ZBS Index What actually exists in applied AI, with the source next to it

mcp server

trailweights-mcp

Read-only MCP access to TrailWeights' ultralight gear corpus: verified weights, reviews, pack lists

Description as published by the maintainer. Source

  • version 0.1.0
  • active

active — Registry entry last updated 2026-06-14.

What this server can do

8 functions, named and described by the server itself. Parameter names are shown because they say more about what a function does than its name usually does.

compare_gear(product_ids)
Side-by-side spec comparison for 2–6 products. Returns aligned rows of name, weight, price, category, and buy URL, each with a trust envelope (verified weight provenance, manufacturer-vs-field conflict flag, top citations). Required: product_ids.
find_lighter_alternative(limit, product_id)
Given a product, return up to 5 lighter alternatives in the same category, ordered by verified weight ascending. Each alternative carries a trust envelope (verified weight provenance, conflict flag, top citations). Required: product_id.
get_field_consensus(slug, product_id)
Pre-computed field consensus for a product: what independent creators and the field say, scored on a deterministic 100-point rubric with a source-diversity gate. Returns the consensus label, score, evidence count, distinct authors, known conflicts, and a sample of the underlying evidence claims with source URLs. This is conflict-resolution an agent would otherwise have to reconstruct from raw reviews. Pass either the product UUID or the slug.
get_gear_reviews(product_id)
Fetch creator video reviews for a product. Returns up to 10 verified mentions with creator name, YouTube ID, timestamp, and quoted snippet. Required: product_id.
get_pack_template(slug, template_id)
Return one of the 21 in-house TrailWeights pack templates by ID or slug, including the full item list and total weight.
get_product_specs(slug, product_id)
Canonical product spec sheet — name, brand, category, verified weight, MSRP, image, and a cottage-first affiliate buy URL. Includes a trust envelope: verified weight with provenance (measured vs manufacturer claim), confidence, last-verified date, a manufacturer-vs-field weight conflict flag, and top creator citations with source URLs. Pass either the product UUID or the slug.
recommend_gear(limit, query, category, weight_cap_oz)
Deterministic, fast (<500ms) structured gear lookup from a freeform query (e.g. 'best quilt for a PCT thru hike'). Runs the TrailWeights deterministic query planner — rule-based category/intent detection, brand-alias expansion, and compiled weight/price/category constraints; no server-side LLM is invoked. Returns the top catalog products ranked by the compiled plan (verified weight, relevance, price) with verified weights (provenance and conflict flags), trust envelopes with field-consensus signal, citations, and cottage-first buy URLs, plus the applied filters. The calling agent supplies the reasoning; this tool supplies verified data. Optional weight cap (oz) and category filter. Required: query.
search_corpus(query, category, match_count, max_weight_g, max_price_usd, source_filter, min_creator_count)
Semantic search over the TrailWeights knowledge corpus (transcripts, product descriptions, in-house pack templates, surveys, ultralight Bible). Returns the top matching chunks with source attribution. Supports hard predicates — filter by verified max weight (grams), max price (USD), minimum independent creator count (trust floor), and gear category — so hybrid semantic+spec queries resolve in one call. Required: query.

Last successful function declaration observed on . Source: https://trailweights.com/api/mcp. We list what the server declared; we do not call any of these functions.

Endpoint status observed on . Source: https://trailweights.com/api/mcp.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
Latest published version 0.1.0 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-06-14 When the registry record was last updated by its maintainer. point in time Model Context Protocol
First listed in the MCP Registry 2026-06-14 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
mcp tools declared 8 tools Number of functions the server itself declared when asked to list them. This is what the server offers an agent, not a measure of how well any of them work. as of probe trailweights.com
mcp endpoint status ok The server listed 8 functions when asked. as of probe trailweights.com

Where to get it

This record as data

Every field on this page, with its source and observation date, is in the catalog JSON. Fetch the whole kind at once instead of parsing this HTML.

GET /api/v1/entries/mcp_server.json

Sources

  1. Official MCP Registry — Model Context Protocol, observed , trust tier 1.
  2. Tools declared by the MCP server at https://trailweights.com/api/mcp — trailweights.com, observed , trust tier 4.