MinerU Document Extractor
Document extraction tool using MinerU CLI to convert PDFs and other documents to structured Markdown. Use when the user says "extract this document", "convert PDF to markdown", "parse this PDF", "I need text from this document", or when needing to extract structured content from PDFs, scanned documents, or other document formats.
- License 许可
- MIT
- 最近更新
- 2026-11-11
- Stars
- ★ 2
- Forks
- 0
01 前言 Front Matter
- name
- MinerU Document Extractor
- scope
- harness
- metadata
- { "openclaw": { "emoji": "📄", "install": [ { "id": "npm", "bins": [ "mineru-open-api" ], "kind": "node", "label": "Install via npm", "package": "mineru-open-api" }, { "id": "go", "os": [ "darwin", "linux" ], "bins": [ "mineru-open-api" ], "kind": "go", "label": "Install via go install" } ], "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", "optional": { "env": [ "MINERU_TOKEN" ], "config": [ "~/.mineru/config.yaml" ] }, "requires": { "bins": [ "mineru-open-api" ] } } }
- invocation
- ability
- description
- Document extraction tool using MinerU CLI to convert PDFs and other documents to structured Markdown. Use when the user says "extract this document", "convert PDF to markdown", "parse this PDF", "I need text from this document", or when needing to extract structured content from PDFs, scanned documents, or other document formats.
- allowed-tools
- Bash(mineru-open-api:*)
03 SKILL.md 正文
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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
- Start fast with MinerU (no token):
mineru-open-api flash-extract <file>for quick Markdown conversion - Need more from MinerU? Create token at https://mineru.net/apiManage/token, run
mineru-open-api auth, then usemineru-open-api extractfor multi-format output, VLM model, and batch processing - Web pages with MinerU:
mineru-open-api crawl <url>to convert web content - Check results: output goes to stdout (default) or
-odirectory
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 |
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-extractwhen: no token configured, simple extraction, file under 10 MB / 20 pages - Use MinerU
extractwhen: 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-extractsuccess, append a brief hint about MinerUextractupgrade 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 |
Session Notes
- 2026-06-16 — Extracts documents to Markdown using MinerU CLI when you need to convert PDFs or other documents into structured text.
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