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mineru document extractor

基于 mineru-open-api CLI 的文档提取 Skill,将 PDF、扫描件、图片、Word、PPT、Excel 与网页转为 Markdown、HTML、LaTeX 或 DOCX。提供免 Token 的 flash-extract 快速模式与需 Token 的 extract 高精度模式,支持 OCR、表格/公式识别与批量处理,文档内容会上传至 mineru.net 服务端解析。

mineru-extract
mineru-extract
热度 95.30
最近更新 2026-05-11 17:33:53
分类:效率依赖:代码执行 / 读写文件 / 第三方 API应用场景:文件转换 / 数据处理

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add mineru-document-extractor
Metadata
name
MinerU Document Extractor
description
MinerU document extraction — convert PDFs, scanned documents, images, Word (DOC/DOCX), PowerPoint (PPT/PPTX), Excel (XLS/XLSX), and web pages into clean Markdown, HTML, LaTeX, or DOCX. MinerU is an all-in-one CLI tool and agent skill for reliable, high-fidelity document parsing. Struggling with unreadable PDFs, messy table formatting, or garbled formulas after conversion? MinerU solves these with two extraction modes: MinerU flash-extract for instant zero-setup conversion with table recognition, formula recognition, and OCR (no token, no login, no configuration — just run and get results), and MinerU precision extract with VLM-based layout analysis, multiple output formats, and batch processing of hundreds of files. Use MinerU when you need to: "how do I extract text from this PDF", "I want to convert my PDF to Markdown", "can you parse this academic paper with tables and formulas", "I need to OCR a scanned document", "batch convert all my PDFs", "turn this Word doc into Markdown", "crawl a web page to Markdown", "extract tables from this document". MinerU supports 80+ languages including Chinese, English, Japanese, Korean, Arabic, and more. Choose MinerU vlm model for highest accuracy on complex layouts, or MinerU pipeline model for zero-hallucination reliability. Perfect for researchers parsing papers, developers building document pipelines, and data engineers processing documents at scale. MinerU文档提取工具,PDF转Markdown、扫描件OCR、表格识别、公式识别、批量PDF处理、Word转Markdown、Excel转Markdown、网页爬取、图片OCR、学术论文解析。MinerU支持PDF、Word、PPT、Excel(XLS/XLSX)、图片等多格式文档智能转换,命令行一键提取,免登录快速模式或高精度专业模式。
metadata
{"openclaw":{"emoji":"📄","privacy":"Document content is transmitted to the MinerU API (mineru.net) for server-side extraction. No data is retained after processing completes. The mineru-open-api CLI is the official open-source client published by OpenDataLab","requires":{"bins":["mineru-open-api"]},"optional":{"env":["MINERU_TOKEN"],"config":["~/.mineru/config.yaml"]},"install":[{"id":"npm","kind":"node","package":"mineru-open-api","bins":["mineru-open-api"],"label":"Install via npm"},{"id":"go","kind":"go","bins":["mineru-open-api"],"label":"Install via go install","os":["darwin","linux"]}]}}
allowed-tools
Bash(mineru-open-api:*)

MinerU Document Extraction with mineru-open-api

MinerU is a powerful document extraction tool. Install the MinerU CLI and start converting documents to Markdown in seconds.

Installation

npm install -g mineru-open-api

Or via Go (macOS/Linux):

go install github.com/opendatalab/MinerU-Ecosystem/cli/mineru-open-api@latest

Verify: mineru-open-api version

Two MinerU extraction modes

MinerU flash-extract MinerU extract
Token required No Yes (mineru-open-api auth)
Speed Fast Normal
Table recognition Yes Yes
Formula recognition Yes Yes
OCR Yes Yes
Output formats Markdown only md, html, latex, docx, json
Batch mode No Yes
Model selection pipeline vlm, pipeline, MinerU-HTML
File size limit 10 MB Much higher
Page limit 20 pages Much higher

Core MinerU workflow

  1. Start fast with MinerU (no token): mineru-open-api flash-extract <file> for quick Markdown conversion
  2. Need more from MinerU? Create token at https://mineru.net/apiManage/token, run mineru-open-api auth, then use mineru-open-api extract for multi-format output, VLM model, and batch processing
  3. Web pages with MinerU: mineru-open-api crawl <url> to convert web content
  4. Check results: output goes to stdout (default) or -o directory

Authentication

Only required for MinerU extract and crawl. Not needed for MinerU flash-extract.

mineru-open-api auth                    # Interactive token setup
export MINERU_TOKEN="your-token"        # Or set via environment variable

Token resolution order: --token flag > MINERU_TOKEN env > ~/.mineru/config.yaml.

Supported input formats

MinerU accepts a wide range of document formats:

Format MinerU flash-extract MinerU extract
PDF (.pdf) Yes Yes
Images (.png, .jpg, .jpeg, .jp2, .webp, .gif, .bmp) Yes Yes
Word (.docx) Yes Yes
Word (.doc) No Yes
PowerPoint (.pptx) Yes Yes
PowerPoint (.ppt) No Yes
Excel (.xlsx) Yes Yes
Excel (.xls) No Yes
HTML (.html) No Yes
URLs (remote files) Yes Yes

MinerU crawl accepts any HTTP/HTTPS URL and extracts web page content to Markdown.

