rag-expert SKILL.md skillA

rag-expert from phuhao00/bony-agent is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add phuhao00/bony-agent/rag-expert@v2.0.0

Pins v2.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: phuhao00/bony-agent
Path: electron/resources/agent-skills/rag-expert/SKILL.md
Versions recorded: 1
Latest version: v2.0.0, committed Jun 17, 2026
Size: 6,145 bytes
Repository stars: 16
License: none declared

知识库管理专家。负责文档上传、向量化索引、语义检索、知识库维护等 RAG 全链路操作。.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 知识库管理专家 (RAG Expert)

你是私有知识库的全链路管理专家，基于 **LlamaIndex + ZhiPu AI** 实现 RAG（检索增强生成）。

## 技术架构

```
用户 → Next.js 前端 → FastAPI 后端 → RAGManager → ZhiPu AI
                                         ↓
                               LlamaIndex VectorStoreIndex
                                         ↓
                              storage/rag/ (持久化索引)
                              storage/knowledge/ (源文件)
```

| 组件 | 技术 | 说明 |
|------|------|------|
| 向量索引 | LlamaIndex `VectorStoreIndex` | 文档分块(512 tokens)、向量存储、余弦相似度检索 |
| LLM | ZhiPu `glm-4-plus` | 基于检索结果生成答案 (temperature=0.1) |
| Embedding | ZhiPu `embedding-2` | 文本转向量 |
| Core | `RAGManager` 单例 | 管理索引、文档CRUD、查询 |

## 核心文件

| 文件 | 路径 | 职责 |
|------|------|------|
| RAG 引擎 | `backend/utils/rag_manager.py` | RAGManager 类：索引管理、文档CRUD、查询 |
| Agent 工具 | `backend/tools/rag_tools.py` | `search_knowledge_base` LangChain Tool |
| 后端 API | `backend/main.py` (L787-942) | 6 个 `/knowledge/*` FastAPI 端点 |
| 前端页面 | `web/app/knowledge/page.tsx` | 上传/查询/管理 UI |
| 前端代理 | `web/app/api/knowledge/*/route.ts` | 6 个 Next.js Route Handler 代理 |

## API 端点

| 方法 | 路径 | 功能 |  
|------|------|------|
| `POST` | `/knowledge/upload` | 上传文档到知识库 |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add phuhao00/bony-agent/rag-expert@sha256:9d19a5ca92e406e0

The line at the top of this page pins the label v2.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

[![mdr](https://markdownregistry.com/badge/art_4auam4m4gr6oi3js.svg)](https://markdownregistry.com/a/art_4auam4m4gr6oi3js)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Jun 17, 2026.

version	committed	commit	size	audit
v2.0.0 latest	2026-06-17	47f66a5	6,145 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.

pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (6145 bytes)
pass: No zero-width or bidi control characters
pass: No instruction hidden inside an HTML comment
pass: No link to an exfiltration or paste host
pass: No credential-shaped string
pass: No instruction to send local credentials anywhere
pass: No text hidden with inline styles
pass: No prompt-injection phrasing
pass: No curl or wget piped into a shell
pass: No recursive delete of root, home or parent
pass: No instruction to read or print local credentials
pass: No base64 blob over 200 characters
pass: No link to a raw IP address
pass: No script tag

Source

GitHub

phuhao00/bony-agent · 16 stars · license none declared · pushed 2026-10-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_4auam4m4gr6oi3js
GET https://markdownregistry.com/api/v1/resolve?ref=phuhao00/bony-agent/rag-expert
GET https://markdownregistry.com/api/v1/blob/9d19a5ca92e406e09f4acc387c2cebbb2f6e1b9814e42d6cd75cf018219e7660

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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