The full upstream README, mirrored here for reference. Install config, tool schemas, adoption signals, and an original overview live on the Besttime listing page.
BestTime MCP — foot-traffic / venue busyness forecasts (besttime.app)
Part of Pipeworx — an MCP gateway connecting AI agents to 1683+ live data sources.
| Tool | Description |
|---|---|
besttime_forecast | How busy is by hour/day (foot-traffic forecast) — creates a busyness forecast for a public venue (restaurant, bar, gym, store, museum) by name + address. Returns the 24-hour busyness curve (0-100) for each weekday plus busy/quiet/peak hours and a venue_id for later queries. Example: besttime_forecast({ venue_name: "McDonald's", venue_address: "Ocean Ave, San Francisco", _apiKey: "pri_xxx:pub_yyy" }) |
besttime_query | Busyness for a venue at a specific hour or day — reads an already-forecasted venue (by venue_id from besttime_forecast). Pass hour for a single hour, or omit it to get the whole day's curve. Example: besttime_query({ venue_id: "ven_...", day: 4, hour: 18, _apiKey: "pri_xxx:pub_yyy" }) |
besttime_live | Is busy right now vs usual — returns live foot-traffic busyness compared to the forecasted level for this hour. Identify the venue by venue_id, or by venue_name + venue_address. Example: besttime_live({ venue_name: "Blue Bottle Coffee", venue_address: "66 Mint St, San Francisco", _apiKey: "pri_xxx:pub_yyy" }) |
Add to your MCP client (Claude Desktop, Cursor, Windsurf, etc.):
tools/list at https://gateway.pipeworx.io/besttime/mcp returns the tools in the table
above plus the shared Pipeworx meta-tools — ask_pipeworx,
discover_tools, search_within, remember/recall and the rest of the
gateway-wide set. So the tool count you see is larger than this table: a
single-pack endpoint currently lists roughly 30 shared tools alongside the
pack's own. The connection's initialize response states its exact scope, and
is the authoritative answer for a given day.
This is deliberate, not multiplexing by accident. The meta-tools are what let a
scoped connection answer a question this pack does not cover — via
ask_pipeworx, which routes across the whole catalog — without you adding a
second MCP server. There is currently no way to mount a pack endpoint without
them; if the extra schemas cost you more context than the routing is worth,
connect to the full gateway once rather than to several pack endpoints.
Or connect to the full Pipeworx gateway to get every pack's tools listed directly, instead of just this one's:
Both URLs reach the same gateway and the same 1683+ data sources. The
only difference is which pack's tools are listed directly; ask_pipeworx
reaches all of them from either one.
This pack takes your own API key (_apiKey) — we don't front one for it, so there's no curl here that would run without it. Inspect any tool: GET https://gateway.pipeworx.io/v1/tools/besttime_forecast. Find one: POST https://gateway.pipeworx.io/v1/tools/search_packs with {"query":"..."}.
This package also runs as a local stdio MCP server — no Pipeworx account, no gateway round-trip:
Or run it directly to confirm it starts:
It speaks MCP over stdin/stdout and answers initialize/tools/list/tools/call
for only this pack's tools — none of the shared meta-tools the gateway
connection above adds. Same source, same tools, no ask_pipeworx routing.
Instead of calling tools directly, you can ask questions in plain English — this works on the pack endpoint above as well as on the full gateway:
The gateway picks the right tool and fills the arguments automatically.
MIT