# Content Extract MCP

Python MCP scaffold for article content extraction.

## Run

```bash
pip install -e .
summary-mcp
```

The server exposes two tools:

- `extract_url_content`
- `extract_item_content`

Validate an LLM summary result:

```bash
validate-llm-result outputs/result.json --extracted outputs/read-flow-2026.extracted.json
```

Run the minimal extraction-to-summary loop:

```bash
python scripts/run_summary_loop.py ^
  --extracted outputs/read-flow-2026.extracted.json ^
  --prompt outputs/llm-summary-prompt.txt ^
  --output outputs/result.json
```