# Panahar: Agent-Direct Score B (80%)

Site: http://www.panaharindianrestaurant.co.uk/
Report: https://directindex.org/r/panaharindianrestaurant.co.uk
Scanned: 2026-10-21 (Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.)
Panahar is mostly ready for agents.
An AI assistant can open Panahar's website. What Panahar offers is on another site. It finds a way to book or order directly, through ChefOnline.

## Direct links
- Order directly: https://www.chefonline.co.uk/panahar-tandoori-restaurant-battersea-south-west-london-sw11/menu (through chefonline acting for the business)
- Phone: +442072288947
- Address: Lavender Hill 184 SW11 5TQ London

## Nearby, also direct
Places near Panahar that take a booking or an order on their own website, with no marketplace in between.
- The Monkey Bar And Grill (30 m): https://directindex.org/r/themonkeybarandgrill.co.uk
- Dubplates Cafe (270 m): https://directindex.org/r/dubvendor.co.uk
- Blossom by Khans (310 m): https://directindex.org/r/blossombykhans.co.uk
- Entrée (370 m): https://directindex.org/r/prat.uk

## What to fix first
- **Menu or price list is on another site.** (+5 points) The link goes to chefonline.co.uk, so that site gets the credit and the visits. 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

llms.txt. Save as /llms.txt at the root of the site.

```
# Panahar

> restaurant in Lavender Hill 184 SW11 5TQ London, London. Phone +442072288947.

## Book or order directly

- Order: https://www.chefonline.co.uk/panahar-tandoori-restaurant-battersea-south-west-london-sw11/menu (through chefonline acting for the business)
- Menu: https://www.chefonline.co.uk/panahar-tandoori-restaurant-battersea-south-west-london-sw11/menu

## About

- Website: http://www.panaharindianrestaurant.co.uk/
- 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.
- **Structured data found (Restaurant).** address, phone, opening hours
- **Ordering through chefonline on your own domain.** There's no marketplace commission, and the customer stays yours.

## Where it stands
1679 of 8985 in London. Top 19% 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% | yes |
| Publish the menu or price list as HTML | 87% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 94% | yes |
| Structured data with address, phone and hours | 64% | yes |
| Have an llms.txt | 37% | no |

Nearest places in the index: The Monkey Bar And Grill (B, 25 m, https://directindex.org/r/themonkeybarandgrill.co.uk); Mangal Express (F, 153 m, https://directindex.org/r/mangalexpress.com); Hannah Battersea (F, 153 m, https://directindex.org/r/hannahbattersea.com); Thermomix South London Branch Studio (D, 235 m, https://directindex.org/r/vorwerk.com); Dubplates Cafe (D, 272 m, https://directindex.org/r/dubvendor.co.uk); Tumnan Thai (F, 295 m, https://directindex.org/r/mylightspeed.app); Blossom by Khans (A, 306 m, https://directindex.org/r/blossombykhans.co.uk); Entrée (B, 369 m, https://directindex.org/r/prat.uk); Le Bouchon Bordelais (D, 379 m, https://directindex.org/r/lebouchon.co.uk); Palace Spice Indian (F, 382 m, https://directindex.org/r/palacespiceindian.co.uk).

## 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 23 everyday questions about London and named 108 places. Panahar wasn't one of them. See who was named: https://directindex.org/city/london/recommended


Compared with its peers: Sites using ChefOnline 79% (81% A or B, 21 sites); This site 80%.

See what an AI agent reads on this site: https://directindex.org/r/panaharindianrestaurant.co.uk/agent-view

## Businesses like Panahar in London

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in London | 8985 | 54% | 36% | 80% |
| Sites using ChefOnline in London | 20 | 79% | 80% | 80% |

The best of the sites using ChefOnline in London: Curry Leaf (A 92.3%, https://directindex.org/r/curryleafbarnet.co.uk); Great India (A 92.3%, https://directindex.org/r/greatindiarestaurant.co.uk); Monsoon (A 92.3%, https://directindex.org/r/monsoonindiancuisine.co.uk); Red Rose Classic Indian Takeaway (A 92.3%, https://directindex.org/r/redroseindian.co.uk); Akash Indian Takeaway (A 87.7%, https://directindex.org/r/akashtandoori1.co.uk).

With the two fixes above (Menu or price list is on another site; No working HTTPS), the score would be about 92.3%. That would be 432nd of 8,985 in London, up from 1679th.

## The direct record
What agents get for Panahar, as JSON: https://directindex.org/api/direct/panaharindianrestaurant.co.uk
- Book: none on record
- Order: https://www.chefonline.co.uk/panahar-tandoori-restaurant-battersea-south-west-london-sw11/menu (vendor on own site: ChefOnline; found by the scan of 2026-10-21, not yet tested)
- Menu: https://www.chefonline.co.uk/panahar-tandoori-restaurant-battersea-south-west-london-sw11/menu (external; from the scan)
- Hours: none on record
- Phone: +442072288947
- Stable links that count: https://directindex.org/go/panaharindianrestaurant.co.uk/order, https://directindex.org/go/panaharindianrestaurant.co.uk/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
- Vendor terms for agents, ChefOnline: Not stated. The terms do not address an agent acting for a person (several bar scraping or data extraction only), could not be read on the date given, or the vendor has not been researched yet.

## Score breakdown
| Component | Points | Available |
|---|---|---|
| Reachable | 22 | 25 |
| Readable | 20 | 25 |
| Actionable | 10 | 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/panaharindianrestaurant.co.uk
- 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: yes

Keep watching this business (https://directindex.org/r/panaharindianrestaurant.co.uk/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/panaharindianrestaurant.co.uk/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=panaharindianrestaurant.co.uk&force=1