# Mamasamba: Agent-Direct Score C (66.2%) Site: https://www.mamasamba.co.za/ Report: https://directindex.org/r/mamasamba.co.za Scanned: 2026-10-17 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.) Mamasamba is partly visible to agents. An AI assistant can open the website of Mamasamba. It can read what Mamasamba offers. It finds no link to book or order online, only a phone number. ## Direct links - Menu: https://www.mamasamba.co.za/#menus - Phone: +27 10 110 0313 ## What to fix first - **No booking or ordering link on the website.** (+13 points) Only a phone number or WhatsApp, which agents cannot use yet. If you take bookings or orders through a platform, link to it from the site so an agent can find it. Add a booking or ordering page. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **No llms.txt.** (no points, still worth doing) Optional today, cheap to add: a short text file describing the business for language models. Guide: https://directindex.org/guides/llms-txt-for-a-business ## Fix kit: What to paste Structured data (JSON-LD). One block in the page's head, or in the builder's custom-code slot. Replace anything that is wrong. ```html ``` llms.txt. Save as /llms.txt at the root of the site. ``` # Mamasamba > restaurant (sushi, latin american, seafood, asian) in Johannesburg. Phone +27 10 110 0313. ## Book or order directly - Menu: https://www.mamasamba.co.za/#menus ## Opening hours 12:00-24:00 ## About - Website: https://www.mamasamba.co.za/ - 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 key AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response. - **Structured data present (LocalBusiness).** but without address, phone or hours - **Menu or price list is an HTML page.** Agents can read items and prices directly. ## Where it stands 28 of 94 in Johannesburg. Top 30% of the sites scanned in this index. | What the top tenth of the index does | Top 10% | This site | |---|---|---| | Take bookings or orders on their own domain | 100% | no | | Publish the menu or price list as HTML | 70% | yes | | Let AI crawlers in (no edge block, no robots.txt block) | 100% | yes | | Structured data with address, phone and hours | 10% | no | | Have an llms.txt | 10% | no | Nearest places in the index: Fugazzi (B, 37 m, https://directindex.org/r/fugazzi.co.za); Krispy Kreme (F, 44 m, https://directindex.org/r/krispykreme.com); Proud Mary (A, 73 m, https://directindex.org/r/proudmary.co.za); Chunky Chau (B, 123 m, https://directindex.org/r/chunkychau.co.za); Perrier-Jouët Champagne Bar (B, 235 m, https://directindex.org/r/southernsun.com); BGR (C, 649 m, https://directindex.org/r/eatbgr.com); Napz Pizzeria Napoletana (D, 685 m, https://directindex.org/r/napz.co.za); Marble (B, 687 m, https://directindex.org/r/marble.restaurant); Coalition Pizza (F, 919 m, https://directindex.org/r/coalitionpizza.co.za); La Cucina Di Ciro (B, 1288 m, https://directindex.org/r/lacucinadiciro.co.za). ## What assistants answer Not asked yet. Assistants are asked about the top-ranked businesses in each city index, and about every claimed business the moment it is claimed; claim this page to be included. Asked 12 everyday questions about Johannesburg, the assistants named 80 places; Mamasamba was not among them. See who was named: https://directindex.org/city/johannesburg/recommended Against its peers: Sites built with Squarespace 66% (51% A or B, 9908 sites); This site 66.2%. See what an AI agent reads on this site: https://directindex.org/r/mamasamba.co.za/agent-view ## Businesses like Mamasamba in Johannesburg | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Johannesburg | 94 | 54% | 24% | 66.2% | | Sites built with Squarespace in Johannesburg | 8 | 80% | 75% | 66.2% | The best of the sites built with Squarespace in Johannesburg: Banchan (A 93.8%, https://directindex.org/r/banchan.co.za); Pronto (A 90.8%, https://directindex.org/r/prontoitalianrestaurant.co.za); The Big Mouth (A 87.7%, https://directindex.org/r/thebigmouth.co.za); Proud Mary (A 86.2%, https://directindex.org/r/proudmary.co.za); La Cucina Di Ciro (B 84.6%, https://directindex.org/r/lacucinadiciro.co.za). With the two fixes above (No booking or ordering link on the website; Structured data is incomplete) the score would be about 95.4%: first of 94 in Johannesburg. ## The direct record What agents get for Mamasamba, as JSON: https://directindex.org/api/direct/mamasamba.co.za - Book: none on record - Order: none on record - Menu: https://www.mamasamba.co.za/#menus (html_page; from the scan) - Hours: 12:00-24:00 (open now) (from OpenStreetMap) - Phone: +27 10 110 0313 - Stable links that count: https://directindex.org/go/mamasamba.co.za/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 ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 16 | 25 | | Actionable | 2 | 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/mamasamba.co.za - 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/mamasamba.co.za/plan): the assistants asked again every month, with what changed; 2 EUR a month or 19 EUR a year. Deep report: https://directindex.org/r/mamasamba.co.za/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 5 EUR, one-off. 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=mamasamba.co.za&force=1