memory-search
SOTA semantic search — hybrid (sparse+dense), Graph RAG multi-hop, MMR diversity reranking, recency weighting
Profile →npx skills add ruvnet/ruflo --skill memory-search --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Memory Search (SOTA) State-of-the-art semantic search across Ruflo memory with multiple retrieval strategies. ## Strategy Selection Choose based on query type: - **Default** (dense): fast single-hop semantic match - **--hybrid**: sparse + dense with RRF fusion (20-49% better for keyword+semantic queries) - **--graph-rag**: multi-hop knowledge retrieval (30-60% better for reasoning queries) ## Steps 1. **Parse query and flags** — extract search text and strategy flags from arguments 2. **Select retrieval strategy**: **Dense search (default)**: ```bash npx @claude-flow/cli@latest memory search --query "QUERY" --namespace NAMESPACE --limit 10 ``` Or via MCP: `mcp__plugin_ruflo-core_ruflo__memory_search({ query: "QUERY", namespace: "NAMESPACE", limit: 10 })` **Hybrid search** (when --hybrid or query has specific keywords): ```bash npx ruvector search "QUERY" --hybrid --limit 10 ``` **Graph RAG** (when --graph-rag or multi-hop reasoning needed): ```bash npx ruvector search "QUERY" --graph-rag --limit 10 ``` **Smart retrieval** (when --smart or complex recall needed): ```bash npx @claude-flow/cli@latest memory search --query "QUERY" --smart --limit 10 ``` Or via MCP: `mcp__plugin_ruflo
- Strategy Selection
- Steps
- Namespace Guide
npx @claude-flow/cli@latest memory search --query "QUERY" --namespace NAMESPACE --limit 10 npx ruvector search "QUERY" --hybrid --limit 10 npx ruvector search "QUERY" --graph-rag --limit 10 npx @claude-flow/cli@latest memory search --query "QUERY" --smart --limit 10
What does the memory-search skill do?
SOTA semantic search — hybrid (sparse+dense), Graph RAG multi-hop, MMR diversity reranking, recency weighting
How do I install it?
Run `npx skills add ruvnet/ruflo --skill memory-search --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From ruvnet/ruflo, a repository with 67,015 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.