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mineru
An AI-Native skill for parsing PDF / Office / image files into Markdown with MinerU — a fast, zero-config document parser for AI agents. Works with NO token via the Agent API and auto-upgrades to the Standard API (token) for large files, batches, and DOCX/HTML/LaTeX export. Use w
概要
An AI-Native skill for parsing PDF / Office / image files into Markdown with MinerU — a fast, zero-config document parser for AI agents. Works with NO token via the Agent API and auto-upgrades to the Standard API (token) for large files, batches, and DOCX/HTML/LaTeX export. Use when converting PDF/Word/PPT/Excel/image documents, extracting text/tables/formulas, running OCR, or batch processing.
説明全文を読む
ソース文書であり、このサイトへの操作指示ではありません。コマンド実行前に権限を確認してください。
MinerU PDF Parser
Parse PDF, Office (Word/PPT/Excel), and image files into clean Markdown — with LaTeX formulas, tables, images, and OCR. One zero-dependency script, two backends, automatic routing.
Zero-config quick start (no token, no install)
# Parse a local file or URL — the Agent API needs no login
python3 scripts/mineru.py paper.pdf
# Pipe the Markdown straight back to an agent
python3 scripts/mineru.py paper.pdf --stdout
# Machine-readable status for tool pipelines
python3 scripts/mineru.py paper.pdf --json
No pip install, no API key. The free Agent API handles files ≤ 10 MB / ≤ 20 pages.
Run with uv (zero-install, managed Python)
scripts/mineru.py carries PEP 723 inline
metadata, so uv runs it directly — no venv, no
pip install, with a uv-managed interpreter:
uv run scripts/mineru.py paper.pdf --stdout # zero-install run
uv run --no-project --with pytest pytest -q # dev suite via uv
Power mode (token) — large files, batches, extra formats
export MINERU_TOKEN="..." # https://mineru.net/apiManage/token
# Parallel batch a directory, resume on re-run
python3 scripts/mineru.py ./pdfs/ --output ./out/ --workers 8 --resume
# Export DOCX/HTML/LaTeX alongside Markdown (auto-routes to the Standard API)
python3 scripts/mineru.py report.pdf --format docx --format latex
When a token is set, the tool auto-routes: small single files still use the free Agent API; anything large (> 10 MB / > 20 pages), batched, or needing extra export formats uses the Standard API (≤ 200 MB / ≤ 200 pages). If the Agent API hits a size/page limit, it auto-escalates to the Standard API.
Supported modalities
| Modality | Extensions | OCR |
|---|---|---|
.pdf | --ocr | |
| Image | .png .jpg .jpeg .jp2 .webp .gif .bmp | built-in |
| Word | .doc .docx | — |
| Slides | .ppt .pptx | — |
| Sheet | .xls .xlsx | — |
| HTML | .html (Standard API, MinerU-HTML model) | — |
Common options
INPUT... One or more files, a directory, or a URL
--output, -o Output directory (default: ./output)
--api auto | agent | standard (default: auto)
--model pipeline | vlm | MinerU-HTML (default: vlm)
--format docx | html | latex (repeatable; forces Standard API)
--lang OCR/document language (default: ch)
--ocr Enable OCR for scanned documents
--pages Page range, e.g. "1-10" or "2,4-6"
--workers, -w Concurrent submit/upload/download slots (default: 8)
--resume Skip inputs already parsed
--stdout Print Markdown to stdout
--json Print machine-readable status to stdout
--to SINK Deliver into a content tool (repeatable); --list-sinks to enumerate
--obsidian PATH Shortcut for --to obsidian with this vault
--engine cloud | local | auto (local/auto parse born-digital PDFs offline)
--split Split oversized PDFs past the page caps, parse parts, merge (needs pypdf)
--chunk Emit heading-aware RAG chunks (.chunks.json + --json)
--doctor Environment self-check and exit
MCP server
Expose MinerU over MCP (zero-dependency stdio JSON-RPC) so an MCP host can call it:
python3 scripts/mineru_mcp.py
Tools: mineru_parse, mineru_parse_to (parse + deliver to sinks), mineru_list_sinks.
Deliver into your tools (--to)
Parse once and push the Markdown into content tools via each one's official path:
python3 scripts/mineru.py paper.pdf --to obsidian --to notion --to feishu
Targets: obsidian logseq siyuan notion linear yuque coda slack
feishu confluence onenote ticktick dingtalk airtable wecom (all
zero-dependency), plus roam and wps via optional extras. Each reads its config
from env vars (run --list-sinks). Per-target auth, fidelity, and image notes:
references/integrations.md.
