Agent skill

Mineru PDF Parser

用 MinerU 将复杂PDF文档转换为LLM友好的Markdown/JSON格式。适用于：(1) PDF转Markdown/JSON，(2) 提取PDF中的文本、表格、公式、图像，(3) 解析学术论文、技术文档、商业报告，(4) 为RAG应用准备文档数据，(5) 批量处理PDF。触发关键词："PDF解析"、"PDF转Markdown"、"提取PDF表格/公式"、"MinerU"、"parse…

MITAuto-check passedDocuments & Office

Install Mineru PDF Parser

skills CLI

$ npx skills add staruhub/ClaudeSkills --skill mineru-pdf-parser -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install staruhub/ClaudeSkills mineru-pdf-parser --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ git clone --depth 1 https://github.com/staruhub/ClaudeSkills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/Geek-skills-mineru-pdf-parser .claude/skills/mineru-pdf-parser && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Paste into Claude Code

Install the "mineru-pdf-parser" agent skill from https://github.com/staruhub/ClaudeSkills/tree/main/skills/Geek-skills-mineru-pdf-parser into .claude/skills/mineru-pdf-parser/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mineru-pdf-parser", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/staruhub/ClaudeSkills/tree/main/skills/Geek-skills-mineru-pdf-parser

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add staruhub/ClaudeSkills --skill mineru-pdf-parser -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install staruhub/ClaudeSkills mineru-pdf-parser --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/staruhub/ClaudeSkills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/Geek-skills-mineru-pdf-parser .agents/skills/mineru-pdf-parser && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "mineru-pdf-parser" agent skill from https://github.com/staruhub/ClaudeSkills/tree/main/skills/Geek-skills-mineru-pdf-parser into .agents/skills/mineru-pdf-parser/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mineru-pdf-parser", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add staruhub/ClaudeSkills --skill mineru-pdf-parser -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install staruhub/ClaudeSkills mineru-pdf-parser --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/staruhub/ClaudeSkills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/Geek-skills-mineru-pdf-parser .cursor/skills/mineru-pdf-parser && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "mineru-pdf-parser" agent skill from https://github.com/staruhub/ClaudeSkills/tree/main/skills/Geek-skills-mineru-pdf-parser into .cursor/skills/mineru-pdf-parser/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mineru-pdf-parser", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/staruhub/ClaudeSkills.git --path skills/Geek-skills-mineru-pdf-parser

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add staruhub/ClaudeSkills --skill mineru-pdf-parser -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install staruhub/ClaudeSkills mineru-pdf-parser --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/staruhub/ClaudeSkills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/Geek-skills-mineru-pdf-parser .gemini/skills/mineru-pdf-parser && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "mineru-pdf-parser" agent skill from https://github.com/staruhub/ClaudeSkills/tree/main/skills/Geek-skills-mineru-pdf-parser into .gemini/skills/mineru-pdf-parser/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mineru-pdf-parser", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install staruhub/ClaudeSkills mineru-pdf-parser

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add staruhub/ClaudeSkills --skill mineru-pdf-parser -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/staruhub/ClaudeSkills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/Geek-skills-mineru-pdf-parser .github/skills/mineru-pdf-parser && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "mineru-pdf-parser" agent skill from https://github.com/staruhub/ClaudeSkills/tree/main/skills/Geek-skills-mineru-pdf-parser into .github/skills/mineru-pdf-parser/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mineru-pdf-parser", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add staruhub/ClaudeSkills --skill mineru-pdf-parser -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install staruhub/ClaudeSkills mineru-pdf-parser --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/staruhub/ClaudeSkills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/Geek-skills-mineru-pdf-parser .opencode/skills/mineru-pdf-parser && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "mineru-pdf-parser" agent skill from https://github.com/staruhub/ClaudeSkills/tree/main/skills/Geek-skills-mineru-pdf-parser into .opencode/skills/mineru-pdf-parser/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mineru-pdf-parser", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: mineru-pdf-parser
GitHub stars: 728
Token cost: ~671 tokens
SKILL.md length: 105 words
Files: 5 (incl. scripts, references)
Skills in repo: 20
Repo updated: Aug 13, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

Tasks that involve PDF
SKILL.md covers 安装, 快速使用, 解析模式选择 and 输出文件, plus 4 more sections
Runs Python scripts from its folder; calls pip and uv
Tasks that involve Document parsing

What it does

Mineru PDF Parser is an agent skill from staruhub/ClaudeSkills. 用 MinerU 将复杂PDF文档转换为LLM友好的Markdown/JSON格式。适用于：(1) PDF转Markdown/JSON，(2) 提取PDF中的文本、表格、公式、图像，(3) 解析学术论文、技术文档、商业报告，(4) 为RAG应用准备文档数据，(5) 批量处理PDF。触发关键词："PDF解析"、"PDF转Markdown"、"提取PDF表格/公式"、"MinerU"、"parse PDF"等。不用于：PDF的阅读/填表/签名/拆分合并（用宿主pdf工具）、Word/PPT等非PDF格式解析、只需读几页内容的场景（直接读即可，不必转换）。

Its SKILL.md is about 670 tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts and reference files (for example `references/api_reference.md`, `references/best_practices.md` and `references/output_formats.md`).

