# Cole's: Agent-Direct Score F (38.5%) Site: https://www.coleservices.com Report: https://directindex.org/r/coleservices.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.) Cole's is largely invisible to agents. An AI assistant can open Cole's'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: 9034657710 - Address: 400 World Way, 90045-5888, Los Angeles ## Nearby, also direct Places near Cole's that take a booking or an order on their own website, with no marketplace in between. - Sammy’s (80 m): https://directindex.org/r/sammyspizza.com - III Forks (230 m): https://directindex.org/r/3forks.com - Nate n Al Delicatessen (270 m): https://directindex.org/r/natenals.com - 800 Degrees Pizza (340 m): https://directindex.org/r/800degrees.com - Pret A Manger (360 m): https://directindex.org/r/pret.com ## What to fix first - **No structured data for the business.** (+14 points) Add schema.org JSON-LD for the business (Restaurant, LocalBusiness or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine and acceptsReservations). Every assistant reads this block first, and the fix kit below has it filled in. Guide: https://directindex.org/guides/structured-data-restaurant - **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 - **No working HTTPS.** (+3 points) The page is only served over plain http. Browsers and agents rank it lower or refuse it. - **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. ``` # Cole's > local business in 400 World Way, 90045-5888, Los Angeles, Los Angeles. Phone 9034657710. ## About - Website: https://www.coleservices.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.** There's no robots.txt, which means everything is allowed. - **AI crawlers get the page.** GPTBot, ClaudeBot and PerplexityBot all got a normal response. ## Where it stands 2708 of 4350 in Los Angeles. Top 62% 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% | no | | Publish the menu or price list as HTML | 95% | no | | 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: Sammy’s (B, 84 m, https://directindex.org/r/sammyspizza.com); Great Hall (F, 204 m, https://directindex.org/r/flylax.com); III Forks (B, 233 m, https://directindex.org/r/3forks.com); Pink's Hot Dogs (D, 253 m, https://directindex.org/r/pinkshollywood.com); Nate n Al Delicatessen (A, 272 m, https://directindex.org/r/natenals.com); Monsieur Marcel Gourmet Market (B, 291 m, https://directindex.org/r/mrmarcel.com); Umami Burger (F, 327 m, https://directindex.org/r/umami.com); 800 Degrees Pizza (B, 336 m, https://directindex.org/r/800degrees.com); Pret A Manger (B, 361 m, https://directindex.org/r/pret.com); Homeboy Café (F, 428 m, https://directindex.org/r/areas.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. Cole's wasn't one of them. See who was named: https://directindex.org/city/los-angeles/recommended See what an AI agent reads on this site: https://directindex.org/r/coleservices.com/agent-view ## Businesses like Cole's in Los Angeles | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Los Angeles | 4350 | 50% | 31% | 38.5% | The best of the businesses of the same kind in Los Angeles: A Votre Sante (A 100%, https://directindex.org/r/avotresantela.com); ADRIANS TACOS (A 100%, https://directindex.org/r/adrianstacos.online); Aki Shabu (A 100%, https://directindex.org/r/akishabu.com); Alessandro's Pizza (A 100%, https://directindex.org/r/alessandropizzaitalian.com); Amalia's (A 100%, https://directindex.org/r/amaliasrestaurant.com). With the three fixes above (No structured data for the business; No booking or ordering link on the website; No menu or price list found), the score would be about 90.8%. That would be 317th of 4,350 in Los Angeles, up from 2708th. ## The direct record What agents get for Cole's, as JSON: https://directindex.org/api/direct/coleservices.com - Book: none on record - Order: none on record - Menu: none on record - Hours: none on record - Phone: 9034657710 ## 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 | 22 | 25 | | Readable | 1 | 25 | | Actionable | 2 | 15 (the action test: pending) | | Cited | 0 | 0 (the assistant citation check: pending) | ## Agent readiness (Cloudflare) Level 0 of 5, Not Ready. Cloudflare's report: https://isitagentready.com/coleservices.com - Link headers on the homepage: no (how: https://isitagentready.com/.well-known/agent-skills/link-headers/SKILL.md) - sitemap.xml: no (how: https://isitagentready.com/.well-known/agent-skills/sitemap/SKILL.md) - 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: no Keep watching this business (https://directindex.org/r/coleservices.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/coleservices.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=coleservices.com&force=1