first commit

README.md

@@ -0,0 +1,30 @@
+# 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
+```