Oligrail Atlanta pilot Operator: Oliktric LLC Oligrail scores are opinions generated by Oliktric LLC from publicly available sources using a published method. They are not statements of fact, guarantees, or endorsements. Restaurants do not pay to change scores. Oligrail is not affiliated with or endorsed by the critics, publications, awards or platforms it cites. Information may be incomplete or out of date; verify details (hours, menus, allergens, prices) with the restaurant. Terms: https://oligrail.ai/terms · Method: https://oligrail.ai/methodology · Corrections: https://oligrail.ai/corrections By using Oligrail you agree to our Terms of Use (https://oligrail.ai/terms), including binding individual arbitration and a class-action waiver in Section 10. Attribution: © OpenStreetMap contributors, ODbL — https://www.openstreetmap.org/copyright A free page shows the restaurant name, rank, score, and one short reason in Oligrail's words. The reason names the outlet and the month, for example "Featured on Eater Atlanta's Essential 38, Oct 2026." It is not a quotation and it has no link. Paid lookups for agents are coming soon. Free pages: https://oligrail.ai/ https://oligrail.ai/atlanta/ https://oligrail.ai/atlanta// https://oligrail.ai/atlanta// https://oligrail.ai/methodology https://oligrail.ai/about https://oligrail.ai/disclaimer https://oligrail.ai/takedown https://oligrail.ai/terms https://oligrail.ai/privacy https://oligrail.ai/corrections https://oligrail.ai/data-license Free JSON: https://oligrail.ai/v1/zips https://oligrail.ai/v1/atlanta/ https://oligrail.ai/v1/methodology https://oligrail.ai/v1/terms https://oligrail.ai/v1/osm-export Discovery: https://oligrail.ai/sitemap.xml https://oligrail.ai/robots.txt https://oligrail.ai/llms-full.txt https://oligrail.ai/openapi.json https://oligrail.ai/.well-known/mcp MCP: https://oligrail.ai/mcp Paid lookups for agents are coming soon. Terms: https://oligrail.ai/terms # Pages https://oligrail.ai/ is the ZIP directory. https://oligrail.ai/atlanta/ is the Atlanta-wide list, titled "Best Restaurants in Atlanta (October 2026)". A neighborhood page is published only when that name covers two or more ZIP codes, for example https://oligrail.ai/atlanta/midtown/ (30308 and 30309) and https://oligrail.ai/atlanta/sandy-springs/ (30328 and 30350). A name that belongs to one ZIP, such as Inman Park or Old Fourth Ward, redirects to that ZIP page and is not listed in the sitemap. ZIP pages stay at https://oligrail.ai/atlanta/30307/. A ZIP summary is worded "in ZIP 30307 (Inman Park, Candler Park, Little Five Points)". It does not claim a rank inside a neighborhood. Titles are "Best Restaurants in , Atlanta (October 2026)". Chamblee, College Park, Doraville, Dunwoody, East Point, Hapeville, Sandy Springs, and South Fulton omit ", Atlanta", including when one of those names is only part of the title. ZIP 30336 is Fulton Industrial, South Fulton. North Druid Hills and Vinings use "Atlanta area". A ZIP page adds "(ZIP xxxxx)" before the month. The Atlanta page and each multi-ZIP page number the combined list from 1. The update date is October 15, 2026. https://oligrail.ai/about names the operator, Oliktric LLC, and the public contacts privacy@oligrail.ai and support@oligrail.ai. https://oligrail.ai/disclaimer is the public disclaimer. https://oligrail.ai/takedown links the corrections form and those same contacts. The footer of every page links About, Disclaimer, and Takedown. # Structured data and crawlers HTML pages include canonical, description, Open Graph, and Twitter card tags. JSON-LD is Organization, WebSite, and on each list page BreadcrumbList plus an ItemList of Restaurant entries with name, address, geo, servesCuisine, position, and a description set to the one free reason line. Oligrail does not emit AggregateRating or ratingValue. The visible score stays in the HTML. https://oligrail.ai/robots.txt allows Googlebot, Bingbot, GPTBot, OAI-SearchBot, PerplexityBot, ClaudeBot, and Google-Extended. https://oligrail.ai/sitemap.xml lists the HTML pages, ZIP pages, and neighborhood pages, each with lastmod 2026-10-15. # Method Formula v0.1. Designed weights are critics 0.43, social 0.29, consensus 0.21, and hygiene 0.07. Hygiene was dropped after the Georgia DPH portal returned HTTP 418, so the active weights are the first three divided by 0.93. Confidence is 1 - e^(-n/4). A score below 0.4 is emerging and is not ranked. The as-of date is 2026-10-15. Full text: https://oligrail.ai/methodology and https://oligrail.ai/v1/methodology. # MCP https://oligrail.ai/.well-known/mcp points at https://oligrail.ai/mcp. Tools: list_zips (free ZIP list), best_in_zip, get_restaurant, and search_restaurants. Paid lookups for agents are coming soon. # Paid API Paid lookups for agents are coming soon. Oligrail ratings reflect the opinion of Oliktric LLC, produced by an automated process described on our methodology page. Each score is based on publicly available facts and publicly available sources, named beside it; paid lookups for agents are coming soon. We do not copy or republish third-party reviews, and we do not use Yelp or Reddit data. A score is not a guarantee of food quality, safety, hygiene, service, or experience, and is not health, dietary, or allergy advice. Restaurants do not pay to change scores. Oligrail is not affiliated with or endorsed by the critics, publications, awards or platforms it cites; their names are used only to identify sources. Restaurant names, addresses and locations include data © OpenStreetMap contributors, available under the Open Database License (https://www.openstreetmap.org/copyright). If you believe something is wrong, use our corrections and takedown process.