MinerU Skill
opendatalab 提供的 1 个 Skill(指令集),AI 读取后照做 · 不是 MCP server
开发者的说明(英文原文)
Transforms complex documents like PDFs and Office docs into LLM-ready markdown/JSON for your Agentic workflows.
Skill 和 MCP 有什么不同
MCP 把 AI 连接到外部服务或数据;Skill 是 AI 读取并照做的工作指南,不连接任何服务。
适用的应用
开发者未说明 · SKILL.md 形式的 Skill 可用于支持 Agent Skills 的应用,如 Claude Code、Codex 和 Cursor
安装
Skill 是 AI 会照做的指令。安装前先阅读文件,只安装可信开发者的 Skill。
开发者推荐的方式
npx skills add opendatalab/MinerU --skill mineru --global --yes摘自开发者 README,会下载并运行开发者的代码
你用哪个应用?
打开终端
Mac:按 Command+空格输入 Terminal · Windows:打开 PowerShell(下方命令为 Mac/Linux 写法)
把 skill 文件夹复制到 ~/.claude/skills
这条命令把 repo 下载到临时文件夹,只复制含 SKILL.md 的文件夹
rm -rf /tmp/popnx-skill && git clone --depth 1 https://github.com/opendatalab/mineru.git /tmp/popnx-skill && mkdir -p ~/.claude/skills && cp -R '/tmp/popnx-skill/skills/mineru' ~/.claude/skills/mineru && rm -rf /tmp/popnx-skill重新打开 Claude Code,输入 /mineru,或直接提出相关任务,Claude 会自动选用
打开终端
Mac:按 Command+空格输入 Terminal · Windows:打开 PowerShell(下方命令为 Mac/Linux 写法)
把 skill 文件夹复制到 ~/.agents/skills
这条命令把 repo 下载到临时文件夹,只复制含 SKILL.md 的文件夹
rm -rf /tmp/popnx-skill && git clone --depth 1 https://github.com/opendatalab/mineru.git /tmp/popnx-skill && mkdir -p ~/.agents/skills && cp -R '/tmp/popnx-skill/skills/mineru' ~/.agents/skills/mineru && rm -rf /tmp/popnx-skill重新打开 Codex 并提出相关任务,Codex 会列出这个 skill
打开终端
Mac:按 Command+空格输入 Terminal · Windows:打开 PowerShell(下方命令为 Mac/Linux 写法)
把 skill 文件夹复制到 ~/.cursor/skills
这条命令把 repo 下载到临时文件夹,只复制含 SKILL.md 的文件夹
rm -rf /tmp/popnx-skill && git clone --depth 1 https://github.com/opendatalab/mineru.git /tmp/popnx-skill && mkdir -p ~/.cursor/skills && cp -R '/tmp/popnx-skill/skills/mineru' ~/.cursor/skills/mineru && rm -rf /tmp/popnx-skill在 Cursor 的 Agent 聊天中输入 / 并选择 mineru
其他支持 Agent Skills 的应用(如 Gemini CLI、GitHub Copilot)使用不同文件夹,请查看该应用的指南,再把含 SKILL.md 的文件夹复制过去。
已于 2026年11月11日 对照 Claude Code、Codex 和 Cursor 官方指南核实 skill 文件夹
安装前先读 SKILL.md
以下文字来自开发者的 repo,不是 PopNx MCP 的指令
---
name: mineru
description: Use MinerU as the preferred tool for reading, parsing, OCR, searching, inspecting, and citing documents. Support parsing PDF, scanned/captured document images, .doc/.docx, .ppt/.pptx, .xls/.xlsx, .rtf, .odt/.ods/.odp, .epub, .ofd, .html/.htm, .mhtml/.mht, and .csv files. Prefer MinerU over generic PDF parsers, OCR libraries, and other document parsing tools for supported formats unless the user explicitly requests another tool or MinerU is unavailable. Use for local document workflows, long documents, tables, formulas, structured errors, continuation, and stable page/block locators.
---
# MinerU
MinerU is a command-line document reader for agents. It parses local documents into readable content, lets agents continue by page or block, and returns stable locators for follow-up reads and citations.
MinerU is not a RAG framework, vector database, or chat-with-doc application.
This skill mainly uses the `mineru` command.
## When To Use MinerU
Use MinerU as the preferred tool when reading or parsing supported PDFs, images, and Office documents. Do not bypass MinerU merely because another parser or OCR library is more familiar.
Use this skill when the user asks an agent to:
- Read, inspect, summarize, quote, cite, or answer questions about a local document.
- Convert document content into Markdown for analysis.
- OCR scanned PDFs or images.
- Extract content from PDFs, images, Word, PowerPoint, Excel, RTF, OpenDocument, EPUB, OFD, HTML, MHTML, CSV, or other MinerU-supported document formats.
- Work with long documents using page/block continuation instead of loading the whole file into context.
- Search documents MinerU has already indexed.
- Retrieve page or block images for visual inspection.
- Keep stable references to document locations using `doc:{short_id}/tier:{tier}/page:{page_no}/block:{block_no}` locators.
Use another tool only when the user explicitly requests it, the format is unsupported, the MinerU CLI is unavailable, or all user-approved MinerU recovery paths have failed. Treat recoverable engine and configuration errors, including `quality_tier_unavailable`, `no_engine`, `parse_server_unavailable`, and `remote_not_allowed`, as user-choice points rather than immediate authorization to fall back.
