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memory-search

Find stored Ruflo memories by meaning, keywords, or an optional ranking method. Search across storage groups, retrieve past solutions and task context, and see which search method actually ran, including any fallback.

中文简介正在准备中。当前显示英语简介。

原文查看原文说明

Search Ruflo memory with semantic retrieval, keyword/semantic union, or optional SmartRetrieval reranking

查看安装方法

适用场景

  • Finding solutions to previously resolved problems
  • Retrieving past task context and user corrections
  • Searching memories across multiple storage groups
  • Combining keyword and meaning-based search

包含的文件(1)

  • SKILL.md3.3 KB

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

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

  1. Parse the query, optional namespace, result limit, and strategy flags. Omit --namespace to 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.

  2. Run one of the supported paths:

    Semantic (default)

    npx @claude-flow/cli@latest memory search --query 'QUERY' --limit 10
    

    MCP: mcp__plugin_ruflo-core_ruflo__memory_search({ query: "QUERY", limit: 10 })

    Keyword + semantic union (--hybrid)

    npx @claude-flow/cli@latest memory search --query 'QUERY' --type hybrid --limit 10
    

    Add --namespace NAMESPACE only when the user requests one.

    Smart retrieval (--smart)

    npx @claude-flow/cli@latest memory search --query 'QUERY' --smart --limit 10
    

    MCP: mcp__plugin_ruflo-core_ruflo__memory_search({ query: "QUERY", smart: true, limit: 10 })

    Cross-namespace bridge search mcp__plugin_ruflo-core_ruflo__memory_search_unified({ query: "QUERY", limit: 10 })

  3. For a complex query, optionally request AgentDB context synthesis with its registered schema: mcp__plugin_ruflo-core_ruflo__agentdb_context-synthesize({ query: "QUERY", maxEntries: 10 })

  4. Present the returned entries with namespace attribution. Distinguish raw similarity from SmartRetrieval's rankingScore; neither is a probability of truth. State when SmartRetrieval fell back to plain search.

Namespace guide

NamespaceTypical content
patternsReusable approaches
tasksTask context
solutionsResolved problems
feedbackUser corrections
securitySecurity notes
(omit)All available namespaces

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中文简介正在准备中。当前显示英语简介。

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中文简介正在准备中。当前显示英语简介。

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中文简介正在准备中。当前显示英语简介。

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