2 chapters, by title only- The procedure
- Scripts
Its helper
1 agent works by this book- stryx:database-expertWhen SQLite or sql.js work is needed: schema, migrations, indexes, slow queries, backups.
Works with
the skills it names most- stryx:local-ai→When running AI models on your own graphics card: Ollama, LM Studio, ComfyUI.
- stryx:scraping→When data must be pulled off websites, or a scraper comes back empty or blocked.
- stryx:knowledge-graph→You want a folder of files turned into a map of how they connect, to ask questions of.
- stryx:mneme→When the Mneme memory server is connected and you ask where code is or what a change breaks.
- stryx:research→You need an answer with evidence and sources: compare libraries, check current versions, map a codebase.
- stryx:ai-agents→When building or fixing an AI assistant inside your own app.
Claude loads it by itself when the moment comes; by hand, type the line at the top. It comes with the whole set: Installs all 94 skills, 32 agents and the brain program as one set. The skill’s own text is private source and is not shown here.