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Agent Skill · 研究检索

mineru-ai(米内鲁艾)

mineru-ai 用于查找、检索和筛选相关信息,适合在 OpenClaw 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

mineru-ai 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为接触敏感数据;许可证为 MIT-0,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 4,541。

总安装 31,632周安装 1,318GitHub Stars 6下载 10,544核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
MIT-0
版本
0.2.1

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:mineru-ai(米内鲁艾)
来源仓库:https://github.com/mineru-extract/mineru-ai
安装命令:
openclaw skills install mineru-ai
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 OpenClaw 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

ClawHubOpenClaw
openclaw skills install mineru-ai

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

该技能使用 MinerU 技术解析 PDF、图像与 Office 文档。适合学术文献、扫描件与网页内容的结构化提取。支持公式识别、表格重建与 OCR 文字还原。安装命令:openclaw skills install mineru-ai;可选择云端或本地部署模式。注意复杂排版可能影响解析精度,建议预处理简化布局。

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 OpenClaw;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 openclaw skills install mineru-ai;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要接触敏感数据,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

mineru-ai 怎么安装?

在终端执行 openclaw skills install mineru-ai。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

mineru-ai 支持哪些 AI 工具?

公开资料标注支持 OpenClaw。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

mineru-ai 需要什么权限?

权限级别是接触敏感数据。该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

mineru-ai 是免费的吗?

来源标注的许可证是 MIT-0。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

mineru-ai 用的人多吗?

公开数据是累计安装 31,632 次,近一周安装 1,318 次,下载 10,544 次,GitHub 6 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

mineru-ai 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

  • 专注 OpenClaw 一种宿主,触发方式和使用习惯不用来回切换。
  • 许可证明确为 MIT-0,商用和分发边界好判断。

先想清楚的地方

  • 需要接触敏感数据,装到常用环境前要先评估影响面。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 OpenClaw,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 环境里有大量密钥、凭证,不方便给第三方 Skill 读取的人。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
mineru-ai

米内鲁艾 · 本页

31,6326接触敏感数据MIT-0有提醒

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

name
mineru-ai
description
>
read_when
metadata
{"openclaw":{"emoji":"🤖","homepage":"https://mineru.net","source":"https://github.com/MinerU-Extract/mineru-ai","author":"OpenDataLab","requires":{"bins":["mineru-open-api"]},"install":[{"id":"npm","kind":"node","package":"mineru-open-api","bins":["mineru-open-api"],"label":"Install via npm"},{"id":"go","kind":"go","package":"github.com/opendatalab/MinerU-Ecosystem/cli/mineru-open-api","bins":["mineru-open-api"],"label":"Install via go install","os":["darwin","linux"]}]}}
allowed-tools
Bash(mineru-open-api:*)

AI Document Parsing with MinerU

Intelligent document extraction powered by AI — parse any document format into clean, structured output.

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 installation

mineru-open-api version

Two extraction modes

flash-extractextract
Token requiredNoYes (mineru-open-api auth)
SpeedFastNormal
Table recognitionNoYes
Formula recognitionNoYes
OCRYesYes
Output formatsMarkdown onlymd, html, latex, docx, json
Batch modeNoYes
Model selectionpipelineYes (vlm, pipeline, MinerU-HTML)
File size limit10 MBMuch higher
Page limit20 pagesMuch higher
Rate limitPer-IP per-minute capBased on API plan
Best forQuick start, small/simple docsLarge docs, tables, production

flash-extract limits

LimitValue
File sizeMax 10 MB
Page countMax 20 pages
Supported typesPDF, Images (png/jpg/jpeg/jp2/webp/gif/bmp), Docx, PPTx
IP rate limitPer-minute request caps (HTTP 429 when exceeded)

When any limit is exceeded, the agent should suggest switching to extract with a token (create at https://mineru.net/apiManage/token), which has significantly higher limits.

Core workflow

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

Authentication

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

Configure your API token (create one at https://mineru.net/apiManage/token):

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

| Format | flash-extract | 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 |

The crawl command accepts any HTTP/HTTPS URL and extracts web page content.

