# Indigenous Food Lab: Agent-Direct Score C (61.1%) Site: https://natifs.org/indigenous-food-lab/?mibextid=Zxz2cZ Report: https://directindex.org/r/natifs.org Scanned: 2026-10-23 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Indigenous Food Lab is partly visible to agents. Some AI assistants are turned away by Indigenous Food Lab's website. It can't find a menu or price list, so it answers from other sites. To book or order, it is sent to OpenTable, a marketplace. ## Direct links - Order directly: https://iflmarket.square.site/s/order?item=10 (through square acting for the business) - Address: 920 E Lake St, 55407, Minneapolis ## Nearby, also direct Places near Indigenous Food Lab that take a booking or an order on their own website, with no marketplace in between. - Arepa Bar (50 m): https://directindex.org/r/arepabarmpls.com - The Rabbit Hole (60 m): https://directindex.org/r/eatdrinkrabbit.com - Irie Jamaican Express (70 m): https://directindex.org/r/iriejamaicanexpress.com - The Kitchen by Baked Brands (70 m): https://directindex.org/r/midtownglobalmarket.org - El TacoTorro (80 m): https://directindex.org/r/eltacotorromn.com ## What to fix first - **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **No menu or price list found.** (+7 points) Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. Guide: https://directindex.org/guides/menu-pdf-ai - **Booking only through opentable.** (+5 points) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **The server turns AI crawlers away at the door.** (+3.3 points) Requests as ClaudeBot (http_403) were refused, but a normal browser got the page. That's usually a bot list at the host or in a firewall that the owner never chose. Ask the host to allow these user agents. Guide: https://directindex.org/guides/blocking-ai-crawlers-without-knowing - **No llms.txt.** (no points, but worth doing) Optional for now and cheap to add. It's a short text file that describes the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business ## Fix kit: What to paste Structured data (JSON-LD). Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong. ```html ``` llms.txt. Save as /llms.txt at the root of the site. ``` # Indigenous Food Lab > organization in 920 E Lake St, 55407, Minneapolis, Minneapolis. ## Book or order directly - Order: https://iflmarket.square.site/s/order?item=10 (through square acting for the business) ## About - Website: https://natifs.org/indigenous-food-lab/?mibextid=Zxz2cZ - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models. ``` ## Already right - **robots.txt lets AI crawlers in.** There's no robots.txt, which means everything is allowed. - **Structured data found (Organization).** no address, phone or hours in it - **Ordering through square on your own domain.** There's no marketplace commission, and the customer stays yours. ## Where it stands 426 of 837 in Minneapolis. Top 51% of the sites scanned in this index. | What the top 10% of the index does | Top 10% | This site | |---|---|---| | Take bookings or orders on their own domain | 100% | yes | | Publish the menu or price list as HTML | 94% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 98% | no | | Structured data with address, phone and hours | 59% | no | | Have an llms.txt | 15% | no | Nearest places in the index: Arepa Bar (B, 48 m, https://directindex.org/r/arepabarmpls.com); Taco Cat (D, 48 m, https://directindex.org/r/tacocatmn.com); The Kitchen By Baked Brand (F, 50 m, https://directindex.org/r/thekitchenmpls.com); The Rabbit Hole (C, 63 m, https://directindex.org/r/eatdrinkrabbit.com); Irie Jamaican Express (D, 71 m, https://directindex.org/r/iriejamaicanexpress.com); The Kitchen by Baked Brands (C, 74 m, https://directindex.org/r/midtownglobalmarket.org); El TacoTorro (A, 81 m, https://directindex.org/r/eltacotorromn.com); Oasis Deli (B, 88 m, https://directindex.org/r/oasisgrillmn.com); Salsa a la Salsa (A, 101 m, https://directindex.org/r/squarespace.com); Hamdi Restaurant (C, 135 m, https://directindex.org/r/hamdirestaurantmn.com). ## What assistants answer The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included. The assistants were asked 12 everyday questions about Minneapolis and named 82 places. Indigenous Food Lab wasn't one of them. See who was named: https://directindex.org/city/minneapolis/recommended Compared with its peers: Sites built with WordPress 55% (24% A or B, 217120 sites); Sites using OpenTable 69% (51% A or B, 5719 sites); Sites using Square 65% (42% A or B, 4353 sites); This site 61.1%. See what an AI agent reads on this site: