LangSkills Search

Search 119K evidence-backed skills from 95K+ papers & 24K+ tech sources

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

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

Search Command

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

Parameters

Flag	Description	Default
--top N	Number of results	5
--domain <d>	Filter by domain	all
--min-score N	Minimum quality score (0-5)	0
--content	Include full skill body	off
--format markdown	Output as Markdown	text

Example

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