MCP serverai.whatareyoubuilding/wayb

Fetch the full text of one directory record by an id returned from search. Ids are prefixed to say which collection they belong to: "product:<id>" or "community:<id>". Call this af

Retrieve one community by its directory id, including its join link, platform, region, topic and member count where one was given. Call this to answer a specific question about one

Rank products by engagement on the directory — upvotes, outbound clicks, impressions, shares or verified backlinks — optionally narrowed to one region or category to get a sub-leag

Retrieve one product by its directory id, with full builder attribution, links, funding state and engagement stats. Returns strictly more per record than a search result: the build

List every region, category, funding stage and platform that currently has listings, with counts. Call this before the first search of a conversation, and whenever a filter value i

Search across both products and communities at once, returning lightweight results — id, title, url — for retrieval with fetch. Call this when you do not know which collection the

Search builder communities — the Slack workspaces, WhatsApp groups and meetups that independent builders actually gather in — by free text, region, topic and platform. Each result

Search the directory of builder products. Filter by free text, region, category, funding stage, whether the builder is actively raising, and what they are open to. Returns the matc

Add a product to the directory on behalf of the builder whose agent token this call carries. Call this when the person you are working for has asked to be listed here, or has asked