memsearch¶
⭐ 2,538 · ✅ 活跃 · 插件
| 类型 | 插件 | 分类 | 记忆与上下文 |
| 星数 | ⭐ 2,538 | 状态 | ✅ 活跃 |
| 作者 | zilliztech | 更新时间 | — |
| 子分类 | 🧠 记忆系统 | 能力 | memory |
一句话介绍¶
面向所有 AI Agent(如 Claude Code、Codex、DSH)的持久化统一记忆层,基于 Markdown 与 Milvus 构建。
详细介绍¶
- DeepSeek Harness support — MemSearch now brings automatic capture, pre-step memory injection, native skill-based recall, background maintenance, and a read-only memory browser to DeepSeek Harness (DSH). - Skills from memory — MemSearch now distills the workflows you repeat into reusable, installable agent skills (a third "procedural memory" layer) and keeps them up to date in the background. See Skills from Memory. - Advanced memory maintenance — optional background tasks keep durable
PROJECT.mdandUSER.mdnotes current across sessions. See Advanced Memory Maintenance. ---
✨ 核心特性¶
- DeepSeek Harness support — MemSearch now brings automatic capture, pre-step memory injection, native skill-based recall, background maintenance, and a read-
- Skills from memory — MemSearch now distills the workflows you repeat into reusable, installable agent skills (a third "procedural memory" layer) and keeps t
- Advanced memory maintenance — optional background tasks keep durable
PROJECT.mdandUSER.mdnotes current across sessions. See [Advanced Memory Maintena
📦 安装¶
# Install
git clone --depth 1 https://github.com/zilliztech/memsearch.git
bash memsearch/plugins/codex/scripts/install.sh
codex --yolo # needed for ONNX model network access
🚀 快速开始¶
ls .memsearch/memory/
📚 更多信息¶
Install
git clone --depth 1 https://github.com/zilliztech/memsearch.git bash memsearch/plugins/codex/scripts/install.sh codex --yolo # needed for ONNX model network access After installing, chat as usual. Hooks capture and summarize each turn. Verify it's working: ls .memsearch/memory/ Recall memories — use the skill: $memory-recall what did we discuss about deployment? > 📖 [Codex Plugin docs](htt
Install the published plugin into your DSH profile
uv tool install "memsearch[onnx]" dsh plugin --profile web add @zilliz/memsearch-dsh
Install from ClawHub
openclaw plugins install --force clawhub:memsearch openclaw config set plugins.entries.memsearch.hooks.allowConversationAccess true openclaw config set plugins.entries.memsearch.hooks.allowPromptInjection true openclaw gateway restart After installing, chat in TUI as usual. The plugin captures each turn automatically. Verify it's working — memory files are stored in your agent's workspace:
🏗️ Architecture Overview
┌──────────────────────────────────────────────────────────────┐ │ 🧑💻 For Agent Users (Plugins) │ │ Claude Code · Codex · DSH · OpenClaw · OpenCode · Your App │ │ │ │ ├────────────────────────────┬─────────────────────────────────┤ │ 🛠️ For Agent Developers │ Build your own with ↓ │ │ ┌─────────────────────────┴──────────────────────────────┐ │ │ │ memsearch CLI / Python API │ │ │ │ index · searc