Agent skill · software engineering · aiskillstore
agentdb-persistent-memory-patterns
Implement persistent memory patterns for AI agents using AgentDB - session memory, long-term storage, pattern learning, and context management for stateful agents, chat systems, and intelligent assistants
Why this skill is useful
Adds executable scripts for implementing persistent memory patterns in AgentDB that are not available in public documentation.
What it needs
Requires agentdb installed locally. About 2k tokens when loaded. Last updated 2026-08-07. 405 stars on the source repository.
What this skill does
AgentDB Persistent Memory Patterns Overview Implement persistent memory patterns for AI agents using AgentDB - session memory, long-term storage, pattern learning, and context management for stateful agents, chat systems, and intelligent assistants. SOP Framework: 5-Phase Memory Implementation Phase 1: Design Memory Architecture (1-2 hours) Define memory schemas (episodic, semantic, procedural) Plan storage layers (short-term, working, long-term) Design retrieval mechanisms Configure persistence strategies Phase 2: Implement Storage Layer (2-3 hours) Create memory stores in AgentDB Implement session management Build long-term memory persistence Setup memory indexing Phase 3: Test Memory Operations (1-2 hours) Validate store/retrieve operations Test memory consolidation Verify pattern recognition Benchmark performance Phase 4: Optimize Performance (1-2 hours) Implement caching layers Optimize retrieval queries Add memory compression Performance tuning Phase 5: Document Patterns (1 hour) Create usage documentation Document memory patterns Write integration examples Generate API documentation Quick Start Memory Patterns Session Memory Long-Term Storage Pattern Learning Success Metrics Memory persists across agent restarts Retrieval latency < 50ms (p95) Pattern recognition accuracy > 85% Context maintained with 95% accuracy Memory consolidation working Additional Resources Full documentation: SKILL.md Process guide: PROCESS.md AgentDB Memory Docs: https://agentdb.dev/docs/memory
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills aiskillstore/agentdb-persistent-memory-patterns