# Mama Lion: Agent-Direct Score B (81.5%) Site: http://www.mamalion.com/ Report: https://directindex.org/r/mamalion.com 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.) Mama Lion is mostly ready for agents. An AI assistant can open Mama Lion's website. It can read what Mama Lion offers. It finds a way to book or order directly, through SevenRooms. ## Direct links - Book directly: https://www.sevenrooms.com/reservations/mamalion (through sevenrooms acting for the business) - Menu: https://www.mamalion.com/menu - Phone: +12133775277 - Address: 601 S Western Ave, 90005, Los Angeles ## Nearby, also direct Places near Mama Lion that take a booking or an order on their own website, with no marketplace in between. - K Pasa (20 m): https://directindex.org/r/kpasataqueria.com - All'Antico Vinaio (60 m): https://directindex.org/r/allanticovinaiousa.com - Pelicanaktownla (90 m): https://directindex.org/r/pelicanausa.com - Sul & Beans (90 m): https://directindex.org/r/sulandbeans.com ## What to fix first - **Almost no text without JavaScript.** (+2 points) Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. Guide: https://directindex.org/guides/website-blank-without-javascript - **Structured data is incomplete.** (+2 points) Missing: telephone. Guide: https://directindex.org/guides/structured-data-restaurant - **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. ``` # Mama Lion > local business in 601 S Western Ave, 90005, Los Angeles, Los Angeles. Phone +12133775277. ## Book or order directly - Book: https://www.sevenrooms.com/reservations/mamalion (through sevenrooms acting for the business) - Menu: https://www.mamalion.com/menu ## About - Website: http://www.mamalion.com/ - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models. ``` ## Already right - **robots.txt lets AI crawlers in.** No rule blocks the main AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. - **Structured data found (LocalBusiness).** address, opening hours - **Menu or price list is an HTML page.** Agents can read the items and prices. - **Booking through sevenrooms on your own domain.** There's no marketplace commission, and the customer stays yours. - **SevenRooms works with agents through its partners.** SevenRooms' terms (17 April 2026) bar any robot, spider, scraper or other automated means except bona fide search engines; Google names SevenRooms as an AI Mode booking partner. Terms read on 2026-10-15: https://sevenrooms.com/terms-of-service/. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them. ## Where it stands 723 of 4350 in Los Angeles. Top 17% 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 | 95% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 97% | yes | | Structured data with address, phone and hours | 59% | no | | Have an llms.txt | 37% | no | Nearest places in the index: K Pasa (B, 23 m, https://directindex.org/r/kpasataqueria.com); Mo's House Of Axe Restaurant, Bar, And Axe Throwing (F, 38 m, https://directindex.org/r/moshouseofaxe.com); Tip's House - Cuisine of Thailand (F, 54 m, https://directindex.org/r/tipshouse.us); All'Antico Vinaio (A, 55 m, https://directindex.org/r/allanticovinaiousa.com); Tengoku Ramen Bar (F, 67 m, https://directindex.org/r/tengokuramen.com); 정육점 (D, 78 m, https://directindex.org/r/jeongyukjeomnyc.com); Pelicanaktownla (C, 90 m, https://directindex.org/r/pelicanausa.com); Sul & Beans (C, 90 m, https://directindex.org/r/sulandbeans.com); Here's Looking At You (F, 103 m, https://directindex.org/r/hereslookingatyoula.com); Whiz (D, 122 m, https://directindex.org/r/eatwhiz.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 Los Angeles and named 95 places. Mama Lion wasn't one of them. See who was named: https://directindex.org/city/los-angeles/recommended Compared with its peers: Sites built with Squarespace 63% (46% A or B, 18903 sites); Sites using SevenRooms 70% (52% A or B, 1973 sites); This site 81.5%. See what an AI agent reads on this site: https://directindex.org/r/mamalion.com/agent-view ## Businesses like Mama Lion in Los Angeles | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Los Angeles | 4350 | 50% | 31% | 81.5% | | Sites built with Squarespace in Los Angeles | 442 | 70% | 54% | 81.5% | | Sites using SevenRooms in Los Angeles | 26 | 78% | 81% | 81.5% | | Sites built with Squarespace and using SevenRooms in Los Angeles | 11 | 76% | 73% | 81.5% | The best of the sites built with Squarespace and using SevenRooms in Los Angeles: Messob (A 93.8%, https://directindex.org/r/messob.com); Butchr Bar (A 89.2%, https://directindex.org/r/butchr.bar); Taverna at The Mar Vista (B 80%, https://directindex.org/r/themarvista.com); Lock & Key (B 78.5%, https://directindex.org/r/lockandkey.la); Companion (B 76.9%, https://directindex.org/r/companion.la). With the two fixes above (Almost no text without JavaScript; Structured data is incomplete), the score would be about 87.7%. That would be 451st of 4,350 in Los Angeles, up from 723rd. ## The direct record What agents get for Mama Lion, as JSON: https://directindex.org/api/direct/mamalion.com - Book: https://www.sevenrooms.com/reservations/mamalion (vendor on own site: SevenRooms; found by the scan of 2026-10-23, not yet tested) - Order: none on record - Menu: https://www.mamalion.com/menu (html_page; from the scan) - Hours: none on record - Phone: +12133775277 - Stable links that count: https://directindex.org/go/mamalion.com/book, https://directindex.org/go/mamalion.com/menu ## 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, Toast, or a vendor whose terms allow agents): no - Vendor terms for agents, SevenRooms: Through partners. SevenRooms' terms (17 April 2026) bar any robot, spider, scraper or other automated means except bona fide search engines; Google names SevenRooms as an AI Mode booking partner. Read 2026-10-15: https://sevenrooms.com/terms-of-service/ ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 23 | 25 | | Readable | 20 | 25 | | Actionable | 10 | 15 (the action test: pending) | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/mamalion.com - 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: yes - 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/mamalion.com/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/mamalion.com/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 · Rescan now: https://directindex.org/scan?url=mamalion.com&force=1