It sits in Documents & Office, covering PDF, Document parsing and Retrieval-augmented generation. The repository describes itself as: 13 curated Agent Skills for research, product decisions, decks, publishing, audits, and more — portable across skills-compatible agents. The licence is MIT.

When your agent uses it

Tasks that involve PDF
Tasks that involve Document parsing
Tasks that involve Retrieval-augmented generation

Example prompts

“PDF转Markdown”
“提取PDF表格/公式”
“MinerU”
“/mineru-pdf-parser”

Requirements

Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 66e02d2. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
- pip
- uv
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pip and uv, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Mineru PDF Parser loads about 671 tokens when it runs, and up to ~3.7k if it reads all its reference files. Until then it costs about 74 tokens; SKILL.md has 105 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~74
When it runs · the whole SKILL.md, loaded when a task matches: ~671
With references · SKILL.md plus every file in references/, read only if the agent opens them: ~3.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

The full file from staruhub/ClaudeSkills at commit 66e02d2, republished under its MIT licence (© staruhub). 105 words, ~671 tokens.

Download SKILL.mdSave it as .claude/skills/mineru-pdf-parser/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.

name: mineru-pdf-parser
description: 用 MinerU 将复杂PDF文档转换为LLM友好的Markdown/JSON格式。适用于：(1) PDF转Markdown/JSON，(2) 提取PDF中的文本、表格、公式、图像，(3) 解析学术论文、技术文档、商业报告，(4) 为RAG应用准备文档数据，(5) 批量处理PDF。触发关键词："PDF解析"、"PDF转Markdown"、"提取PDF表格/公式"、"MinerU"、"parse PDF"等。不用于：PDF的阅读/填表/签名/拆分合并（用宿主pdf工具）、Word/PPT等非PDF格式解析、只需读几页内容的场景（直接读即可，不必转换）。
version: 1.1.0

MinerU PDF Parser

将复杂PDF文档转换为机器可读的Markdown/JSON格式，适用于LLM和RAG应用。

安装

bash

# 推荐使用uv安装
pip install uv
uv pip install -U "mineru[all]"

# 下载模型（首次使用）
mineru-models-download

快速使用

命令行

bash

# 解析单个PDF
mineru -p input.pdf -o output_dir

# 批量解析
mineru -p pdf_folder/ -o output_dir

# 指定解析模式
mineru -p input.pdf -o output_dir --backend vlm      # VLM模式（高精度）
mineru -p input.pdf -o output_dir --backend pipeline # Pipeline模式（快速）
mineru -p input.pdf -o output_dir --backend hybrid   # 混合模式（平衡）

Python API

python

from mineru import MinerU

mineru = MinerU()
result = mineru.parse("document.pdf")

# 获取输出
markdown = result.to_markdown()
json_data = result.to_json()

详细API见 references/api_reference.md

解析模式选择

模式	特点	适用场景
`pipeline`	快速、资源少	简单文档、纯文本PDF
`vlm`	高精度、复杂布局	学术论文、公式表格文档
`hybrid`	平衡速度精度	通用场景

输出文件

{filename}.md - Markdown正文
{filename}_content_list.json - 结构化JSON
images/ - 提取的图像
{filename}_middle.json - 中间结果（调试）

格式详情见 references/output_formats.md

最佳实践

学术论文

bash

mineru -p paper.pdf -o output --backend vlm

批量处理

python

from mineru import MinerU
import os

mineru = MinerU(backend="hybrid")
for pdf in os.listdir("pdfs/"):
    if pdf.endswith(".pdf"):
        result = mineru.parse(f"pdfs/{pdf}")
        result.save(f"output/{pdf[:-4]}/")

RAG数据准备

python

sections = result.get_sections()
for section in sections:
    vector_db.add(section.title, section.content)

启用GPU加速

修改 ~/.mineru.json 中 device-mode 为 cuda。

更多见 references/best_practices.md

验收标准（解析任务完成前自查）

输出目录里 .md 与 _content_list.json 都存在,把实际路径回报用户
抽查 1-2 页对照原 PDF:表格/公式没有明显丢失或错乱;有问题主动告知而不是静默交付
backend 选择有依据(简单文本→pipeline;公式表格密集→vlm;拿不准→hybrid)
批量任务报告成功/失败清单,失败的给原因

已知陷阱

陷阱	具体表现	应对
首次运行缺模型	未执行 mineru-models-download 直接解析报错	安装后先跑模型下载;下载体积大,提前告知用户耗时
无 GPU 硬跑 vlm	CPU 上 vlm 模式极慢,像卡死	无 GPU 时用 pipeline/hybrid;有 GPU 改 `~/.mineru.json` 的 device-mode 为 cuda
扫描件预期过高	低清晰度扫描 PDF 解析质量差	提前告知扫描件效果取决于清晰度;结果差时换 backend 重试一次,仍差则如实报告
大文件内存压力	数百页 PDF 单次解析内存暴涨	大文件分批解析或按章节拆分

脚本

使用 scripts/mineru_parse.py 进行解析，支持错误处理和日志记录。

Files

SKILL.md and 4 other files (scripts, references) in skills/Geek-skills-mineru-pdf-parser of staruhub/ClaudeSkills.

