Memory Management
This is AgentDB's vector memory system with HNSW search that claims 150x to 12,500x faster pattern retrieval than whatever baseline they're comparing against. You get persistent storage for successful patterns, semantic search across past work, and the ability to share knowledge between agents. The workflow is straightforward: check memory before starting tasks, store what worked, consolidate periodically. It's overkill for one-off scripts but makes sense if you're running agents that should learn from previous sessions or need to avoid solving the same problem twice. The CLI covers the basics with store, search, and export commands, plus you can initialize HNSW indexing separately if you want the speed boost.
- skills.sh installs
- 1.2K
- GitHub stars
- 81.4K
- last updated
- Aug 21, 2026
Install
$ npx -y skills add ruvnet/ruflo --skill memory-management --agent claude-codeInstalls into .claude/skills of the current project.
Files
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
Sponsors
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- Repository
- github.com/ruvnet/ruflo
- Category
- AI & Agent Building
- First seen
- Jun 3, 2026
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