io.github.jeeva-m-21/shopfront
Shopfront Chennai Local Commerce
Is the Shopfront Chennai Local Commerce MCP server down? No. It answered initialize and tools/list in the probe of 2026-10-26.
Hyperlocal commerce and verified merchant directory MCP server for Chennai, India.
alive probed 2026-11-15 · unchanged since 2026-10-26 · HTTP 200
- Endpoint
- https://shopfront-rouge.vercel.app/mcp (streamable-http)
- Host
- shopfront-rouge.vercel.app
- Protocol
- 2025-11-25
- Reports itself as
- shopfront-mcp 2.0.0
- Capabilities
- tools
- Instructions
- none
- Of a 1M window
- 0.1 % of a 1M context window
- Count
- 1.2k tokens in Claude, exact, measured 2026-10-25. With the Claude Code prefix mcp__…__ on each tool name: 1.3k. The o200k_base estimate is 659. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/jeeva-m-21/shopfront
- Website
- https://shopfront-rouge.vercel.app
- Registry
- active, updated 2026-10-18 · registry entry
- Changes
- 2 recorded, reachable in 2 of them. A row is added when the result, the tool count or the cost changes.
Most expensive tools
The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.88×.
| Tool | ≈ Claude tokens | o200k estimate | Share of this server |
|---|---|---|---|
| find_shops | 410 | 218 | 33 % |
| search_catalog | 252 | 134 | 20 % |
| get_action_link | 226 | 120 | 18 % |
| get_catalog | 188 | 100 | 15 % |
| get_shop_info | 164 | 87 | 13 % |
Compare this server with others.
More servers
Servers that mention shopfront or commerce or chennai.
- ShopFront Locations se.shopfront/locations · needs auth
- io.github.IvandeMurard/paris-compass-mcp · crashed on start
- Agentic Shelf ai.agenticshelf/mcp · server error
- Boolsai Directory ai.boolsai/directory · no DNS
- Bezal — Local Business Intelligence for AI Agents ai.bezal/local-commerce · alive
- InstantClips ai.instantclips/instantclips · alive
- Kifly — Agentic Commerce & Payments ai.kifly/mcp · alive
- MerchantFlow ai.merchantflow/mcp · needs auth
History
We add a row when the result changes. A server with no change keeps its last row.
| Probed | Result | Init | Tools | Claude | o200k |
|---|---|---|---|---|---|
| 2026-10-25 21:15 | alive | 1.4 s | 5 | 1.2k | 659 |
| 2026-10-18 08:44 | alive | 2.9 s | 5 | 659 |
Badge for the README
The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.
A mail when this server changes
Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.
For the publisher
- The server answers initialize and tools/list. Nothing to fix.
Fixed something? Probe it now, with the same steps as the daily run. This page updates with the next daily run.