ruvnet avatar

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-code

Installs 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

More from ruvnet/ruflo

All 236
1ruvnet avataragent-pagerank-analyzerruvnet/rufloAgent skill for pagerank-analyzer - invoke with $agent-pagerank-analyzer1.1Kskills.sh installs
2sickn33 avatarlanggraphsickn33/antigravity-awesome-skillslanggraph1Kskills.sh installs
3sickn33 avatarai-engineersickn33/antigravity-awesome-skillsai engineer948skills.sh installs
4aradotso avatarweclaw-wechat-ai-bridgearadotso/trending-skillsweclaw wechat ai bridge911skills.sh installs
5sickn33 avatarai-productsickn33/antigravity-awesome-skillsai product843skills.sh installs
6sickn33 avataragent-tool-buildersickn33/antigravity-awesome-skillsagent tool builder826skills.sh installs