memory-search
Installation
SKILL.md
Memory Search
Search Ruflo's stored memories. Select a strategy supported by the Ruflo CLI or MCP tool, and report which one actually ran.
Strategy selection
- Default: semantic retrieval through
memory searchor MCPmemory_search. --hybrid: CLI keyword + semantic result union, deduplicated and sorted by score. This is not theruvector searchCLI and does not claim Graph RAG or sparse/dense RRF.--smart: request query expansion, RRF across variants, recency weighting, and MMR diversity. The MCP tool can fall back to plain search if the installed memory package lackssmartSearch; inspect the returned fallback note before claiming SmartRetrieval ran.- Cross-namespace: MCP
memory_search_unifiedmerges and deduplicates results from multiple namespaces.
If the user requests --graph-rag, explain that this plugin has no supported text-query Graph RAG command. Offer --smart semantic retrieval as a clearly labeled fallback; do not claim graph traversal.
Steps
- Parse the query, optional namespace, result limit, and strategy flags. Omit
--namespaceto search all namespaces. For CLI commands, treat the query as untrusted shell input: use POSIX single-quote escaping for embedded apostrophes and reject embedded newlines. Do not interpolate it inside double quotes. - Run one of the supported paths: