# Firefly Coffee Roasters: Agent-Direct Score C (55.4%)

Site: https://www.fireflycoffeeroasters.co/
Report: https://directindex.org/r/fireflycoffeeroasters.co
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.)
Firefly Coffee Roasters is partly visible to agents.
An AI assistant can open Firefly Coffee Roasters's website. It can't find a menu or price list, so it answers from other sites. To book or order, it is sent to lazada, a marketplace.

## Direct links
- Phone: +639940960926
- Address: 753 Banawe St, 1114, Quezon City

## Nearby, also direct
Places near Firefly Coffee Roasters that take a booking or an order on their own website, with no marketplace in between.
- Elias Wicked Ales & Spirits (170 m): https://directindex.org/r/wickedelias.com
- Siesta Horchata (2 km): https://directindex.org/r/siestahorchata.com

## What to fix first
- **Ordering only through lazada.** (+12 points) 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/online-ordering-without-delivery-apps
- **Structured data is incomplete.** (+7 points) Missing: address, telephone, opening hours. Guide: https://directindex.org/guides/structured-data-restaurant
- **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

## 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
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Firefly Coffee Roasters",
  "url": "https://www.fireflycoffeeroasters.co/",
  "telephone": "+639940960926",
  "address": "753 Banawe St, 1114, Quezon City",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 14.63515617,
    "longitude": 121.00127121
  }
}
</script>
```

## 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

## Where it stands
148 of 592 in Metro Manila cafes and bars. Top 25% 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 | 84% | no |
| Publish the menu or price list as HTML | 66% | no |
| Let AI crawlers in (no block at the server or in robots.txt) | 100% | yes |
| Structured data with address, phone and hours | 9% | no |
| Have an llms.txt | 47% | yes |

Nearest places in the index: Macao Imperial Tea - Banawe (D, 95 m, https://directindex.org/r/fredleygroup.com); Tea*Rock Café (D, 158 m, https://directindex.org/r/wallpaper.com); Elias Wicked Ales & Spirits (A, 173 m, https://directindex.org/r/wickedelias.com); Caffe Dolce (F, 234 m, https://directindex.org/r/canva.com); Soo Coffee (F, 248 m, https://directindex.org/r/soocoffee.com); Juice Cubi N.Roxas-Banawe (F, 1011 m, https://directindex.org/r/juicecubi.ph); TEA N DOUGH P. Florentino (F, 1751 m, https://directindex.org/r/getbotty.co); Glorious Coffee, Choco, Juices (F, 1855 m, https://directindex.org/r/glorious.com.ph); Next Coffee Frontier Inc. (D, 1941 m, https://directindex.org/r/nextcoffee.com.ph); Siesta Horchata (A, 1963 m, https://directindex.org/r/siestahorchata.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 Shopify 48% (24% A or B, 13925 sites); This site 55.4%.

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

## Businesses like Firefly Coffee Roasters in Metro Manila cafes and bars

| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Metro Manila cafes and bars | 592 | 38% | 10% | 55.4% |
| Sites built with Shopify in Metro Manila cafes and bars | 61 | 59% | 30% | 55.4% |
| Sites using Lazada in Metro Manila cafes and bars | 5 | 44% | 0% | 55.4% |
| Sites built with Shopify and using Lazada in Metro Manila cafes and bars | 1 | 55% | 0% | 55.4% |

The best of the sites using Lazada in Metro Manila cafes and bars: The Local Market Cafe (C 61.5%, https://directindex.org/r/konvergesweets.com); Allegro Beverage (D 43.1%, https://directindex.org/r/allegrobeverage.com); CBTL Coffee Bar (F 38%, https://directindex.org/r/cbtl.com.ph); Resto Bar Don Luigi (F 22.5%, https://directindex.org/r/timeinmanila.com).

With the three fixes above (Ordering only through lazada; Structured data is incomplete; No menu or price list found), the score would be about 95.4%. That would be 2nd of 592 in Metro Manila cafes and bars, up from 148th.

## The direct record
What agents get for Firefly Coffee Roasters, as JSON: https://directindex.org/api/direct/fireflycoffeeroasters.co
- Book: none on record
- Order: none on record
- Menu: none on record
- Hours: none on record
- Phone: +639940960926

## 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): yes
- 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, Lazada: 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 | 25 | 25 |
| Readable | 8 | 25 |
| Actionable | 3 | 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/fireflycoffeeroasters.co
- 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: yes
- llms.txt: yes
- 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: yes
- OAuth protected resource metadata: yes
- 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: yes
- JSON-LD for the business: yes

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