# Ingest script # File: scripts/ingest.py import yaml import sys from orchestrator.client import MCPClient def main(): """ Ingest papers for a given query into Chroma vector store via MCP. Usage: python ingest.py "your search query" """ if len(sys.argv) < 2: print("Usage: python ingest.py ") sys.exit(1) query = sys.argv[1] cfg = yaml.safe_load(open("config.yaml")) web = MCPClient(cfg['mcp_servers']['web_search']) pubmed = MCPClient(cfg['mcp_servers']['pubmed']) chroma = MCPClient(cfg['mcp_servers']['chroma']) print(f"Ingesting papers for query: {query}") results = [] try: results += web.call("web_search.search", {"q": query}) except Exception as e: print("Web search failed:", e) try: results += pubmed.call("metatool.query", {"source": "PubMed", "q": query}) except Exception as e: print("PubMed search failed:", e) for paper in results: paper_id = paper.get('id') text = paper.get('abstract', '') meta = {"title": paper.get('title'), "authors": ",".join(paper.get('authors', []))} chroma.call("chroma.insert", {"id": paper_id, "text": text, "metadata": meta}) print("Ingestion complete!") if __name__ == "__main__": main()