# Parable Coffee Lab: Agent-Direct Score C (63.1%) Site: http://www.belairpres.org/cafe Report: https://directindex.org/r/belair.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.) Parable Coffee Lab is partly visible to agents. An AI assistant can open Parable Coffee Lab's website. It can't find a menu or price list, so it answers from other sites. It finds a phone number, but no link to book or order online. ## Direct links - Phone: +18187884200 - Address: 16221 Mulholland Dr, 90049, Los Angeles ## Nearby, also direct Places near Parable Coffee Lab that take a booking or an order on their own website, with no marketplace in between. - A Huevo Café (2.9 km): https://directindex.org/r/toast.site - El Torito Grill (3.1 km): https://directindex.org/r/etgrill.com - Tortoni Caffe (3.3 km): https://directindex.org/r/tortonicaffe.com - Marmalade Cafe (3.5 km): https://directindex.org/r/marmaladecafe.com - Toasted Verse (3.7 km): https://directindex.org/r/toastedverse.com ## What to fix first - **No booking or ordering link on the website.** (+13 points) There's only a phone number or WhatsApp, and agents can't use those yet. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **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 - **Structured data is incomplete.** (+1 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 ## What the site tells visitors (Measured, not scored) - **The footer says © 2021.** Visitors and assistants may read that year as the last time anyone looked after the site. In Los Angeles, 79% of comparable sites that show a year say 2025 or later. ## 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. ``` # Parable Coffee Lab > local business in 16221 Mulholland Dr, 90049, Los Angeles, Los Angeles cafes and bars. Phone +18187884200. ## About - Website: http://www.belairpres.org/cafe - 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 ## Where it stands 423 of 1376 in Los Angeles cafes and bars. Top 31% 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 | 99% | no | | Publish the menu or price list as HTML | 90% | no | | Let AI crawlers in (no block at the server or in robots.txt) | 96% | yes | | Structured data with address, phone and hours | 41% | no | | Have an llms.txt | 34% | no | Nearest places in the index: A Huevo Café (B, 2912 m, https://directindex.org/r/toast.site); El Torito Grill (B, 3106 m, https://directindex.org/r/etgrill.com); Tortoni Caffe (A, 3336 m, https://directindex.org/r/tortonicaffe.com); The Harvest Bar (F, 3352 m, https://directindex.org/r/theharvestbar.com); Buvette (C, 3430 m, https://directindex.org/r/squarespace.com); Marmalade Cafe (A, 3508 m, https://directindex.org/r/marmaladecafe.com); Toasted Verse (B, 3705 m, https://directindex.org/r/toastedverse.com); House of Billiards (D, 3790 m, https://directindex.org/r/thehouseofbilliards.com); Bad Beans Coffee (D, 3841 m, https://directindex.org/r/badbeanscoffee.com); Daisy (D, 3881 m, https://directindex.org/r/daisyla.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. Compared with its peers: Sites built with Squarespace 61% (41% A or B, 32150 sites); This site 63.1%. See what an AI agent reads on this site: https://directindex.org/r/belair.org/agent-view ## Businesses like Parable Coffee Lab in Los Angeles cafes and bars | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Los Angeles cafes and bars | 1376 | 46% | 22% | 63.1% | | Sites built with Squarespace in Los Angeles cafes and bars | 193 | 64% | 42% | 63.1% | The best of the sites built with Squarespace in Los Angeles cafes and bars: Hey Hey (A 96.3%, https://directindex.org/r/heyheydrinks.com); Tiago Coffee Bar & Kitchen (A 95.4%, https://directindex.org/r/tiagocoffee.com); Idle Hour (A 95%, https://directindex.org/r/idlehourbar.com); VERSE LA (A 93.8%, https://directindex.org/r/verse.la); Joliet Restaurant and Bar (A 92.3%, https://directindex.org/r/jolietplaya.com). With the three fixes above (No booking or ordering link on the website; No menu or price list found; Structured data is incomplete), the score would be about 95.4%. That would be 18th of 1,376 in Los Angeles cafes and bars, up from 423rd. ## The direct record What agents get for Parable Coffee Lab, as JSON: https://directindex.org/api/direct/belair.org - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: +18187884200 ## 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 | 14 | 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/belair.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: 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/belair.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/belair.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 · Rescan now: https://directindex.org/scan?url=belair.org&force=1