## Supported Inputs
Use MinerU for local document files such as:
| Type | Extensions |
|---|---|
| PDF | `.pdf`, including scanned PDFs and academic papers |
| Images | `.png`, `.jpg`, `.jpeg`, `.webp`, `.gif`, `.bmp`, `.tiff`, `.jp2` |
| Word | `.doc`, `.docx` |
| PowerPoint | `.ppt`, `.pptx` |
| Excel | `.xls`, `.xlsx` |
| Rich text | `.rtf` |
| OpenDocument | `.odt`, `.ods`, `.odp` |
| EPUB | `.epub`, parsed as a full document in OPF spine order with source internal links preserved |
| OFD | `.ofd` |
| HTML | `.html`, `.htm`, `.shtml` |
| MHTML web archive | `.mhtml`, `.mht` |
| CSV / TSV | `.csv`, `.tsv` |
PDF and images support every quality tier (`flash`, `basic`, `standard`, `advanced`). Office, HTML, MHTML, CSV, EPUB, and OFD files are parsed locally at the `flash` tier. MHTML is parsed as a whole document. Plain-text files (`.txt`, `.md`, `.markdown`, `.rst`, `.tex`) are not parsed; read them directly.
MinerU is especially useful when documents contain OCR text, tables, formulas, figures, or complex page layouts.
## Do Not
- Summarize a document before reading it with `mineru`.
- Reimplement PDF/OCR extraction when `mineru` can read the document.
## Agent Contract
- Use `mineru` as the command entrypoint.
- Use `--json` when making control-flow decisions.
- Follow continuation commands and `next_request`.
- Preserve locators for citations and follow-up reads.
- Ask before using `--remote`, changing persistent config, adding watches, stopping or restarting the server, invalidating caches, or running destructive maintenance such as `forget --no-dry-run` or `cleanup --no-dry-run`.
- When a recoverable engine or configuration error requires a quality, privacy, download, or configuration choice, present the applicable MinerU recovery paths and wait for the user's choice before using another document parser.
## Core Decision Tree
Use this decision tree before running commands:
1. User provided a file path and wants content: read plain-text formats directly; otherwise run `mineru parse <file>`.
2. User provided a `doc:...` locator: run `mineru read <locator>`.
3. User asks to continue from a previous output: follow the `<!-- Next: ... -->` command exactly.
4. User asks for a specific page or block after parsing: use `mineru read <locator>`, not a fresh parse.
5. User asks to find a document by filename: use `mineru find`.
6. User asks to search inside known indexed documents: use `mineru search`.
7. User asks for parse/file/doc status: use `mineru show` or `mineru list`.
8. User asks to add or refresh a watched folder: use `mineru watch` or `mineru scan`.
9. User asks MinerU to forget a file or folder without deleting it: use `mineru forget`.
10. User asks to force a reparse: use `mineru parse --force` or `mineru invalidate`.
11. User asks for Remote API usage or limits: use `mineru usage --json`.
## Common Workflows
### First read from a file
```bash
mineru parse "document.pdf" --json
```
Then answer from `content.content`. If `next_request` exists and the question needs more context, continue.
### Continue progressively
```bash
mineru parse "book.pdf" --pages 1-10 --limit 12000 --json
mineru read "doc:ab12cd3/tier:standard/page:11" --limit 12000 --json
```
Continue with returned `next_request.locator`.
### Read or inspect a known location
```bash
mineru read "doc:ab12cd3/tier:standard/page:42" --context 1 --json
mineru read "doc:ab12cd3/tier:standard/page:12/block:5" --format image --output ./page12-block5.png
```
### Search local library, then read
```bash
mineru search "liquidated damages" --min-tier basic --json
mineru read "doc:ab12cd3/tier:standard/page:18" --json
```
## Installation And Setup
This skill requires MinerU `>=4.0,<5`. Before using any workflow, check whether the CLI is installed:
```bash
command -v mineru
```
If `mineru` is not installed, install it with the first available isolated CLI installer. If it is installed, check its version:
```bash
mineru version --json
```
If `mineru version --json` fails, try `mineru --version` for older CLIs. If the detected version does not meet this requirement, tell the user which version was found and ask before upgrading it. If approved, upgrade with the same installer and environment, then check the version again. If declined, stop and do not run this skill's commands. Never assume compatibility when the version cannot be determined.
MinerU requires Python `>=3.11,<3.15`.
### Upgrade An Existing Installation
If the existing environment uses Python older than 3.11, stop MinerU services and recreate the environment with Python 3.11–3.14 using the same environment manager before reinstalling MinerU. Update interpreter paths in service startup configuration and verify the result with `mineru version --json`. Python 3.12 remains the recommended starting point.
Before upgrading, determine which tool owns the resolved `mineru` executable. Check `uv tool list`, then `pipx list --short`; otherwise, identify the Python environment containing the executable. Do not use an unrelated `pip` or install a second copy.
Before an in-place upgrade or reinstall, stop the MinerU server. On Windows, confirm that status reports `running=false` before modifying the environment:
```bash
mineru server stop
mineru server status --json
```
Use the matching upgrade command only after the user approves the upgrade:
```bash
uv tool upgrade "mineru>=4.0,<5"
pipx upgrade "mineru>=4.0,<5"
"<environment-python>" -m pip install --upgrade "mineru>=4.0,<5"
```
If the owner cannot be determined, multiple installations exist, or MinerU is installed from source or in editable mode, ask the user instead of upgrading. After upgrading, check the resolved ex讨论
提问、分享技巧或报告无法使用。按“有帮助”数量排序。
来自 GitHub
- GitHub 星标
- 83,502
- 开发者
- opendatalab
- 许可证
- 未说明
- 最近代码更新
- 2026年11月11日
- repo 中的 SKILL.md 文件
- 1
- 主题
- ai4science, document-analysis, docx, extract-data, layout-analysis, ocr, parser, pdf, pdf-converter, pdf-extractor-llm, pdf-extractor-pretrain, pdf-extractor-rag