Use the official MinerU (mineru.net) parsing API to convert a URL (HTML pages like WeChat articles, or direct PDF/Office/image links) into clean Markdown + structured outputs. Use when web_fetch/browser can’t access or extracts messy content, and you want higher-fidelity parsing (layout/table/formula/OCR).
Scanned 9/4/2026
Install to Claude Code
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---
name: mineru-extract
description: Use the official MinerU (mineru.net) parsing API to convert a URL (HTML pages like WeChat articles, or direct PDF/Office/image links) into clean Markdown + structured outputs. Use when web_fetch/browser can’t access or extracts messy content, and you want higher-fidelity parsing (layout/table/formula/OCR).
---
# MinerU Extract (official API)
Use MinerU as an upstream “content normalizer”: submit a URL to MinerU, poll for completion, download the result zip, and extract the main Markdown.
## Quick start (MCP-aligned)
We align to the **MinerU MCP** mental model, but we do **not** run an MCP server.
- Primary script (MCP-style): `scripts/mineru_parse_documents.py`
- Input: `--file-sources` (comma/newline-separated)
- Output: **JSON contract** on stdout: `{ ok, items, errors }`
- Low-level script (single URL): `scripts/mineru_extract.py`
Auth:
- Set `MINERU_TOKEN` (Bearer token from mineru.net)
Default model heuristic:
- URLs ending with `.pdf/.doc/.ppt/.png/.jpg` → `pipeline`
- Otherwise → `MinerU-HTML` (best for HTML pages like WeChat articles)
### 1) Configure token (skill-local)
Put secrets in **skill root** `.env` (do not paste into chat outputs):
```bash
# In the mineru-extract skill directory: .env
MINERU_TOKEN=your_token_here
MINERU_API_BASE=https://mineru.net
```
### 2) Parse URL(s) → Markdown (recommended)
MCP-style wrapper (returns JSON, optionally includes markdown text):
```bash
python3 mineru-extract/scripts/mineru_parse_documents.py \
--file-sources "<URL1>\n<URL2>" \
--language ch \
--enable-ocr \
--model-version MinerU-HTML
```
If you want the markdown content inline in the JSON (can be large):
```bash
python3 mineru-extract/scripts/mineru_parse_documents.py \
--file-sources "<URL>" \
--model-version MinerU-HTML \
--emit-markdown --max-chars 20000
```
Low-level (single URL, print markdown to stdout):
```bash
python3 mineru-extract/scripts/mineru_extract.py "<URL>" --model MinerU-HTML --print > /tmp/out.md
```
## Output
The script always downloads + extracts the MinerU result zip to:
`~/.openclaw/workspace/mineru/<task_id>/`
It writes:
- `result.zip`
- extracted files (Markdown + JSON + assets)
It prints a JSON summary to **stderr** with paths:
- `task_id`, `full_zip_url`, `out_dir`, `markdown_path`
## Parameters (common)
- `--model`: `pipeline | vlm | MinerU-HTML` (HTML requires `MinerU-HTML`)
- `--ocr/--no-ocr`: enable OCR (effective for `pipeline`/`vlm`)
- `--table/--no-table`: table recognition
- `--formula/--no-formula`: formula recognition
- `--language ch|en|...`
- `--page-ranges "2,4-6"` (non-HTML)
- `--timeout 600` / `--poll-interval 2`
## Failure modes & fallbacks
- MinerU may fail to fetch some URLs (anti-bot / geo / login).
- Fallback: provide an HTML file or a PDF/long screenshot; then implement “upload + parse” flow with MinerU batch upload endpoints.
- Always report the failing URL + MinerU `err_msg` and keep an original-source link in outputs.
## References
- MinerU API docs: https://mineru.net/apiManage/docs
- MinerU output files: https://opendatalab.github.io/MinerU/reference/output_files/
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