Agent skill
rag-system-builder-best-practices
Sub-skill of rag-system-builder: Best Practices.
Install this agent skill to your Project
npx add-skill https://github.com/vamseeachanta/workspace-hub/tree/main/.claude/skills/_archive/data/documents/rag-system-builder/best-practices
SKILL.md
Best Practices
Best Practices
- Chunk size matters - 500-1500 chars optimal for context
- Retrieve enough context - top_k=5-10 for comprehensive answers
- Include source attribution - Always show which documents were used
- Handle edge cases - Empty results, API errors, timeouts
- Monitor token usage - Track costs and optimize prompts
- Use SQLite timeout -
timeout=30for concurrent access
Recommended Agent Skills
Expand your agent's capabilities with these related and highly-rated skills.
vamseeachanta/workspace-hub
gsd-complete-milestone
Archive completed milestone and prepare for next version
vamseeachanta/workspace-hub
gsd-reapply-patches
Reapply local modifications after a GSD update
vamseeachanta/workspace-hub
gsd-verify-work
Validate built features through conversational UAT
vamseeachanta/workspace-hub
gsd-thread
Manage persistent context threads for cross-session work
vamseeachanta/workspace-hub
clinical-trial-protocol
Generate clinical trial protocols for medical devices or drugs through a modular, waypoint-based architecture with research-only and full protocol modes.
vamseeachanta/workspace-hub
single-cell-rna-qc
Performs quality control on single-cell RNA-seq data (.h5ad or .h5 files) using scverse best practices with MAD-based filtering and comprehensive visualizations.
Didn't find tool you were looking for?