# The Manhattan Fish Market: Agent-Direct Score B (84.6%) Site: http://www.manhattanfishmarket.com/malaysia Report: https://directindex.org/r/manhattanfishmarket.com Scanned: 2026-10-24 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.) The Manhattan Fish Market is mostly ready for agents. An AI assistant can open The Manhattan Fish Market's website. It can read what The Manhattan Fish Market offers. It finds a way to book or order directly on the site. ## Direct links - Order directly: https://www.manhattanfishmarket.com/malaysia/delivery/ (on the business's own site) - Menu: https://www.manhattanfishmarket.com/malaysia/ala-carte/ - Address: LG-17 - Its menu mentions: vegetarian dishes ## Nearby, also direct Places near The Manhattan Fish Market that take a booking or an order on their own website, with no marketplace in between. - Sepiring (10 m): https://directindex.org/r/sepiring.com.my - Seoul Garden @ Sunway Putra Mall (20 m): https://directindex.org/r/seoulgarden.com.my - Chili's (20 m): https://directindex.org/r/chilis.com - RMNusantara by Sunway Putra Hotel (60 m): https://directindex.org/r/sunwayhotels.com - Dubuyo (70 m): https://directindex.org/r/dubuyo.com ## What to fix first - **Structured data is incomplete.** (+7 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. ``` # The Manhattan Fish Market > restaurant in LG-17, Kuala Lumpur. ## Book or order directly - Order: https://www.manhattanfishmarket.com/malaysia/delivery/ (on the business's own site) - Menu: https://www.manhattanfishmarket.com/malaysia/ala-carte/ ## About - Website: http://www.manhattanfishmarket.com/malaysia - 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 68 of 1063 in Kuala Lumpur. Top 6% 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 | 92% | yes | | Publish the menu or price list as HTML | 81% | yes | | Let AI crawlers in (no block at the server or in robots.txt) | 91% | yes | | Structured data with address, phone and hours | 35% | no | | Have an llms.txt | 27% | no | Nearest places in the index: Sepiring (C, 12 m, https://directindex.org/r/sepiring.com.my); Seoul Garden @ Sunway Putra Mall (C, 16 m, https://directindex.org/r/seoulgarden.com.my); Chili's (A, 21 m, https://directindex.org/r/chilis.com); Simple Life (C, 38 m, https://directindex.org/r/simplelife.com.my); M.A.D! (F, 50 m, https://directindex.org/r/madrestaurant.com); Onde Onde (F, 51 m, https://directindex.org/r/ondeonde.com.my); RMNusantara by Sunway Putra Hotel (A, 61 m, https://directindex.org/r/sunwayhotels.com); Dubuyo (C, 65 m, https://directindex.org/r/dubuyo.com); MyeongDong Topokki (C, 70 m, https://directindex.org/r/myeongdongtopokki.com); Zende Restaurant (F, 84 m, https://directindex.org/r/seripacific.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 Kuala Lumpur and named 62 places. The Manhattan Fish Market wasn't one of them. See who was named: https://directindex.org/city/kuala-lumpur/recommended Compared with its peers: Sites built with WordPress 55% (25% A or B, 236087 sites); This site 84.6%. See what an AI agent reads on this site: https://directindex.org/r/manhattanfishmarket.com/agent-view ## Businesses like The Manhattan Fish Market in Kuala Lumpur | Group | Sites | Avg score | A or B | This site | |---|---|---|---|---| | Businesses of the same kind in Kuala Lumpur | 1063 | 49% | 23% | 84.6% | | Sites built with WordPress in Kuala Lumpur | 388 | 60% | 31% | 84.6% | The best of the sites built with WordPress in Kuala Lumpur: Sushi Hiro Sri Petaling (A 100%, https://directindex.org/r/sushihiro.my); Nasi Lemak Bamboo (A 95.4%, https://directindex.org/r/nasilemakbamboo.my); Penyet Express (A 95.4%, https://directindex.org/r/penyet.express); Super Saigon Bangsar KL - Pho Beef Noodle (A 95.4%, https://directindex.org/r/supersaigon.com.my); Tonkatsu by Ma Maison (A 95.4%, https://directindex.org/r/mamaison.com.my). With the fix above (Structured data is incomplete), the score would be about 95.4%. That would be 8th of 1,063 in Kuala Lumpur, up from 68th. This site appears in 5 cities (5 places on manhattanfishmarket.com). https://directindex.org/brand/manhattanfishmarket.com ## The direct record What agents get for The Manhattan Fish Market, as JSON: https://directindex.org/api/direct/manhattanfishmarket.com - Book: none on record - Order: https://www.manhattanfishmarket.com/malaysia/delivery/ (own site; found by the scan of 2026-10-24, not yet tested) - Menu: https://www.manhattanfishmarket.com/malaysia/ala-carte/ (html_page; from the scan) - Hours: none on record - Phone: none on record - Stable links that count: https://directindex.org/go/manhattanfishmarket.com/order, https://directindex.org/go/manhattanfishmarket.com/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 /malaysia/delivery/: ordering link (other), ordering via foodora. ## Score breakdown | Component | Points | Available | |---|---|---| | Reachable | 25 | 25 | | Readable | 15 | 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/manhattanfishmarket.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: 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/manhattanfishmarket.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/manhattanfishmarket.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 ยท Rescan now: https://directindex.org/scan?url=manhattanfishmarket.com&force=1