TrailWeights MCP
Allows Apple Intelligence to access the TrailWeights gear corpus for product search, reviews, specifications, recommendations, comparisons, and pack templates.
TrailWeights MCP Server
Public Model Context Protocol server for the TrailWeights ultralight gear corpus. Lets ChatGPT, Claude, Apple Intelligence, Copilot, Gemini, and any MCP-compliant client search 5,000+ products, 40,000+ creator transcript chunks, and 21 in-house pack templates with verified weights and curated retailer buy links.
Transport
Streamable HTTP — JSON-RPC 2.0 over POST. Protocol version: 2025-06-18.
Related MCP server: FastAPI Database MCP Server
Auth
None. All tools are read-only. Rate limit: 60 requests/minute/IP.
Rate-limit headers (x-ratelimit-limit, x-ratelimit-remaining,
x-ratelimit-reset) ride every response.
Tools
Name | Args | Returns |
|
| Top semantic matches across transcripts, products, packs, surveys, and the curated gear knowledge base. |
|
| Up to 10 verified creator mentions with |
|
| Name, brand, category, verified weight (g & oz), MSRP, image, buy URL. |
|
| Catalog recommendations sorted by relevance with verified weights and buy links. |
|
| Side-by-side: name, brand, category, weight, MSRP, buy URL. |
|
| Up to 10 lighter same-category candidates sorted by weight, with |
|
| Full item list for one of the 21 in-house pack templates. |
Quick start
# tools/list
curl -sX POST https://trailweights.com/api/mcp \
-H 'content-type: application/json' \
-d '{"jsonrpc":"2.0","id":1,"method":"tools/list"}' | jq
# recommend_gear
curl -sX POST https://trailweights.com/api/mcp \
-H 'content-type: application/json' \
-d '{
"jsonrpc":"2.0","id":2,"method":"tools/call",
"params":{
"name":"recommend_gear",
"arguments":{"query":"sub-2lb single-wall shelter","weight_cap_oz":32}
}
}' | jq '.result.structuredContent.recommendations[0]'Connect
{
"mcpServers": {
"trailweights": { "type": "streamable-http", "url": "https://trailweights.com/api/mcp" }
}
}Discovery manifest: https://trailweights.com/.well-known/mcp.json
This server cannot be installed
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