# La Panthera: Agent-Direct Score A (86.2%) Site: https://lapanthera.in Report: https://directindex.org/r/lapanthera.in Scanned: 2026-11-05 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) La Panthera is ready for agents. An AI assistant can open La Panthera's website. It can read what La Panthera offers. To book or order, it is sent to Zomato, a marketplace. ## Direct links - Order directly: https://lapanthera.in/delivery/ (on the business's own site) - Menu: https://lapanthera.in/food-menu/ - Phone: 080009 09056 - Address: 400051, Mumbai - Its menu mentions: a lunch or set menu ## Nearby, also direct Places near La Panthera that take a booking or an order on their own website, with no marketplace in between. - Pondicherry - SOFITEL (320 m): https://directindex.org/r/accor.com - Indian Accent (330 m): https://directindex.org/r/indianaccent.com - Masala Library (400 m): https://directindex.org/r/masalalibrary.co.in - Theobroma, BKC (600 m): https://directindex.org/r/theobroma.in - Trèsind Mumbai (770 m): https://directindex.org/r/tresind.com ## What to fix first - **Structured data is incomplete.** (+6 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant - **Booking only through zomato.** (no points, but worth doing) Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. Guide: https://directindex.org/guides/book-direct-on-your-own-website - **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. ``` # La Panthera > organization (french) in 400051, Mumbai, Mumbai. Phone 080009 09056. ## Book or order directly - Order: https://lapanthera.in/delivery/ (on the business's own site) - Menu: https://lapanthera.in/food-menu/ ## About - Website: https://lapanthera.in - 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 (Organization).** no address, phone or hours in it - **Menu or price list is an HTML page.** Agents can read the items and prices. - **Ordering on your own site.** Agents can order without going through a marketplace. ## Where it stands 34 of 866 in Mumbai. Top 4% 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 | 94% | yes | | Publish the menu or price list as HTML | 72% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 90% | yes | | Structured data with address, phone and hours | 24% | no | | Have an llms.txt | 38% | no | Nearest places in the index: Pondicherry - SOFITEL (B, 319 m, https://directindex.org/r/accor.com); Indian Accent (B, 328 m, https://directindex.org/r/indianaccent.com); Masala Library (C, 404 m, https://directindex.org/r/masalalibrary.co.in); Sante Spa Cuisine Mumbai (D, 448 m, https://directindex.org/r/santespacuisine.com); Baglami (C, 505 m, https://directindex.org/r/baglami.com); Theobroma, BKC (B, 599 m, https://directindex.org/r/theobroma.in); Oriental Swing (F, 631 m, https://directindex.org/r/mcarecreationcentre.com); Trèsind Mumbai (A, 772 m, https://directindex.org/r/tresind.com); Yauatcha (B, 794 m, https://directindex.org/r/hakkasangroup.com); Amazonia (A, 895 m, https://directindex.org/r/amazoniarestaurant.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 22 everyday questions about Mumbai and named 99 places. La Panthera wasn't one of them. See who was named: https://directindex.org/city/mumbai/recommended Compared with its peers: Sites built with WordPress 55% (24% A or B, 251475 sites); Sites using Zomato 58% (29% A or B, 225 sites); This site 86.2%. See what an AI agent reads on this site: https://directindex.org/r/lapanthera.in/agent-view ## Businesses like La Panthera in Mumbai | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Mumbai | 866 | 42% | 16% | 86.2% | | Sites built with WordPress in Mumbai | 164 | 55% | 21% | 86.2% | | Sites using Zomato in Mumbai | 60 | 57% | 27% | 86.2% | | Sites built with WordPress and using Zomato in Mumbai | 18 | 59% | 28% | 86.2% | The best of the sites built with WordPress and using Zomato in Mumbai: Jaffer Bhai's Delhi Darbar (B 73.8%, https://directindex.org/r/delhi-darbar.com); Jumbo King (B 72.5%, https://directindex.org/r/jumboking.co.in); Delhi Darbar (B 72.3%, https://directindex.org/r/delhi-darbar.in); Natural Ice Cream (B 70%, https://directindex.org/r/naturalicecreams.in); B Bhagat Tarachand - Pydhonie (C 66.2%, https://directindex.org/r/bhagattarachand.com). With the fix above (Structured data is incomplete), the score would be about 95.4%. That would be 8th of 866 in Mumbai, up from 34th. ## The direct record What agents get for La Panthera, as JSON: https://directindex.org/api/direct/lapanthera.in - Book: none on record - Order: https://lapanthera.in/delivery/ (own site; found by the scan of 2026-11-05, not yet tested) - Menu: https://lapanthera.in/food-menu/ (html_page; from the scan) - Hours: none on record - Phone: 080009 09056 - Stable links that count: https://directindex.org/go/lapanthera.in/order, https://directindex.org/go/lapanthera.in/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 Found one hop past the home page: booking page /delivery/: booking via zomato, ordering via swiggy. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 16 | 25 | | Actionable | 15 | 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/lapanthera.in - 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/lapanthera.in/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/lapanthera.in/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=lapanthera.in&force=1