https://directindex.org/r/natifs.org/agent-view ## Businesses like Indigenous Food Lab in Minneapolis | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Minneapolis | 837 | 55% | 37% | 61.1% | | Sites built with WordPress in Minneapolis | 180 | 64% | 45% | 61.1% | | Sites using OpenTable in Minneapolis | 29 | 75% | 69% | 61.1% | | Sites built with WordPress and using OpenTable in Minneapolis | 13 | 73% | 62% | 61.1% | The best of the sites built with WordPress and using OpenTable in Minneapolis: Restaurant at the Nicollet Island Inn (A 100%, https://directindex.org/r/nicolletislandinn.com); 801 Chophouse (B 84.6%, https://directindex.org/r/801chophouse.com); Zelo (B 84.6%, https://directindex.org/r/zelompls.com); Carvers Restaurant (B 83.1%, https://directindex.org/r/carverssteak.com); The Curry Diva (B 81.1%, https://directindex.org/r/currydiva.com). With the three fixes above (Structured data is incomplete; No menu or price list found; Booking only through opentable), the score would be about 90.3%. That would be 44th of 837 in Minneapolis, up from 426th. ## The direct record What agents get for Indigenous Food Lab, as JSON: https://directindex.org/api/direct/natifs.org - Book: none on record - Order: https://iflmarket.square.site/s/order?item=10 (vendor on own site: Square; found by the scan of 2026-10-23, not yet tested) - Menu: none on record - Hours: none on record - Phone: none on record - Stable links that count: https://directindex.org/go/natifs.org/order ## Can an agent transact? Measured, not scored (the score stays at spec v1.0). - UCP profile (/.well-known/ucp, Google and Shopify's Universal Commerce Protocol): no - ACP discovery document (/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol): no - MCP server card (/.well-known/mcp/server-card.json): no - Ordering vendor that takes agent orders (Square): yes - Vendor terms for agents, Square: Yes. Square takes orders placed in ChatGPT and Claude for US food sellers since 1 July 2026 with no seller setup; its Buyer Account Terms still bar robots and scrapers from accessing Block systems. Read 2026-10-15: https://squareup.com/us/en/press/claude-chatgpt-integrations Found one hop past the home page: contact page /where-to-find-us/: booking via opentable, ordering via square. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 21.7 | 25 | | Readable | 8 | 25 | | Actionable | 10 | 15 (the action test: pending) | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/natifs.org - Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md) - sitemap.xml: yes - AI bot rules in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/ai-rules/SKILL.md) - Content Signals in robots.txt: no (how: https://isitagentready.com/.well-known/agent-skills/content-signals/SKILL.md) - Markdown on Accept: text/markdown: no (how: https://isitagentready.com/.well-known/agent-skills/markdown-negotiation/SKILL.md) - llms.txt: no (how: https://isitagentready.com/.well-known/agent-skills/llms-txt/SKILL.md) - API catalog (RFC 9727): no (how: https://isitagentready.com/.well-known/agent-skills/api-catalog/SKILL.md) - MCP server card: no (how: https://isitagentready.com/.well-known/agent-skills/mcp-server-card/SKILL.md) - A2A agent card: no (how: https://isitagentready.com/.well-known/agent-skills/a2a-agent-card/SKILL.md) - Agent Skills index: no (how: https://isitagentready.com/.well-known/agent-skills/agent-skills/SKILL.md) - OAuth or OIDC discovery: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-discovery/SKILL.md) - OAuth protected resource metadata: no (how: https://isitagentready.com/.well-known/agent-skills/oauth-protected-resource/SKILL.md) - auth.md: no (how: https://isitagentready.com/.well-known/agent-skills/auth-md/SKILL.md) - Web Bot Auth key directory: no (how: https://isitagentready.com/.well-known/agent-skills/web-bot-auth/SKILL.md) - ARD capability manifest: no (how: https://isitagentready.com/.well-known/agent-skills/ard/SKILL.md) - DNS-AID records: no (how: https://isitagentready.com/.well-known/agent-skills/dns-aid/SKILL.md) - WebMCP tools on the page: no (how: https://isitagentready.com/.well-known/agent-skills/webmcp/SKILL.md) - JSON-LD for the business: yes Keep watching this business (https://directindex.org/r/natifs.org/plan): the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year. Deep report: https://directindex.org/r/natifs.org/deep. Ten questions phrased the way people ask them, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers. Methodology: https://directindex.org/methodology ยท Rescan now: https://directindex.org/scan?url=natifs.org&force=1