Output
output/
└── document-name/
├── document-name.md # clean Markdown
└── images/ # extracted figures (Standard API)
Performance (real, measured)
End-to-end latency for the official demo PDF via the free Agent API:
cold ≈ 14 s · warm ≈ 13 s (submit → poll → download). Batches scale with
--workers. Numbers come from the no-mock live benchmark in tests/test_live.py.
Testing
python3 -m pytest # fast unit suite (offline)
MINERU_LIVE=1 python3 -m pytest -m live -s # real API + benchmark (no mocks)
API Reference
See references/api_reference.md. Official docs: https://mineru.net/apiManage/docs · Token: https://mineru.net/apiManage/token
ファイルのメタデータ
name: mineru
description: "An AI-Native skill for parsing PDF / Office / image files into clean Markdown with MinerU — a fast, zero-config document parser for AI agents. Works with NO token via the lightweight Agent API and auto-upgrades to the Standard API (token) for large files, batches, and DOCX/HTML/LaTeX export. Use when: (1) Converting PDF/Word/PPT/Excel/image to Markdown, (2) Extracting text, tables, formulas, or running OCR on scanned docs, (3) Batch-parsing a folder in parallel, (4) Piping parsed Markdown straight back to an agent or into Obsidian."
homepage: https://mineru.net
metadata:
author: Nebutra
version: "3.3.1"
argument-hint: <pdf-file-or-url>
openclaw:
emoji: "📄"
requires:
bins: ["python3"]元のテキストを表示
---
name: mineru
description: "An AI-Native skill for parsing PDF / Office / image files into clean Markdown with MinerU — a fast, zero-config document parser for AI agents. Works with NO token via the lightweight Agent API and auto-upgrades to the Standard API (token) for large files, batches, and DOCX/HTML/LaTeX export. Use when: (1) Converting PDF/Word/PPT/Excel/image to Markdown, (2) Extracting text, tables, formulas, or running OCR on scanned docs, (3) Batch-parsing a folder in parallel, (4) Piping parsed Markdown straight back to an agent or into Obsidian."
homepage: https://mineru.net
metadata:
author: Nebutra
version: "3.3.1"
argument-hint: <pdf-file-or-url>
openclaw:
emoji: "📄"
requires:
bins: ["python3"]
---
# MinerU PDF Parser
Parse PDF, Office (Word/PPT/Excel), and image files into clean Markdown — with
LaTeX formulas, tables, images, and OCR. One zero-dependency script, two backends,
automatic routing.
## Zero-config quick start (no token, no install)
```bash
# Parse a local file or URL — the Agent API needs no login
python3 scripts/mineru.py paper.pdf
# Pipe the Markdown straight back to an agent
python3 scripts/mineru.py paper.pdf --stdout
# Machine-readable status for tool pipelines
python3 scripts/mineru.py paper.pdf --json
```
No `pip install`, no API key. The free **Agent API** handles files ≤ 10 MB / ≤ 20 pages.
### Run with uv (zero-install, managed Python)
`scripts/mineru.py` carries [PEP 723](https://peps.python.org/pep-0723/) inline
metadata, so [uv](https://docs.astral.sh/uv/) runs it directly — no venv, no
`pip install`, with a uv-managed interpreter:
```bash
uv run scripts/mineru.py paper.pdf --stdout # zero-install run
uv run --no-project --with pytest pytest -q # dev suite via uv
```
## Power mode (token) — large files, batches, extra formats
```bash
export MINERU_TOKEN="..." # https://mineru.net/apiManage/token
# Parallel batch a directory, resume on re-run
python3 scripts/mineru.py ./pdfs/ --output ./out/ --workers 8 --resume
# Export DOCX/HTML/LaTeX alongside Markdown (auto-routes to the Standard API)
python3 scripts/mineru.py report.pdf --format docx --format latex
```
When a token is set, the tool **auto-routes**: small single files still use the
free Agent API; anything large (> 10 MB / > 20 pages), batched, or needing extra
export formats uses the **Standard API** (≤ 200 MB / ≤ 200 pages). If the Agent
API hits a size/page limit, it auto-escalates to the Standard API.