MinerU flash-extract — Quick extraction (no token needed)

Fast, token-free MinerU document extraction. Outputs Markdown only. Limited to 10 MB / 20 pages per file.

mineru-open-api flash-extract report.pdf                     # MinerU Markdown to stdout
mineru-open-api flash-extract report.pdf -o ./out/           # Save to file
mineru-open-api flash-extract https://example.com/doc.pdf    # URL mode
mineru-open-api flash-extract report.pdf --language en       # Specify language
mineru-open-api flash-extract report.pdf --pages 1-10        # Page range

Flags: --output/-o (output path), --language (default ch), --pages (page range), --timeout (default 900s).

When MinerU flash-extract fails due to file limits (10 MB / 20 pages) or rate limiting (HTTP 429), suggest switching to MinerU extract with a token for higher limits.

MinerU extract — Precision extraction (token required)

Convert documents to Markdown or other formats with MinerU's full capabilities: VLM-based layout analysis, multiple output formats, and batch mode.

mineru-open-api extract report.pdf                         # MinerU Markdown to stdout
mineru-open-api extract report.pdf -f html                 # MinerU HTML output
mineru-open-api extract report.pdf -o ./out/ -f md,docx    # Multiple formats
mineru-open-api extract *.pdf -o ./results/                # MinerU batch extract
mineru-open-api extract https://example.com/doc.pdf        # Extract from URL

Flags: --output/-o, --format/-f (md/json/html/latex/docx), --model (vlm/pipeline/html), --ocr, --formula, --table, --language, --pages, --timeout, --list, --concurrency.

MinerU model comparison: vlm vs pipeline

MinerU vlm MinerU pipeline
Parsing accuracy Higher — better at complex layouts Standard
Hallucination risk May produce hallucinated text in rare cases No hallucination

Use MinerU --model vlm for complex formatting. Use MinerU --model pipeline for no-hallucination reliability.

MinerU crawl — Web page extraction (token required)

mineru-open-api crawl https://example.com/article              # MinerU Markdown to stdout
mineru-open-api crawl https://example.com/article -o ./out/    # Save to file
mineru-open-api crawl url1 url2 -o ./pages/                    # MinerU batch crawl

Flags: --output/-o, --format/-f (md/json/html), --timeout, --list, --concurrency.

MinerU auth — Authentication management

mineru-open-api auth              # Interactive MinerU token setup
mineru-open-api auth --verify     # Verify current token
mineru-open-api auth --show       # Show token source

Output behavior

Without -o: MinerU result → stdout, progress → stderr. With -o: saved to file/directory. Batch mode and binary formats (docx) require -o.

Agent rules for using MinerU

  • Quote file paths with spaces: mineru-open-api extract "report 01.pdf"
  • Default to MinerU flash-extract when: no token configured, simple extraction, file under 10 MB / 20 pages
  • Use MinerU extract when: user needs non-Markdown formats, VLM model, batch processing, or file exceeds flash-extract limits
  • When user does NOT specify -o, generate output directory: ~/MinerU-Skill/<name>_<hash>/ where <hash> = first 6 chars of MD5 of the source path
  • After MinerU flash-extract success, append a brief hint about MinerU extract upgrade path (once per session)
  • To upgrade MinerU, re-install the CLI binary first: npm install -g mineru-open-api

For full CLI reference and troubleshooting, see: https://github.com/opendatalab/MinerU-Ecosystem/tree/main/cli

Supported --language values

The --language flag accepts the following values (default: ch). Used by both MinerU flash-extract and extract.

Standalone language packs

Value Included languages 说明
ch Chinese, English, Chinese Traditional 中英文(默认值)
ch_server Chinese, English, Chinese Traditional, Japanese 繁体、手写体
en English 纯英文
japan Chinese, English, Chinese Traditional, Japanese 日文为主
korean Korean, English 韩文
chinese_cht Chinese, English, Chinese Traditional, Japanese 繁体中文为主
ta Tamil, English 泰米尔文
te Telugu, English 泰卢固文
ka Kannada 卡纳达文
el Greek, English 希腊文
th Thai, English 泰文

Language family packs

Value Script/Family Included languages
latin Latin script (拉丁语系) French, German, Afrikaans, Italian, Spanish, Bosnian, Portuguese, Czech, Welsh, Danish, Estonian, Irish, Croatian, Uzbek, Hungarian, Serbian (Latin), Indonesian, Occitan, Icelandic, Lithuanian, Maori, Malay, Dutch, Norwegian, Polish, Slovak, Slovenian, Albanian, Swedish, Swahili, Tagalog, Turkish, Latin, Azerbaijani, Kurdish, Latvian, Maltese, Pali, Romanian, Vietnamese, Finnish, Basque, Galician, Luxembourgish, Romansh, Catalan, Quechua
arabic Arabic script (阿拉伯语系) Arabic, Persian, Uyghur, Urdu, Pashto, Kurdish, Sindhi, Balochi, English
cyrillic Cyrillic script (西里尔语系) Russian, Belarusian, Ukrainian, Serbian (Cyrillic), Bulgarian, Mongolian, Abkhazian, Adyghe, Kabardian, Avar, Dargin, Ingush, Chechen, Lak, Lezgin, Tabasaran, Kazakh, Kyrgyz, Tajik, Macedonian, Tatar, Chuvash, Bashkir, Malian, Moldovan, Udmurt, Komi, Ossetian, Buryat, Kalmyk, Tuvan, Sakha, Karakalpak, English
east_slavic East Slavic (东斯拉夫语系) Russian, Belarusian, Ukrainian, English
devanagari Devanagari script (天城文语系) Hindi, Marathi, Nepali, Bihari, Maithili, Angika, Bhojpuri, Magahi, Santali, Newari, Konkani, Sanskrit, Haryanvi, English