# Proud Mary: Agent-Direct Score B (78.8%) Site: https://proudmary.co.za Report: https://directindex.org/r/proudmary.co.za Scanned: 2026-10-21 (Provisional, with the assistant citation check still to come. The hatched part of the bar isn't measured yet.) Proud Mary is mostly ready for agents. An AI assistant can open Proud Mary's website. It can read what Proud Mary offers. It finds a way to book or order directly on the site. ## Direct links - Book directly: https://www.proudmary.co.za/reservations (on the business's own site) - Menu: https://www.proudmary.co.za/set-menus - Phone: +27 10 023 3316 - Address: Cradock Avenue 26 - WhatsApp: a link on the site ## Nearby, also direct Places near Proud Mary that take a booking or an order on their own website, with no marketplace in between. - RocoMamas (30 m): https://directindex.org/r/rocomamas.com - Fugazzi (40 m): https://directindex.org/r/fugazzi.co.za - La Parada (140 m): https://directindex.org/r/laparada.co.za - Perrier-Jouët Champagne Bar (160 m): https://directindex.org/r/southernsun.com ## What to fix first - **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. 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. ``` # Proud Mary > restaurant in Cradock Avenue 26, Johannesburg. Phone +27 10 023 3316. ## Book or order directly - Book: https://www.proudmary.co.za/reservations (on the business's own site) - Menu: https://www.proudmary.co.za/set-menus ## About - Website: https://proudmary.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 main AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. - **Structured data found (LocalBusiness).** no address, phone or hours in it - **Menu or price list is an HTML page.** Agents can read the items and prices. - **Booking on your own site.** Agents can book without going through a marketplace. ## Since the scan of 2026-10-17 (B then) - Fixed: nothing - New: nothing ## Where it stands 77 of 697 in Johannesburg. Top 11% 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 | 97% | yes | | Publish the menu or price list as HTML | 92% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes | | Structured data with address, phone and hours | 25% | no | | Have an llms.txt | 27% | no | Nearest places in the index: News Cafe Rosebank (C, 20 m, https://directindex.org/r/newscafe.co.za); RocoMamas (B, 33 m, https://directindex.org/r/rocomamas.com); Fugazzi (B, 42 m, https://directindex.org/r/fugazzi.co.za); Mamasamba (C, 73 m, https://directindex.org/r/mamasamba.co.za); Krispy Kreme (F, 82 m, https://directindex.org/r/krispykreme.com); George's Grill House (C, 87 m, https://directindex.org/r/georgesgrillhouse.co.za); Fishmonger (F, 107 m, https://directindex.org/r/fishmongerrosebank.co.za); La Parada (B, 140 m, https://directindex.org/r/laparada.co.za); Chunky Chau (B, 144 m, https://directindex.org/r/chunkychau.co.za); Perrier-Jouët Champagne Bar (C, 164 m, https://directindex.org/r/southernsun.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. Recommended when people ask: "Good breakfast near the centre tomorrow from 8. Can I book?" (ChatGPT); "A wine bar with small plates tonight. Reserve two seats." (ChatGPT, Gemini); "Somewhere good that's actually open on Monday evening, book a table." (Gemini) Score over 2 scans since 2026-10-17: 2026-10-17 79%, 2026-10-21 79%. Compared with its peers: Sites built with Squarespace 61% (41% A or B, 34188 sites); This site 78.8%. See what an AI agent reads on this site: https://directindex.org/r/proudmary.co.za/agent-view ## Named by ChatGPT and Gemini for 3 questions, including "Good breakfast near the centre tomorrow from 8. Can I book?" in Johannesburg, November 2026 - "Good breakfast near the centre tomorrow from 8. Can I book?" (2026-11-01): ChatGPT with a link to this site. https://directindex.org/city/johannesburg/recommended/breakfast - "A wine bar with small plates tonight. Reserve two seats." (2026-11-01): ChatGPT with a link to this site; Gemini with a link to this site. https://directindex.org/city/johannesburg/recommended/wine-bar - "Somewhere good that's actually open on Monday evening, book a table." (2026-11-01): Gemini with a link to this site. https://directindex.org/city/johannesburg/recommended/open-monday Named by 2 of 3 assistants asked. Badge: https://directindex.org/badge/named/proudmary.co.za.svg ## Businesses like Proud Mary in Johannesburg | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Johannesburg | 697 | 51% | 24% | 78.8% | | Sites built with Squarespace in Johannesburg | 18 | 68% | 50% | 78.8% | The best of the sites built with Squarespace in Johannesburg: Bellagio (A 93.8%, https://directindex.org/r/bellagiorestaurant.co.za); Banchan (A 85%, https://directindex.org/r/banchan.co.za); Fugazzi (B 83.8%, https://directindex.org/r/fugazzi.co.za); Pronto (B 82.5%, https://directindex.org/r/prontoitalianrestaurant.co.za); Greensleeves Medieval Kingdom (B 80%, https://directindex.org/r/greensleeves.co.za). With the fix above (Structured data is incomplete), the score would be about 86.3%. That would be 32nd of 697 in Johannesburg, up from 77th. ## The direct record What agents get for Proud Mary, as JSON: https://directindex.org/api/direct/proudmary.co.za - Book: https://www.proudmary.co.za/reservations (own site; could not verify: partial (2026-10-18)) - Order: none on record - Menu: https://www.proudmary.co.za/set-menus (html_page; from the scan) - Hours: none on record - Phone: +27 10 023 3316 - Stable links that count: https://directindex.org/go/proudmary.co.za/book, https://directindex.org/go/proudmary.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 | 22 | 30 | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 1 of 5, Basic Web Presence. Cloudflare's report: https://isitagentready.com/proudmary.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/proudmary.co.za/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/proudmary.co.za/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=proudmary.co.za&force=1