# Bungalow 44: Agent-Direct Score A (87.7%) Site: https://bungalow44.com/ Report: https://directindex.org/r/bungalow44.com Scanned: 2026-10-14 (Provisional: the action test and the assistant citation check still to come; the hatched part of the bar is not measured yet.) Bungalow 44 is ready for agents. ## Direct links - Order directly: https://www.toasttab.com/local/order/bungalow-44-mill-valley-44-e-blithedale-ave# (through toast acting for the business) - Menu: https://bungalow44.com/food-menu - Phone: +1-415-381-2500 ## What to fix first - **Booking only through resy.** (+5 points) Every agent transaction goes through the marketplace and its commission. Add a direct path on your own site, even a simple form. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **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 llms.txt. Save as /llms.txt at the root of the site. ``` # Bungalow 44 > restaurant (american) in East Blithedale Avenue 44 94941, San Francisco. Phone +1-415-381-2500. ## Book or order directly - Order: https://www.toasttab.com/local/order/bungalow-44-mill-valley-44-e-blithedale-ave# (through toast acting for the business) - Menu: https://bungalow44.com/food-menu ## Opening hours Tu-Sa 17:00-21:00; Su 17:00-20:00; Mo 17:00-20:30 ## About - Website: https://bungalow44.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 key AI user agents. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all received a normal response. - **Structured data present (Restaurant).** address, phone, opening hours - **Menu or price list is an HTML page.** Agents can read items and prices directly. - **Ordering through toast on your own domain.** No marketplace commission, and the guest stays yours. ## Where it stands 115 of 1261 in San Francisco. Top 9% 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% | yes | | Publish the menu or price list as HTML | 94% | yes | | Let AI crawlers in (no edge block, no robots.txt block) | 94% | yes | | Structured data with address, phone and hours | 50% | yes | | Have an llms.txt | 13% | no | Nearest places in the index: Piazza D'Angelo (B, 187 m, https://directindex.org/r/piazzadangelo.com); Flour Craft Bakery (C, 300 m, https://directindex.org/r/flourcraftbakery.com); Rocco's Pizza (B, 1789 m, https://directindex.org/r/roccospizzamillvalley.com); Kito's Taco Shop (B, 2670 m, https://directindex.org/r/kitostacoshop.com); Burmatown (B, 2696 m, https://directindex.org/r/burmatown.com); Mountain Home Inn (D, 2726 m, https://directindex.org/r/mtnhomeinn.com); Tub-Tim (A, 2979 m, https://directindex.org/r/tubtimmarin.com); Piatti (A, 3027 m, https://directindex.org/r/piatti.com); Robata Grill & Sushi (B, 3158 m, https://directindex.org/r/robatagrill.com); Bahn Mi Zon (F, 3222 m, https://directindex.org/r/banhmizonus.com). ## 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. Against its peers: Sites using Resy 69% (48% A or B, 548 sites); Sites using Toast 74% (62% A or B, 1749 sites); This site 87.7%. See what an AI agent reads on this site: https://directindex.org/r/bungalow44.com/agent-view ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 22 | 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/bungalow44.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: 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 Deep report: https://directindex.org/r/bungalow44.com/deep. Ten questions the way people ask, each assistant's full answer, the eight nearest similar places, the fix plan and a PDF: 19 EUR, one-off. Methodology: https://directindex.org/methodology ยท Rescan now: https://directindex.org/scan?url=bungalow44.com&force=1