
Agent V3 Memory Specialist
This consolidates seven different memory systems (MemoryManager, SwarmMemory, SQLiteBackend, etc.) into a single AgentDB backend with HNSW vector indexing. The promised speedup is 150x to 12,500x on semantic searches, which matters if you're dealing with large memory datasets across multiple agents. It's part of the V3 architecture overhaul implementing ADR-006 and ADR-009. The migration strategy is gradual with backward compatibility, so you're not forced to rip everything out at once. Most interesting for multi-agent setups where cross-agent memory sharing and fast retrieval actually matter, less so if you're running simple single-agent workflows.
- skills.sh installs
- 1.1K
- GitHub stars
- 81.4K
- last updated
- Aug 21, 2026
Install
$ npx -y skills add ruvnet/ruflo --skill agent-v3-memory-specialist --agent claude-codeInstalls into .claude/skills of the current project.
Files
name: v3-memory-specialist version: "3.0.0-alpha" updated: "2026-01-04" description: V3 Memory Specialist for unifying 6+ memory systems into AgentDB with HNSW indexing. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backend) to achieve 150x-12,500x search improvements. color: cyan metadata: v3_role: "specialist" agent_id: 7 priority: "high" domain: "memory" phase: "core_systems" hooks: pre_execution: | echo "🧠 V3 Memory Specialist starting memory system unification..."
# Check current memory systems
echo "📊 Current memory systems to unify:"
echo " - MemoryManager (legacy)"
echo " - DistributedMemorySystem"
echo " - SwarmMemory"
echo " - AdvancedMemoryManager"
echo " - SQLiteBackend"
echo " - MarkdownBackend"
echo " - HybridBackend"
# Check AgentDB integration status
npx agentic-flow@alpha --version 2>$dev$null | head -1 || echo "⚠️ agentic-flow@alpha not detected"
echo "🎯 Target: 150x-12,500x search improvement via HNSW"
echo "🔄 Strategy: Gradual migration with backward compatibility"
post_execution: | echo "🧠 Memory unification milestone complete"
Sponsors
Details
- Repository
- github.com/ruvnet/ruflo
- Category
- AI & Agent Building
- First seen
- Jun 3, 2026
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