LangSkills Search#

Search 119,608 evidence-backed skills covering 62K+ research papers and 23K+ coding/tech sources — all offline via FTS5 SQLite.

When to Use#

• User asks for best practices, how-tos, or techniques on a technical topic
• You need evidence-backed knowledge (not LLM-generated guesses)
• Research tasks that benefit from academic or real-world source citations

First-Time Setup#

bash

pip install langskills-rai
# Install matching bundles for the current project or pick a domain:
langskills-rai bundle-install --auto

Search Command#

bash

langskills-rai skill-search "<query>" [options]

Parameters#

FlagDescriptionDefault--top NNumber of results5--domain <d>Filter by domainall--min-score NMinimum quality score (0-5)0--contentInclude full skill bodyoff--format markdownOutput as Markdowntext

Example#

bash

langskills-rai skill-search "CRISPR gene editing" --domain research --top 3 --content --format markdown

Reading Results#

Each result includes: title, domain, quality score (0-5), source URL, and optionally the full skill body. Higher scores indicate stronger evidence chains.

Available Domains#

linux · web · programming · devtools · security · cloud · data · ml · llm · observability · research-arxiv · research-plos-* · research-elife · research-other

Tips#

• Use --content --format markdown to get copy-paste-ready skill text
• Combine --domain with --min-score 4.0 for high-quality results
• Run bundle-install --auto in a project directory to install only relevant domains