Research agents
Search source-linked expert commentary before drafting a memo.
Examples
What agents can ask XData.
These examples show the retrieval patterns XData is built for: search public expert content, fetch source-linked records, and queue public URLs when useful material is missing from the corpus.
Find recent expert commentary
Ask for what operators, investors, researchers, or founders have said recently about a market, product, company, or technical shift.
search_content( query="GPU supply constraints and AI datacenter capex", sort="recent" )
Browse latest content from a source
Use the source field for a named show, publication, or newsletter. This avoids mixing source names into the topic query.
search_content( query="", source="SemiAnalysis", sort="recent" )
Search by people, companies, and tickers
XData enriches records with searchable metadata, so agents can narrow broad questions to relevant people, companies, tickers, and topics.
search_content( query="model inference economics", companies=["NVIDIA", "Amazon", "Microsoft"], tickers=["NVDA", "AMZN", "MSFT"] )
Fetch the full source record
Search returns content ids and snippets. Fetch the full record before writing analysis so the agent can cite the original source URL and use the stored metadata.
get_content(id="content-id-from-search")
Queue missing public sources
If a public episode, video, feed, newsletter issue, or article is missing, agents can request ingestion and poll the job status.
request_ingestion( url="https://example.com/podcast-feed.xml", source_type="rss" )
Market monitors
Track what watched shows and newsletters published recently.
Product teams
Find operator interviews about onboarding, growth, and infrastructure.
Builder demos
Give agents a real retrieval corpus with search and fetch tools.
Use the remote MCP endpoint
https://xdata-mcp.onrender.com/mcpConnect your agent