Skip to content
cccskills
FreePublished on GitHub

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.

OriginalShow the original description

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

See how to install

Good for

  • 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

Files included (1)

  • SKILL.md3.3 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

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

Reviews

No reviews yet. Tell others what you thought.

Comments

No login needed. Share how it worked for you, ask a question, or note where it did not run.

No comments yet. Be the first to write one.

Comments are published right away. Do not include personal information such as email addresses or phone numbers. Up to 2 URLs.

0 / 1,000 characters

This form is protected by reCAPTCHA, and the Google Privacy Policy and Terms of Service apply.

More skills from this repository

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.

  • Adding newly available router models to chat-ui
  • Writing concise descriptions of model capabilities
  • Updating production and development model entries together
ruvnet/ruflo76.8KUpdated Oct 19, 2026

adr-create

FreeSummary

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.

  • Record the reasoning behind adopting a technology
  • Start an ADR for an API or data model change
  • Document an infrastructure decision
ruvnet/ruflo76.8KUpdated Oct 19, 2026

adr-index

FreeSummary

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.

  • Index ADRs imported from another project
  • Refresh a graph that differs from files on disk
  • Set up ADR tracking in an existing codebase
ruvnet/ruflo76.8KUpdated Oct 19, 2026

adr-reindex

FreeSummary

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.

  • Rebuild the index after deleting an ADR file
  • Remove stale relationships after editing an ADR
  • Reconcile the ADR index on a schedule
ruvnet/ruflo76.8KUpdated Oct 19, 2026

adr-review

FreeSummary

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.

  • Check a pull request before merging
  • Review major code changes against agreed design decisions
  • Find references to superseded ADRs
ruvnet/ruflo76.8KUpdated Oct 19, 2026

adr-verify

FreeSummary

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.

  • Checking ADR integrity after import
  • Blocking CI when ADR issues are found
  • Reviewing ADR data before a release
ruvnet/ruflo76.8KUpdated Oct 19, 2026

See all skills by ruvnet

Report a problem with this skill