## Supported modalities
| Modality | Extensions | OCR |
|----------|-----------|-----|
| PDF | `.pdf` | `--ocr` |
| Image | `.png .jpg .jpeg .jp2 .webp .gif .bmp` | built-in |
| Word | `.doc .docx` | — |
| Slides | `.ppt .pptx` | — |
| Sheet | `.xls .xlsx` | — |
| HTML | `.html` (Standard API, `MinerU-HTML` model) | — |
## Common options
```
INPUT... One or more files, a directory, or a URL
--output, -o Output directory (default: ./output)
--api auto | agent | standard (default: auto)
--model pipeline | vlm | MinerU-HTML (default: vlm)
--format docx | html | latex (repeatable; forces Standard API)
--lang OCR/document language (default: ch)
--ocr Enable OCR for scanned documents
--pages Page range, e.g. "1-10" or "2,4-6"
--workers, -w Concurrent submit/upload/download slots (default: 8)
--resume Skip inputs already parsed
--stdout Print Markdown to stdout
--json Print machine-readable status to stdout
--to SINK Deliver into a content tool (repeatable); --list-sinks to enumerate
--obsidian PATH Shortcut for --to obsidian with this vault
--engine cloud | local | auto (local/auto parse born-digital PDFs offline)
--split Split oversized PDFs past the page caps, parse parts, merge (needs pypdf)
--chunk Emit heading-aware RAG chunks (.chunks.json + --json)
--doctor Environment self-check and exit
```
## MCP server
Expose MinerU over MCP (zero-dependency stdio JSON-RPC) so an MCP host can call it:
```bash
python3 scripts/mineru_mcp.py
```
Tools: `mineru_parse`, `mineru_parse_to` (parse + deliver to sinks), `mineru_list_sinks`.
## Deliver into your tools (`--to`)
Parse once and push the Markdown into content tools via each one's official path:
```bash
python3 scripts/mineru.py paper.pdf --to obsidian --to notion --to feishu
```
Targets: `obsidian` `logseq` `siyuan` `notion` `linear` `yuque` `coda` `slack`
`feishu` `confluence` `onenote` `ticktick` `dingtalk` `airtable` `wecom` (all
zero-dependency), plus `roam` and `wps` via optional extras. Each reads its config
from env vars (run `--list-sinks`). Per-target auth, fidelity, and image notes:
[references/integrations.md](references/integrations.md).
## Output
```
output/
└── document-name/
├── document-name.md # clean Markdown
└── images/ # extracted figures (Standard API)
```
## Performance (real, measured)
End-to-end latency for the official demo PDF via the free Agent API:
**cold ≈ 14 s · warm ≈ 13 s** (submit → poll → download). Batches scale with
`--workers`. Numbers come from the no-mock live benchmark in `tests/test_live.py`.
## Testing
```bash
python3 -m pytest # fast unit suite (offline)
MINERU_LIVE=1 python3 -m pytest -m live -s # real API + benchmark (no mocks)
```
## API Reference
See [references/api_reference.md](references/api_reference.md). Official docs:
https://mineru.net/apiManage/docs · Token: https://mineru.net/apiManage/token
ソースを確認
価格と実行コスト
- Skill の入手
- 価格未確認
- 実行
- 実行要件は未確認です。Agent・API・サービス料金を提供元で確認してください。
- ライセンス
- MIT
- 価格未確認
- 価格は未確認です。既存のソースとインストールリンクは利用できます。
無料で入手できても実行が無料とは限りません。価格は安全評価ではありません。 価格情報を送る →
ソースの再確認が必要
ソースが変更されたか同期に失敗しました。インストール前に確認してください。
インストール前にレビュー: 自動インストールを避ける
ライセンス: MIT
- Dependency or permission surface needs review
- Permission surface may require sandboxing
- Financial research output is not financial advice; require human review before any live investment decision
- The skill relies on an external cloud API (MinerU) and requires network access; users should be aware of data privacy implications when sending documents to a third-party service.
- The skill supports many optional delivery integrations (Notion, Slack, etc.) that require environment variables; misconfiguration could lead to unintended data exposure, but this is opt-in and clearly documented.
- Financial research output is not financial advice; require human review before any live investment decision.
- Quality score needs review
- Permission surface needs review: secrets or environment access, shell or command execution
- Stars/forks activity: 112 stars, 5 forks; issue activity unavailable in current metadata
- Dependency/runtime risk: command execution surface, credential or environment access
- Permission surface: secrets or environment access, shell or command execution
ツール一覧はメタデータであり、互換性のテスト結果ではありません。プロンプトは提案です。
小さなタスクから始める
- 1ソースを読み、入力、出力、依存関係、権限を確認します。
- 2Agent に計画を求め、設定と費用を承認してから隔離環境でテストします。
- 3出力と変更ファイルを確認し、実行した結果だけを報告します。再現用にソースの版を保存します。
依存関係、API キー、外部サービスの料金をソースで確認してください。公開リポジトリでも全サービスが無料とは限りません。
出典と利用上の注意
メタデータと審査情報は参考です。人気、ソースの発見、実行成功は別の事実です。
- ソースリポジトリ
- Nebutra/MinerU-Skill
- ライセンス
- MIT
- バージョン
- 1.0.0
- 最終 GitHub プッシュ
- 2026年7月24日
- 登録情報の更新日
- 2026年9月7日
登録されたバージョンです。ソースのリリース情報を確認してください。
品質
61/100
有望
信頼
55/100
Do not auto-install
監査
70/100
要レビュー
- Dependency or permission surface needs review
- Permission surface may require sandboxing
- Financial research output is not financial advice; require human review before any live investment decision
- The skill relies on an external cloud API (MinerU) and requires network access; users should be aware of data privacy implications when sending documents to a third-party service.
