memory-management

Installation
SKILL.md

Memory Management for Long-Running Agents

Overview

Long-running agents face a fundamental problem: they can't remember everything, but forgetting the wrong thing breaks their usefulness. This skill covers memory architectures that balance context retention, token budget, and retrieval accuracy for agents that run for hours, days, or continuously.


Core Concepts

The Memory Problem

Issue Symptom Cost
Context Overflow Agent forgets early instructions Task failure, incoherent responses
Token Bloat Every message keeps growing 10x+ cost increase per task
Memory Pollution Irrelevant memories distract agent Hallucination, off-target responses
Stale Memories Outdated information used as fact Incorrect decisions
Memory Leaks Unused data accumulates unbounded Crash from OOM, endless context
Installs
11
GitHub Stars
464
First Seen
May 16, 2026
memory-management — cosmicstack-labs/mercury-agent-skills