Tag: retrieval
Persistent memory and knowledge management server
A robust memory server designed for agents to manage persistent knowledge and context. It facilitates advanced retrieval (semantic, hybrid) and knowledge absorption, automatically handling supersession, deduplication, and consolidation of f…
Optimize RAG chunk size and retrieval settings
This skill systematically sweeps various chunk sizes and retrieval modes (keyword, hybrid, rerank) to benchmark and determine the optimal configuration for your specific corpus. It reports standard metrics like nDCG and MRR against a golden…
Open WebSearch: Advanced Live Web Retrieval Skill
This skill provides comprehensive, multi-source web retrieval, managing complex setup via local CLI/daemon or workspace MCP tools. It intelligently prioritises direct URL fetching, focused searches, and GitHub READMEs while adhering to stri…
Advanced Retrieval Engineering for Search Systems
This skill enables the construction and optimisation of complex search and indexing pipelines. It specialises in implementing hybrid search, managing vector databases, and refining relevance using advanced reranking techniques.