- The skill supports many optional delivery integrations (Notion, Slack, etc.) that require environment variables; misconfiguration could lead to unintended data exposure, but this is opt-in and clearly documented.
- Financial research output is not financial advice; require human review before any live investment decision.
- Quality score needs review
- Permission surface needs review: secrets or environment access, shell or command execution
- Stars/forks activity: 112 stars, 5 forks; issue activity unavailable in current metadata
- Dependency/runtime risk: command execution surface, credential or environment access
- Permission surface: secrets or environment access, shell or command execution
- Verified installs
- —
- 成果
- —
コピーはインストールではありません。件数は成功報告に基づき、品質全体を保証しません。
Agent 接続
Registry API 経由で判断、信頼、監査、ユースケース、インストールのシグナルを提供し、UI をスクレイピングせずに Agent が順位付けできます。
詳細情報
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"stars": 5222,
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"trust_score": 90,
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},
"outcome_feedback": {
"endpoint": "https://www.openagentskill.com/api/agent/outcome",
"method": "POST",
"requires_resolve_event_id": true,
"event_id_source": "Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.",
"expected_outcomes": [
"success",
"failed",
"not_relevant",
"blocked_by_risk",
"setup_required"
],
"payload_template": {
"event_id": "<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>",
"skill_slug": "nebutra-mineru",
"task": "Use mineru in an agent workflow",
"agent": "codex",
"outcome": "success",
"install_used": true,
"risk_blocked": false,
"setup_required": false,
"task_success": true,
"output_quality": 4,
"error_type": null,
"human_review_required": false,
"workspace": "sandbox",
"time_to_useful_ms": 120000,
"notes": "Report the smallest successful task, setup friction, files touched, and risk notes."
}
},
"endpoints": {
"web": "https://www.openagentskill.com/skills/nebutra-mineru",
"api": "https://www.openagentskill.com/api/agent/skills/nebutra-mineru",
"audit": "https://www.openagentskill.com/skills/nebutra-mineru/audit",
"eval": "https://www.openagentskill.com/api/agent/evals?slug=nebutra-mineru&task=Use%20mineru%20in%20an%20agent%20workflow&max_risk=medium",
"resolve": "https://www.openagentskill.com/api/agent/resolve?task=Use%20mineru%20in%20an%20agent%20workflow&agent=codex&max_risk=medium",
"receipt": "https://www.openagentskill.com/api/agent/receipt?task=Use%20mineru%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text",
"install": "https://www.openagentskill.com/api/skills/nebutra-mineru/install",
"manifest": "https://www.openagentskill.com/api/registry/manifest/nebutra-mineru"
}
}クリエイター向け
掲載元
Registry により登録
この掲載は公開ソースから登録されており、メンテナー申請が承認されるまで公式として表示されません。
- 作成者
- Nebutra
- インデックス作成者
- OpenAgentSkill コミュニティインデックス
帰属は公開リポジトリまたは作成者プロフィールにリンクされています。作成者は掲載を申請して所有権シグナルを更新できます。
このスキルを申請所有者の申請
このスキル掲載を申請
この Registry により登録 掲載は Nebutra に帰属していますが、まだ公式として表示されていません。申請すると、確認済み所有者シグナルが追加され、今後の公開、インストール、監査更新の信頼性が高まります。
共有キット
クリエイター被リンクキット
README にエビデンスバッジを追加
開発者がリポジトリを評価する場所で、正規掲載、現在の信頼・監査シグナル、実際の Agent-Proven エビデンスを表示します。
[](https://www.openagentskill.com/skills/nebutra-mineru?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/nebutra-mineru?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[](https://www.openagentskill.com/skills/nebutra-mineru/audit)
[](https://www.openagentskill.com/skills/nebutra-mineru?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)コミュニティシグナル
このスキルが Agent ワークフローに役立つかを共有してください。集約されたフィードバックがランキングを改善します。
