Agent skill · operations · sundial-org
memory-manager
Local memory management for agents. Compression detection, auto-snapshots, and semantic search. Use when agents need to detect compression risk before memory loss, save context snapshots, search historical memories, or track memory usage patterns. Never lose context again.
Why this skill is useful
Adds 5 executable scripts for memory management that enhance context retention and organization capabilities.
What it needs
Requires openclaw installed locally. About 4k tokens when loaded. Last updated 2026-03-07. 639 stars on the source repository.
What this skill does
Memory Manager Professional-grade memory architecture for AI agents. Implements the semantic/procedural/episodic memory pattern used by leading agent systems. Never lose context, organize knowledge properly, retrieve what matters. Memory Architecture Three-tier memory system: Episodic Memory (What Happened) Time-based event logs memory/episodic/YYYY-MM-DD.md "What did I do last Tuesday?" Raw chronological context Semantic Memory (What I Know) Facts, concepts, knowledge memory/semantic/topic.md "What do I know about payment validation?" Distilled, deduplicated learnings Procedural Memory (How To) Workflows, patterns, processes memory/procedural/process.md "How do I launch on Moltbook?" Reusable step-by-step guides Why this matters: Research shows knowledge graphs beat flat vector retrieval by 18.5% (Zep team findings). Proper architecture = better retrieval. Quick Start 1. Initialize Memory Structure Creates: 2. Check Compression Risk Output: ✅ Safe (<70% full) ⚠️ WARNING (70-85% full) 🚨 CRITICAL (>85% full) 3. Organize Memories Migrates flat memory/.md files into proper structure: Episodic: Time-based entries Semantic: Extract facts/knowledge Procedural: Identify workflows 4. Search by Memory Type 5. Add to Heartbeat Commands Core Operations init.sh - Initialize memory structure detect.sh - Check compression risk snapshot.sh - Save before compression organize.sh - Migrate/organize memories search.sh <type> <query> - Search by memory type stats.sh - Usage statistics Memory Organization Manual categorization: How It Works Compression Detection Monitors all memory types: Episodic files (daily logs) Semantic files (knowledge base) Procedural files (workflows) Estimates total context usage across all memory types. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills sundial-org/memory-manager