본문으로 건너뛰기
cccskills
무료GitHub에 공개

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

원문원문 설명 보기

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

ruvnet/ruflo
설치 방법 보기

이럴 때 유용합니다

  • 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

포함된 파일(1)

  • SKILL.md3.3 KB

SKILL.md(원문)

설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.

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

리뷰

아직 리뷰가 없습니다. 사용해 본 소감을 남겨 주세요.

댓글

로그인 없이 쓸 수 있습니다. 사용 후기, 질문, 작동하지 않은 환경 등을 편하게 남겨 주세요.

아직 댓글이 없습니다. 첫 댓글을 남겨 보세요.

보내면 바로 공개됩니다. 이메일 주소나 전화번호 같은 개인 정보는 쓰지 마세요. URL은 2개까지입니다.

0 / 1,000자

이 양식은 reCAPTCHA로 보호되며 Google 개인정보처리방침 및 서비스 약관이 적용됩니다.

같은 저장소의 스킬

add-model-descriptions

무료

Compare models available through the HuggingFace router with chat-ui configuration, research missing models, and write short English descriptions of their architecture and capabilities. Add entries to both production and development configuration files and commit the changes.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Adding newly available router models to chat-ui
  • Writing concise descriptions of model capabilities
  • Updating production and development model entries together
ruvnet/ruflo7.7만2026년 10월 19일 업데이트

adr-create

무료

Create an Architecture Decision Record, a document for recording important design choices, with the next sequential number. It generates a Markdown template, registers the record in AgentDB, and links related decisions found through search.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Record the reasoning behind adopting a technology
  • Start an ADR for an API or data model change
  • Document an infrastructure decision
ruvnet/ruflo7.7만2026년 10월 19일 업데이트

adr-index

무료

Build a searchable index and relationship graph from ADRs, records of architectural decisions. Import two supported document formats, refresh existing metadata without duplicate relationships, and review summaries of statuses, missing references, and inconsistencies.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Index ADRs imported from another project
  • Refresh a graph that differs from files on disk
  • Set up ADR tracking in an existing codebase
ruvnet/ruflo7.7만2026년 10월 19일 업데이트

adr-reindex

무료

Rebuild the index of ADRs, records of architectural decisions, after files or relationship lines are deleted. It clears stored records and relationships, indexes the files still present, and checks that the final record count matches.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Rebuild the index after deleting an ADR file
  • Remove stale relationships after editing an ADR
  • Reconcile the ADR index on a schedule
ruvnet/ruflo7.7만2026년 10월 19일 업데이트

adr-review

무료

Review code changes against accepted Architecture Decision Records, documents that capture agreed design choices. Report violations, outdated references, compliant changes, and areas without ADR coverage, then suggest code fixes or a new decision record where appropriate.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Check a pull request before merging
  • Review major code changes against agreed design decisions
  • Find references to superseded ADRs
ruvnet/ruflo7.7만2026년 10월 19일 업데이트

adr-verify

무료

Check saved architecture decision records (ADRs) for broken references, circular replacement relationships, and inconsistent statuses. Use the results to verify imported records or stop a CI check when selected integrity rules fail.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Checking ADR integrity after import
  • Blocking CI when ADR issues are found
  • Reviewing ADR data before a release
ruvnet/ruflo7.7만2026년 10월 19일 업데이트

ruvnet의 스킬 모두 보기

이 스킬의 문제 신고