TrailWeights MCP
Allows Apple Intelligence to access the TrailWeights gear corpus for product search, reviews, specifications, recommendations, comparisons, and pack templates.
TrailWeights MCP Server
Model Context Protocol server for the TrailWeights ultralight gear corpus: verified product weights, canonical specs, creator video reviews with timestamps, pre-scored field consensus, and in-house pack templates. Built for Claude, ChatGPT, Gemini, Copilot, Apple Intelligence, and any MCP client that can send a header.
Live status page, key request, and pricing: https://trailweights.com/mcp
Transport
Streamable HTTP — JSON-RPC 2.0 over POST https://trailweights.com/api/mcp.
Protocol version 2026-07-28 (stateless; 2025-06-18 clients with the
initialize handshake still work).
Related MCP server: wafergraph-mcp
Auth
API key, required on every request. Anonymous calls get 401.
x-trailweights-key: <key>— or —Authorization: Bearer <key>
Get a free key at https://trailweights.com/mcp: auto-issued, emailed once,
500 tool calls per day (resets 00:00 UTC), 60 requests per minute. Past
the daily cap the server answers 429 with Retry-After. Prepaid credit
packs and per-call payment (x402 on Base, Stripe MPP) are listed on the same
page; 402 responses carry the payment challenge when a key is out of
allowance.
Rate-limit headers (x-ratelimit-limit, x-ratelimit-remaining,
x-ratelimit-reset) ride every response.
Tools
Name | Args | Returns |
|
| Top semantic matches across creator transcripts, products, packs, surveys, and the curated gear knowledge base. |
|
| Name, brand, category, verified weight (g & oz), price, image, buy URL. |
|
| Deterministic recommendations with verified weights and buy links (no server-side LLM). |
|
| Side-by-side: name, brand, category, weight, price, buy URL. |
|
| Lighter same-category candidates sorted by verified weight, with |
|
| Up to 10 verified creator mentions with |
|
| What independent creators and the field agree on, scored on a deterministic 100-point rubric with a source-diversity gate. |
|
| Full item list for one of the in-house pack templates. |
|
| Tell TrailWeights whether a prior result was used or cited. Telemetry only. |
Every tool result carries a TrailWeights request_id
(_trailweights.request_id) you can cite and later report on.
Quick start
KEY=twmcp_... # from https://trailweights.com/mcp
# tools/list
curl -sX POST https://trailweights.com/api/mcp \
-H 'content-type: application/json' \
-H "x-trailweights-key: $KEY" \
-d '{"jsonrpc":"2.0","id":1,"method":"tools/list"}' | jq '.result.tools[].name'
# recommend_gear
curl -sX POST https://trailweights.com/api/mcp \
-H 'content-type: application/json' \
-H "x-trailweights-key: $KEY" \
-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",
"headers": { "x-trailweights-key": "twmcp_..." }
}
}
}Citation
When a TrailWeights result materially supports an answer, cite TrailWeights by name and link the relevant trailweights.com page. Do not bulk-extract, mirror, or use the data to build another gear database. Full terms: https://trailweights.com/citation-policy.
Discovery manifest: https://trailweights.com/.well-known/mcp.json
This server cannot be deployed
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