SKILL.md
references/api_reference.md
references/best_practices.md
references/output_formats.md
scripts/mineru_parse.py

Open the folder on GitHubat commit 66e02d2

Compare with similar skills

Mineru PDF Parser next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Mineru PDF Parser compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Mineru PDF Parser this skillstaruhub/ClaudeSkills	728	—	~671	Automated safety check: Pass	MIT	1 mo ago
MarkitdownImCa0/just-laws	781	14 repos	~3.2k	Automated safety check: Notes	MIT	3 days ago
Huashu Markdown Publishing Pipelinealchaincyf/huashu-md-html	910	—	~4.8k	Automated safety check: Pass	MIT	1 mo ago
Lt2mdlibnyx/LT2MD	109	—	~4.4k	Automated safety check: Pass	AGPL-3.0	1 mo ago
MineruNebutra/MinerU-Skill	123	—	~504	Automated safety check: Pass	MIT	16 days ago
Doc To Markdowndaymade/claude-code-skills	1.4k	—	~2.5k	Automated safety check: Pass	MIT	today

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Questions about Mineru PDF Parser

What does Mineru PDF Parser do?

When should I use Mineru PDF Parser?

Mineru PDF Parser fits situations like: tasks that involve PDF; tasks that involve Document parsing; tasks that involve Retrieval-augmented generation.

How do I install Mineru PDF Parser in Claude Code?

Run `npx skills add staruhub/ClaudeSkills --skill mineru-pdf-parser -a claude-code`. Or copy the skill folder (skills/Geek-skills-mineru-pdf-parser in staruhub/ClaudeSkills) into .claude/skills/mineru-pdf-parser in your project. Claude Code loads it when a task matches its description.

How do I install Mineru PDF Parser in Codex?

Run `npx skills add staruhub/ClaudeSkills --skill mineru-pdf-parser -a codex`. Or copy the skill folder (skills/Geek-skills-mineru-pdf-parser in staruhub/ClaudeSkills) into .agents/skills/mineru-pdf-parser in your project. Codex loads it when a task matches its description.

Can I use Mineru PDF Parser in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add staruhub/ClaudeSkills --skill mineru-pdf-parser -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/mineru-pdf-parser, .gemini/skills/mineru-pdf-parser, .github/skills/mineru-pdf-parser and .opencode/skills/mineru-pdf-parser in your project.

What does Mineru PDF Parser need to run?

Going by SKILL.md and its folder, Mineru PDF Parser needs Python for the scripts in its folder and the command-line tools its instructions call (pip and uv). Our summary lists: Python 3.

Does Mineru PDF Parser access the network?

SKILL.md contains no URLs. Its commands use pip and uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Mineru PDF Parser safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Mineru PDF Parser use?

Mineru PDF Parser is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Mineru PDF Parser use?

About 671 tokens (SKILL.md is roughly 2.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3k tokens, read only when the agent opens those files.

What are the alternatives to Mineru PDF Parser?

Skills that share tags, products or a category with Mineru PDF Parser: Markitdown (ImCa0/just-laws, 781 stars), Huashu Markdown Publishing Pipeline (alchaincyf/huashu-md-html, 910 stars), Lt2md (libnyx/LT2MD, 109 stars) and Mineru (Nebutra/MinerU-Skill, 123 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Mineru PDF Parser?

staruhub (a GitHub user) maintains it in staruhub/ClaudeSkills, which has 728 GitHub stars. The repository holds 20 skills in this directory. The repository was last updated on August 13, 2026.

Source: staruhub/ClaudeSkills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install Mineru PDF Parser

Facts

At a glance

What it does

When your agent uses it

Example prompts

Requirements

What it can do on your machine

Tool permissions

Runs code

Network

Credentials

Context cost

Safety

SKILL.md

MinerU PDF Parser

安装

快速使用

命令行

Python API

解析模式选择

输出文件

最佳实践

学术论文

批量处理

RAG数据准备

启用GPU加速

验收标准（解析任务完成前自查）

已知陷阱

脚本

Files

Compare with similar skills

Similar skills

More from staruhub/ClaudeSkills

Related

Questions about Mineru PDF Parser