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).

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
`search_corpus`	`query`, `source_filter?`, `match_count?`	Top semantic matches across creator transcripts, products, packs, surveys, and the curated gear knowledge base.
`get_product_specs`	`product_id` or `slug`	Name, brand, category, verified weight (g & oz), price, image, buy URL.
`recommend_gear`	`query`, `weight_cap_oz?`, `category?`, `limit?`	Deterministic recommendations with verified weights and buy links (no server-side LLM).
`compare_gear`	`product_ids[]` (2–6)	Side-by-side: name, brand, category, weight, price, buy URL.
`find_lighter_alternative`	`product_id`, `limit?`	Lighter same-category candidates sorted by verified weight, with `weight_savings_g`.
`get_gear_reviews`	`product_id`	Up to 10 verified creator mentions with `youtube_url`, `timestamp_seconds`, and `snippet`.
`get_field_consensus`	`product_id` or `slug`	What independent creators and the field agree on, scored on a deterministic 100-point rubric with a source-diversity gate.
`get_pack_template`	`template_id` or `slug`	Full item list for one of the in-house pack templates.
`report_outcome`	`request_id`, `answer_used?`, `citation_included?`, `helpfulness?`	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

trailweights mcp