Bounce Boba Lounge
bouncebobalounge.com is ready for agents.
Listed by OpenStreetMap · Overture Maps.
Ways to reach Bounce Boba Lounge directly, with no marketplace in between. Checked 2026-10-23. Through toast acting for the business. Report a mistake
Reseda Boulevard 9545 91324 Northridge · +1-818-576-9310
Its menu mentions: allergens
Places near Bounce Boba Lounge that take a booking or an order on their own website, with no marketplace in between.
- Boba Tea House1.3 km · bubble tea
- Bobo the Boba1.4 km · bubble tea
The website's grade
An AI assistant can open Bounce Boba Lounge's website. It can read what Bounce Boba Lounge offers. It finds a way to book or order directly, through Toast.
60 of 65 points available
agent-readiness level, Basic Web Presence
thing to fix
Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.
What assistants answer
Each assistant gets three questions about this business: the official website, where to book and where to order. Each cell shows where the answer sent people.
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.
How Bounce Boba Lounge compares
Not ranked yet in Los Angeles cafes and bars
The ranking updates every hour. This site joins it at the next update.
| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 97% | yes |
| Publish the menu or price list as HTML | 90% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 93% | yes |
| Structured data with address, phone and hours | 33% | yes |
| Have an llms.txt | 17% | no |
The top 10% are the 30 highest-scoring reachable sites in the index at the last update.
Compared with its peers
| Average score | A or B | This site | |
|---|---|---|---|
| Sites using Toast 3,305 sites | 72% | 57% | 92.3% |
Nearest places with a similar menu
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| The Ice Bar bubble_tea | 76 m | F | no |
| Boba Tea House bubble_tea | 1.3 km | C | yes |
| Bobo the Boba bubble_tea | 1.4 km | C | yes |
| Tea 'N Tea bubble_tea | 1.8 km | F | no |
| Boba Truck Cafe bubble_tea | 2.5 km | F | no |
Businesses like Bounce Boba Lounge in Los Angeles cafes and bars
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Los Angeles cafes and bars | 295 | 42% | 18% | 92.3% |
| Sites using Toast in Los Angeles cafes and bars | 76 | 70% | 54% | 92.3% |
The best of the sites using Toast in Los Angeles cafes and bars
Good Clean Fun A 100% · Recreation Cafe A 100% · Eat A 96.3% · Blue Daisy Melrose A 95.4% · Tiago Coffee Bar & Kitchen A 95.4%
Peers are the businesses in the same index that have a reachable site, using the latest scan of each. The rank comes from the index's current ranking.
What to fix first
- 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. How to fix it
Send the fixes to your web person
No one is listed yet to fix this in Los Angeles cafes and bars. List your agency or yourself. It's free, and every listing is reviewed by hand.
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 (CafeOrCoffeeShop) address, phone, opening hours
- Menu or price list is an HTML page Agents can read the items and prices.
- Ordering through toast on your own domain There's no marketplace commission, and the customer stays yours.
- Toast works with agents through its partners Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Terms read on 2026-10-15: https://www.digitaltransactions.net/square-toast-jump-into-ai-boosted-google-maps/. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them.
Builder: unknown · menu page /menu.html: 22 menu items in JSON-LD, ordering link (other)
What to paste
Filled in from the business's own record and this scan. Check every line before it goes live. The guides show where it goes on your builder.
Show the code to paste
llms.txt
Save as /llms.txt at the root of the site. Guide.
# Bounce Boba Lounge > cafe or coffee shop (bubble tea) in Reseda Boulevard 9545 91324 Northridge, Los Angeles cafes and bars. Phone +1-818-576-9310. ## Book or order directly - Order: https://www.toasttab.com/bouncebobalounge/v3 (through toast acting for the business) - Menu: https://www.bouncebobalounge.com/menu.html ## About - Website: http://www.bouncebobalounge.com/ - This file follows llms.txt (https://llmstxt.org): a short plain-text description for language models.
Own this business?
If you fixed something or think a check is wrong, rescan. Rescans are free. Claiming takes one email to confirm. After that, the three assistants are asked about the business right away and the site is rescanned every week. You get a message only when the score changes.
Keep watching this business: the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant, plus the places nearby. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.
Show the score
Owners who score well put the badge on their site. It links back here and updates with every scan.
<a href="https://directindex.org/r/bouncebobalounge.com"><img src="https://directindex.org/badge/bouncebobalounge.com.svg" alt="Agent-Direct Score A" width="236" height="40"></a>
What agents get, and what the site publishes
The direct record agents get for this business, the rails an agent could transact through, and the agent standards the site publishes.
Show the details
What agents get for Bounce Boba Lounge
The links an assistant is sent when it books, orders or reads the menu for this business, where each leads, and when a browser last checked it. The same record is served as JSON at /api/direct/bouncebobalounge.com, through the MCP tool direct_record and in the city feed /city/los-angeles-cafes-bars/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | none on record | |
| Order | www.toasttab.com/bouncebobalounge/v3 vendor on own site: Toast | found by the scan of 2026-10-23, not yet tested |
| Menu | www.bouncebobalounge.com/menu.html html_page | from the scan |
| Hours | none on record | |
| Phone | +1-818-576-9310 |
Stable links that count: /go/bouncebobalounge.com/order, /go/bouncebobalounge.com/menu answer 302 to the links above; the count is the line "followed N direct links" on this page.
Owners: claim the business below to correct this record; the claim email carries the link.
Can an agent transact?
Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.
| 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 Toast | yes |
| Vendor terms for agents Toast, read 2026-10-15 | Through partners |
Toast's guest terms could not be read on 2026-10-15 (bot challenge); since August 2026 Google's Ask Maps completes orders at Toast restaurants through Toast Local under the UCP for Food standard. Source. About Toast · all vendors.
Found one hop past the home page: menu page /menu.html: 22 menu items in JSON-LD, ordering link (other).
Level 1 of 5, Basic Web Presence
These are the standards an agent looks for before it reads a page, checked the same way as Cloudflare's Agent Readiness scan. They don't count toward the score. Each missing item links to a how-to. Cloudflare's report.
| Link headers on the homepage | no how |
| sitemap.xml | yes |
| AI bot rules in robots.txt | yes |
| Content Signals in robots.txt | no how |
| Markdown on Accept: text/markdown | yes |
| llms.txt | no how |
| API catalog (RFC 9727) | no how |
| MCP server card | no how |
| A2A agent card | no how |
| Agent Skills index | no how |
| OAuth or OIDC discovery | no how |
| OAuth protected resource metadata | no how |
| auth.md | no how |
| Web Bot Auth key directory | no how |
| ARD capability manifest | no how |
| DNS-AID records | no how |
| WebMCP tools on the page | no how |
| JSON-LD for the business | yes |