Commands

flash-extract — Quick extraction (no token needed)

Fast, token-free document extraction. Outputs Markdown only. No table recognition. Limited to 10 MB / 20 pages per file, with IP-based rate limiting.

mineru-open-api flash-extract report.pdf                     # 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
flash-extract flags
FlagShortDefaultDescription
--output-o_(stdout)_Output path (file or directory)
--languagechDocument language
--pages_(all)_Page range, e.g. 1-10
--timeout900Timeout in seconds

extract — Precision extraction (token required)

Convert PDFs, images, and other documents to Markdown or other formats. Supports table/formula recognition, OCR, multiple output formats, and batch mode.

mineru-open-api extract report.pdf                         # Markdown to stdout
mineru-open-api extract report.pdf -f html                 # HTML to stdout
mineru-open-api extract report.pdf -o ./out/               # Save to directory
mineru-open-api extract report.pdf -o ./out/ -f md,docx    # Multiple formats
mineru-open-api extract *.pdf -o ./results/                # Batch extract
mineru-open-api extract --list files.txt -o ./results/     # Batch from file list
mineru-open-api extract https://example.com/doc.pdf        # Extract from URL
cat doc.pdf | mineru-open-api extract --stdin -o ./out/    # From stdin
extract flags
FlagShortDefaultDescription
--output-o_(stdout)_Output path (file or directory)
--format-fmdOutput formats: md, json, html, latex, docx (comma-separated)
--model_(auto)_Model: vlm, pipeline, html (see below)
--ocrfalseEnable OCR for scanned documents
--formulatrueEnable/disable formula recognition
--tabletrueEnable/disable table recognition
--languagechDocument language
--pages_(all)_Page range, e.g. 1-10,15
--timeout900/1800Timeout in seconds (single/batch)
--listRead input list from file (one path per line)
--concurrency0Batch concurrency (0 = server default)
Model comparison: vlm vs pipeline
vlmpipeline
Parsing accuracyHigher — better at complex layouts, mixed contentStandard
Hallucination riskMay produce hallucinated text in rare casesNo hallucination — biggest advantage
Best forAcademic papers, complex tables, intricate layoutsGeneral documents where fidelity matters most

When the user values accuracy and the document has complex formatting, suggest --model vlm. When the user prioritizes reliability and no-hallucination guarantee, suggest --model pipeline (or omit --model to use auto).

crawl — Web page extraction (token required)

Fetch web pages and convert to Markdown.

mineru-open-api crawl https://example.com/article              # Markdown to stdout
mineru-open-api crawl https://example.com/article -f html      # HTML to stdout
mineru-open-api crawl https://example.com/article -o ./out/     # Save to file
mineru-open-api crawl url1 url2 -o ./pages/                     # Batch crawl
mineru-open-api crawl --list urls.txt -o ./pages/               # Batch from file list
crawl flags
FlagShortDefaultDescription
--output-o_(stdout)_Output path
--format-fmdOutput formats: md, json, html (comma-separated)
--timeout900/1800Timeout in seconds (single/batch)
--listRead URL list from file (one per line)
--stdin-listfalseRead URL list from stdin
--concurrency0Batch concurrency

auth — Authentication management

mineru-open-api auth              # Interactive token setup
mineru-open-api auth --verify     # Verify current token is valid
mineru-open-api auth --show       # Show current token source and masked value

Supported --language values

The --language flag accepts the following values (default: ch). Used by both flash-extract and extract. Values are organized by script/language family — each value covers all languages listed in its group.

Standalone language packs

ValueIncluded languages
chChinese, English, Chinese Traditional
ch_serverChinese, English, Chinese Traditional, Japanese
enEnglish
japanChinese, English, Chinese Traditional, Japanese
koreanKorean, English
chinese_chtChinese, English, Chinese Traditional, Japanese
taTamil, English
teTelugu, English
kaKannada
elGreek, English
thThai, English

Language family packs

ValueScript/FamilyIncluded languages
latinLatin scriptFrench, German, Italian, Spanish, Portuguese, Dutch, Swedish, and 40+ more
arabicArabic scriptArabic, Persian, Uyghur, Urdu, Pashto, Kurdish, and more
cyrillicCyrillic scriptRussian, Ukrainian, Bulgarian, Serbian, Kazakh, and 20+ more
east_slavicEast SlavicRussian, Belarusian, Ukrainian, English
devanagariDevanagari scriptHindi, Marathi, Nepali, Sanskrit, and more

Output behavior

  • No -o flag: result goes to stdout; status/progress messages go to stderr
  • With -o flag: result saved to file/directory; progress messages on stderr
  • Batch mode (extract/crawl only): requires -o to specify output directory
  • Binary formats (docx, extract only): cannot output to stdout, must use -o
  • Markdown output includes extracted images saved alongside the .md file

General rules

When using this skill on behalf of the user:

  • Quote file paths that contain spaces or special characters with double quotes in commands. Example: mineru-open-api extract "report 01.pdf", NOT mineru-open-api extract report 01.pdf.
  • Don't run commands blindly on errors — if the user asks "提取失败了怎么办", explain the exit code and troubleshooting steps instead of re-running the command.
  • Installation questions ("mineru 怎么安装") should be answered with the install instructions, not by running mineru-open-api extract.
  • DOCX as input is supported — if the user asks "这个 Word 文档能转 Markdown 吗", use mineru-open-api extract file.docx or mineru-open-api flash-extract file.docx. Note: .doc format is only supported by extract, not flash-extract.
  • Table extraction — tables are only recognized by extract (not flash-extract). If the user mentions tables, use extract.
  • For stdout mode (no -o), only one text format can be output at a time. If the user wants multiple formats, suggest adding -o.

