Individual skill
memory-search
Search Ruflo memory with semantic retrieval, keyword/semantic union, or optional SmartRetrieval reranking
plugins/ruflo-rag-memory/skills/memory-search/SKILL.md
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- Last checked
- Nov 9, 2026
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- Repository last updated
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- License
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- agent-memory Repository topic
- agent-orchestration Repository topic
- agentic-ai Repository topic
- agentic-workflow Repository topic
- ai-agents Repository topic
- autonomous-agents Repository topic
- claude Repository topic
- claude-code Repository topic
- codex Repository topic
- hnsw Repository topic
- engineering Derived category
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# 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 search` or MCP `memory_search`.
- **`--hybrid`:** CLI keyword + semantic result union, deduplicated and sorted by score. This is not the `ruvector search` CLI 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 lacks `smartSearch`; inspect the returned fallback note before claiming SmartRetrieval ran.
- **Cross-namespace:** MCP `memory_search_unified` merges 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