skills.rest
kbtime
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memos-memory

Store and search persistent user memories via MemOS API endpoints.

Updated Feb 20, 2026
Search Tags:#recall#personalization#memory#persistence#memos#cross-session#conversation-context
One-click install
npx skills add https://github.com/kbtime/openclaw-workspace --skill memos-memory
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: memos-memory
Source: https://github.com/kbtime/openclaw-workspace/tree/main/skills/memos-memory
Command: npx skills add https://github.com/kbtime/openclaw-workspace --skill memos-memory

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

MemOS provides persistent memory storage for user conversations, preferences, and important information, enabling cross-session continuity and quick recall of user context.

Core Features & Use Cases

  • Store user preferences, important facts, and conversation history for future sessions.
  • Retrieve relevant memories quickly to tailor responses and recommendations.
  • Use case: cross-session personalization and memory-driven recall of user needs.

Quick Start

Use MemOS to add a memory item for a user, then query it to retrieve relevant memories across sessions.

Frequently Asked Questions about memos-memory

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I persist conversation context across multiple chat sessions?▼

To persist conversation context across sessions, use a memory storage API to save user preferences and history. This Skill provides add and search endpoints to store and retrieve cross-session memories for chat-based assistants.

What is cross-session memory recall for chat assistants?▼

Cross-session memory recall is the ability to retrieve stored user context and preferences in future conversations. This Skill implements a memory storage API to preserve and search important details across different chat sessions.

Do I need an API key to store user preferences for future sessions?▼

Yes, you need environment-provided MEMOS_API_KEY and MEMOS_BASE_URL to use the memory storage API. These configurations enable the add and search endpoints required to store and retrieve persistent memories.

How do I retrieve relevant memories quickly to tailor responses?▼

To retrieve relevant memories and tailor responses, query the memory storage API's search endpoint. This allows chat-based assistants to access stored preferences and history for cross-session personalization.

Can I use this memory storage API for cross-session personalization across domains?▼

Yes, the memory storage API supports cross-session personalization across domains. It preserves user context, history, and important details, allowing chat-based assistants to recall specific user needs regardless of the domain.

What are the limitations of using environment variables for persistent memory operations?▼

Operations depend strictly on environment-provided MEMOS_API_KEY and MEMOS_BASE_URL. If these variables are missing or invalid, the memory storage API cannot add or search persistent memories, halting cross-session recall capabilities.

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