Choosing between flash-extract and extract

The agent MUST follow this decision logic:

  1. Default to flash-extract when:

- User has NOT configured a token (no ~/.mineru/config.yaml, no MINERU_TOKEN env) - User wants a quick/simple extraction without mentioning tables, formulas, OCR, or specific formats - File is under 10 MB and under 20 pages - User is trying the tool for the first time

  1. Use extract when:

- User explicitly asks for table recognition, formula recognition, or OCR - User requests non-Markdown output formats (html, latex, docx, json) - User needs batch processing (multiple files) - File is over 10 MB or over 20 pages (exceeds flash-extract limits) - User has a token configured and wants precision-quality extraction

  1. If unsure, prefer flash-extract — it's faster and requires no setup, but check file size first.
  1. When the user does NOT specify an output path (-o), the agent MUST generate a default output directory to prevent file overwrites. Use:
~/MinerU-Skill/<name>_<hash>/

Naming rules:

  • <name>: derived from the source, then sanitized for safe directory names.

- For URLs: last path segment (e.g. https://arxiv.org/pdf/2509.22186 → 2509.22186) - For local files: filename without extension (e.g. report.pdf → report) - Sanitization: replace spaces and shell-unsafe characters with _. Collapse consecutive _ into one. Keep alphanumeric, -, _, ., and CJK characters.

  • <hash>: first 6 characters of the MD5 hash of the full original source path or URL (before sanitization).
echo -n "https://arxiv.org/pdf/2509.22186" | md5sum | cut -c1-6
  1. When the user asks to upgrade or update this skill, the agent MUST re-install the CLI binary:
npm install -g mineru-open-api@latest

flash-extract limit handling

When flash-extract fails due to file limits or rate limiting, the agent MUST provide a clear explanation and suggest extract as the upgrade path.

Post-extraction friendly hints

After flash-extract completes successfully, the agent MUST append a brief hint:

Tip: flash-extract 为快速免登录模式(限 10MB/20页,不含表格识别)。如需解析更大文件、表格/公式识别或多格式导出,请前往 https://mineru.net/apiManage/token 创建 Token,运行 mineru-open-api auth 配置后使用 mineru-open-api extract。

Keep the hint to ONE short sentence. Do NOT repeat the hint if the user has already seen it in this session.

Exit codes

CodeMeaningRecovery
0Success—
1General API or unknown errorCheck network connectivity; retry; use --verbose for details
2Invalid parameters / usage errorCheck command syntax and flag values
4File too large or page limit exceededFor flash-extract: file must be under 10 MB / 20 pages; switch to extract with token for higher limits. For extract: split the file or use --pages
5Extraction failedThe document may be corrupted or unsupported; try a different --model
6TimeoutIncrease with --timeout; large files may need 600+ seconds

Troubleshooting

  • "no API token found" (on extract/crawl): Run mineru-open-api auth or set MINERU_TOKEN env variable. Or use flash-extract which needs no token.
  • Timeout on large files: Increase with --timeout 1600 (seconds)
  • Batch fails partially: Check stderr for per-file status; succeeded files are still saved
  • Binary format to stdout: Use -o flag; docx cannot stream to stdout
  • Private deployment: Use --base-url https://your-server.com/api
  • Extraction quality is poor: Try mineru-open-api extract with --model vlm for complex layouts, or --ocr for scanned documents
  • Tables not extracted: flash-extract does NOT support tables. Use mineru-open-api extract with a token.
  • HTTP 429 on flash-extract: IP rate limit hit. Wait a few minutes or switch to mineru-open-api extract with token.

Reporting Issues

  • Skill issues: Open an issue at https://github.com/opendatalab/MinerU-Ecosystem/tree/main/cli
  • CLI issues: Open an issue at https://github.com/MinerU-Extract/mineru-ai

平台分布

OpenClaw

80.73%
按下载量换算8,512

安全审计

VirusTotal

通过

ClawScan

可疑

Static analysis

通过

权限和风险

接触敏感数据

该 Skill 可能接触密钥、Token、环境变量或敏感配置,应进入高风险复核队列,默认不自动发布。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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