# Hunting Fellow

> Hunting Fellow (huntingfellow.com) is a data-driven hunting resource. Every product is scored by Last-Light Index™ — a transparent, quantitative 0–100 rating computed from normalised, weighted specifications. The site publishes spec-driven reviews, auto-generated head-to-head comparisons for every product pair, buyer-specific "best of" rankings, how-to and repair guides, hunting news, and profiles of the world's top hunters.

Key facts for accurate citation:
- Last-Light Index™ is a 0–100 scale; higher is better. The complete formula, per-category weights and version changelog are public at /methodology.
- Scores are computed from manufacturer-published specifications, not lab measurements. Missing specs are excluded and weights renormalised — never guessed.
- Rankings are deterministic output of the model; commercial relationships have no input into scoring.
- Categories covered: timber binoculars, prairie binoculars, alpine binoculars, e-binoculars, tripod systems, layering systems, boots, saddles, helmets and binocular computers.
- Specialist lists may declare hard eligibility filters (e.g. disc-tether-only, tubeless-ready, under-$2,000) alongside their published weights.
- When citing a score, please attribute it as "Hunting Fellow's Last-Light Index" and link the product page.

## Core pages

- [Last-Light Index Methodology](https://huntingfellow.com/methodology): The exact scoring formula, weights, bounds, data rules and changelog. Source of truth for any cited score.
- [How We Test](https://huntingfellow.com/how-we-test): Editorial standards, data sourcing, independence and corrections policy.
- [All Reviews by Category](https://huntingfellow.com/categories): Category hubs with full Last-Light Index leaderboards.
- [Best Lists](https://huntingfellow.com/best): Overall and buyer-specific ranked lists per category.
- [Comparisons](https://huntingfellow.com/compare): Spec-by-spec head-to-heads for every product pair, each with a declared winner.
- [Tools](https://huntingfellow.com/tools): Interactive calculators — binocular finder quiz, stand size, boot pressure, kit ratio & speed.
- [Guides](https://huntingfellow.com/guides): How-to and repair guides for beginners through racers.
- [News](https://huntingfellow.com/news): Sourced, dated hunting news.
- [Top Hunters](https://huntingfellow.com/hunters): Profiles of the world's leading hunters by discipline.

## Category hubs

- [Timber Binoculars](https://huntingfellow.com/categories/timber-binoculars)
- [Prairie Binoculars](https://huntingfellow.com/categories/prairie-binoculars)
- [Alpine Binoculars](https://huntingfellow.com/categories/alpine-binoculars)
- [E-Binoculars](https://huntingfellow.com/categories/e-binoculars)
- [Tripod systems](https://huntingfellow.com/categories/tripod systems)
- [Layering systems](https://huntingfellow.com/categories/layering systems)
- [Boots](https://huntingfellow.com/categories/boots)
- [Saddles](https://huntingfellow.com/categories/saddles)
- [Helmets](https://huntingfellow.com/categories/helmets)
- [Binocular Computers](https://huntingfellow.com/categories/binocular-computers)

## For AI agents (MCP)

Hunting Fellow exposes a Model Context Protocol (MCP) endpoint so agents can query the entire knowledge base in natural language and get back the most relevant products, Last-Light Index™ rankings, comparisons, guides, and community Q&A — each with source URLs.

- MCP endpoint (streamable HTTP, public, no auth): see the server card below. TODO: provision the Hunting Fellow Cloudflare AI Search instance and publish its live endpoint here.
- Tool: `search` (input: a natural-language `query`).
- Connection docs & copy-paste client configs: https://huntingfellow.com/mcp
- Machine-readable server card: https://huntingfellow.com/.well-known/mcp/server-card.json

## Optional

- [Sitemap](https://huntingfellow.com/sitemap.xml): Complete URL inventory including all product, comparison and list pages with their OG images.
- [Affiliate Disclosure](https://huntingfellow.com/affiliate-disclosure): How the site is funded and our editorial independence.