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memory-management

AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, searching for similar solutions, semantic lookup of past work, learning from previous tasks, sharing knowledge between agents, building knowledge base. Skip when: no learning needed, ephemeral one-off tasks, external data sources available, read-only exploration.

How do I install this agent skill?

npx skills add https://github.com/ruvnet/ruflo --skill memory-management
view source ↗

Is this agent skill safe to install?

  • Gen Agent Trust Hubpass

    The skill provides a memory management system using the @claude-flow/cli tool. It includes local backup and optimization scripts. Security concerns are limited to the use of external code via npx and a potential surface for indirect prompt injection via stored memory content.

  • Socketpass

    No alerts

  • Snykwarn

    Risk: MEDIUM · No issues

  • Runlayerwarn

    2/3 files flagged

  • ZeroLeakspass

    Score: 93/100 · 2 sections analyzed

What does this agent skill do?

Memory Management Skill

Purpose

AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management.

When to Trigger

  • need to store successful patterns
  • searching for similar solutions
  • semantic lookup of past work
  • learning from previous tasks
  • sharing knowledge between agents
  • building knowledge base

When to Skip

  • no learning needed
  • ephemeral one-off tasks
  • external data sources available
  • read-only exploration

Commands

Store Pattern

Store a pattern or knowledge item in memory

npx @claude-flow/cli memory store --key "[key]" --value "[value]" --namespace patterns

Example:

npx @claude-flow/cli memory store --key "auth-jwt-pattern" --value "JWT validation with refresh tokens" --namespace patterns

Semantic Search

Search memory using semantic similarity

npx @claude-flow/cli memory search --query "[search terms]" --limit 10

Example:

npx @claude-flow/cli memory search --query "authentication best practices" --limit 5

Retrieve Entry

Retrieve a specific memory entry by key

npx @claude-flow/cli memory get --key "[key]" --namespace [namespace]

Example:

npx @claude-flow/cli memory get --key "auth-jwt-pattern" --namespace patterns

List Entries

List all entries in a namespace

npx @claude-flow/cli memory list --namespace [namespace]

Example:

npx @claude-flow/cli memory list --namespace patterns --limit 20

Delete Entry

Delete a memory entry

npx @claude-flow/cli memory delete --key "[key]" --namespace [namespace]

Initialize HNSW Index

Initialize HNSW vector search index

npx @claude-flow/cli memory init --enable-hnsw

Memory Stats

Show memory usage statistics

npx @claude-flow/cli memory stats

Export Memory

Export memory to JSON

npx @claude-flow/cli memory export --output memory-backup.json

Scripts

ScriptPathDescription
memory-backup.agents/scripts/memory-backup.shBackup memory to external storage
memory-consolidate.agents/scripts/memory-consolidate.shConsolidate and optimize memory

References

DocumentPathDescription
HNSW Guidedocs/hnsw.mdHNSW vector search configuration
Memory Schemadocs/memory-schema.mdMemory namespace and schema reference

Best Practices

  1. Check memory for existing patterns before starting
  2. Use hierarchical topology for coordination
  3. Store successful patterns after completion
  4. Document any new learnings

Add the canonical catalog link to the repository README so users can inspect current installs and available audits. The publishing guide covers the complete discovery path.

<a href="https://skillzs.dev/skills/ruvnet/ruflo/memory-management">View memory-management on skillZs</a>