Live MCP tools
Watch this site answer an AI agent
MCP (Model Context Protocol) is how AI agents call tools instead of just reading pages. This site runs one at /api/mcp — the same server Claude Desktop or any other MCP client would connect to. The cards below fire real requests at that exact endpoint from your browser right now, no client or account needed, so you can see the request go out and the response come back.
Search site content
search_contentSemantic search over every post, paper, and build log entry published here.
Get build log stats
get_build_log_statsThe measurable outcome stats recorded for one build log entry, by slug.
Search pipeline & warehouse patterns
search_pipeline_patternsCurated, human-approved findings about genuine architecture changes across the data stack — filtered from vendor marketing, not a changelog dump.
Point a real client at it
Everything above is just a browser calling https://damienkedwards.tech/api/mcp with a standard MCP tools/call request — no different from what Claude Desktop sends once you add it as a remote MCP server. Same URL, same tools, same responses.