Trigger Scenarios

需要跨会话保持上下文连续性希望代理从历史错误或决策中学习需要暂停并稍后恢复复杂编码任务

Install

npx skills add omega-memory/omega-memory --skill omega-memory -g -y

More Options

Non-standard path

npx skills add https://github.com/omega-memory/omega-memory/tree/main/openclaw-skill -g -y

Use without installing

npx skills use omega-memory/omega-memory@omega-memory

指定 Agent (Claude Code)

npx skills add omega-memory/omega-memory --skill omega-memory -a claude-code -g -y

安装 repo 全部 skill

npx skills add omega-memory/omega-memory --all -g -y

预览 repo 内 skill

npx skills add omega-memory/omega-memory --list

SKILL.md

Frontmatter

{
    "name": "omega-memory",
    "version": "1.0.0",
    "description": "Persistent memory for AI coding agents. Semantic search, auto-capture, checkpoint\/resume across sessions.",
    "requires_env": [],
    "requires_binaries": [
        "python3",
        "pip3"
    ]
}

OMEGA Memory

Persistent memory for AI coding agents. Your agent remembers decisions, learns from mistakes, and picks up where it left off.

Installation

pip3 install omega-memory[server]
omega setup

The omega setup command auto-configures your MCP client (Claude Code, Cursor, Windsurf, or Zed). No API keys needed — runs fully local with CPU-only embeddings.

What It Does

OMEGA gives your agent a persistent memory layer across coding sessions:

Decisions & context carry forward — no re-explaining
Lessons learned from errors are recalled before you repeat them
Checkpoint/resume lets you pause complex tasks and pick up later
Semantic search over all stored memories with contextual re-ranking

MCP Tools (12 tools)

Tool	Purpose
`omega_welcome`	Session briefing with recent memories and profile
`omega_protocol`	Retrieve operating rules and behavioral guidelines
`omega_store`	Store typed memory (decision, lesson, error, preference, summary)
`omega_query`	Semantic or phrase search with tag filters and re-ranking
`omega_lessons`	Cross-session lessons ranked by access count
`omega_profile`	Read or update the user profile
`omega_checkpoint`	Save task state for cross-session continuity
`omega_resume_task`	Resume a previously checkpointed task
`omega_memory`	Manage a specific memory (edit, delete, feedback, similar, traverse)
`omega_remind`	Set, list, or dismiss time-based reminders
`omega_maintain`	System housekeeping (health, consolidate, compact, backup, restore)
`omega_stats`	Analytics: type breakdown, session stats, weekly digest, access rates