chromadb

仓库创建 2026年5月12日最近提交 18 小时前SkillHot 收录 21 天前

这个 Skill 做什么

管理存放系统持久记忆的 ChromaDB 向量数据库，帮你检查存储状态、备份、搜索条目、删除或重置数据库。需要查看或维护记忆存储、做备份或清理向量条目时用它。底层基于 SQLite 并用 ONNX 嵌入模型，强调本地优先、可离线运行，别用它来做一般的历史问答。

▸ 展开 SKILL.md 英文原文

Manage the ChromaDB vector database that stores the ecosystem's persistent memory. Use when user asks to check memory storage, backup memory, search stored entries, delete entries, or reset the vector database. Do NOT use for general question answering about past sessions (use the memory skill for that).

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帮我安装这个 skill：https://raw.githubusercontent.com/EliasOulkadi/shokunin/master/.pack/skills/chromadb/SKILL.md

或 curl 直取 SKILL.md

curl -fsSL "https://raw.githubusercontent.com/EliasOulkadi/shokunin/master/.pack/skills/chromadb/SKILL.md"

SKILL.MD 节选查看完整文件 ↗

# chromadb · Memory Storage

**ChromaDB** is the vector database that powers Shokunin's persistent AI memory. It stores embeddings for semantic search across sessions. Built on SQLite with an ONNX embedding model for local-first, offline-capable operation.

## Workflow

### Step 1: Check storage status

```powershell
python ~/.shokunin/scripts/chroma-helper.py count
```

Output: total entries, collection count, disk size on disk, last write timestamp.

```powershell
python ~/.shokunin/scripts/chroma-helper.py stats
```

Output: entries per type (decision, file, command, checkpoint, session_end), per project, per date range.

### Step 2: Search stored entries

```powershell
python ~/.shokunin

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