V3 Memory Specialist
Skill Verified ActiveAgent skill for v3-memory-specialist - invoke with $agent-v3-memory-specialist
To unify disparate memory systems into a high-performance, AgentDB-backed solution with HNSW indexing, achieving massive search speed improvements and enabling cross-agent memory sharing.
Features
- Unifies 7+ disparate memory systems
- Integrates with AgentDB for unified storage
- Implements HNSW indexing for 150x-12,500x search speed improvement
- Supports both semantic and structured memory queries
- Facilitates SONA integration for learning pattern storage
Use Cases
- When needing to consolidate multiple memory backends into a single, high-performance system.
- To achieve significant speedups in memory retrieval for AI agents.
- For integrating advanced memory features like cross-agent sharing and SONA pattern learning.
- During the migration from legacy memory systems to a modern, unified architecture.
Non-Goals
- Replacing the core LLM or agent orchestration framework itself.
- Providing a generic interface for unrelated data storage.
- Implementing new memory systems from scratch without leveraging existing paradigms.
Workflow
- Initialize memory system unification process.
- Check current memory systems and AgentDB integration status.
- Execute memory system unification using AgentDB and HNSW indexing.
- Store memory patterns using agentic-flow for performance tracking.
Practices
- Memory system unification
- Performance optimization
- Data migration
- AgentDB integration
Prerequisites
- agentic-flow@alpha installed
Code Execution
- info:LoggingThe `pre_execution` and `post_execution` hooks print informational messages to stdout, and error output is redirected. A dedicated audit log file is not explicitly mentioned or implemented.
Installation
npx skills add ruvnet/rufloRuns the Vercel skills CLI (skills.sh) via npx — needs Node.js locally and at least one installed skills-compatible agent (Claude Code, Cursor, Codex, …). Assumes the repo follows the agentskills.io format.
Quality Score
VerifiedTrust Signals
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