Content Extract MCP

Python MCP scaffold for article content extraction.

Run

pip install -e .
summary-mcp

The server exposes two tools:

• extract_url_content
• extract_item_content

Validate an LLM summary result:

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

Run the minimal extraction-to-summary loop:

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