neat.
neat.la is mostly ready for agents.
Listed by OpenStreetMap · Overture Maps.
Ways to reach neat. directly, with no marketplace in between. Checked 2026-10-23. Report a mistake
+1-310-881-7081
Places near neat. that take a booking or an order on their own website, with no marketplace in between.
- Rosegold Saloon510 m
- Gourmet Bites Cafe630 m
- Clean Juice770 m
The website's grade
Some AI assistants are turned away by neat.'s website. It can read what neat. offers. It can't find a link to book or order online.
46.3 of 65 points available
agent-readiness level, Bot-Aware
things 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 neat. 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% | no |
| Publish the menu or price list as HTML | 90% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 93% | no |
| Structured data with address, phone and hours | 33% | yes |
| Have an llms.txt | 17% | yes |
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 built with WordPress 145,483 sites | 57% | 28% | 71.2% |
Nearest places in the index
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Tiny's Hi-Dive | 241 m | C | no |
| Arsenal Bar | 245 m | F | no |
| Motoring Coffee coffee_shop | 335 m | D | no |
| Cocktail Academy | 413 m | F | no |
| KAIF | 482 m | F | no |
| Top Tier Treats | 496 m | D | no |
| Rosegold Saloon | 513 m | B | yes |
| Gourmet Bites Cafe | 631 m | B | yes |
| Clean Juice | 768 m | A | yes |
| Dusty Vinyl | 844 m | D | no |
Businesses like neat. 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% | 71.2% |
| Sites built with WordPress in Los Angeles cafes and bars | 259 | 57% | 28% | 71.2% |
The best of the sites built with WordPress in Los Angeles cafes and bars
Cabinet Espresso Bar A 96.3% · A Divine H2O A 95.4% · Elbow Room A 95.4% · Luchini Pizzeria & Bar A 95.4% · Mojo Hookah Lounge A 95.4%
After the top fixes
With the two fixes above (No booking or ordering link on the website; robots.txt blocks GPTBot, ClaudeBot, Google-Extended), the score would be about 100%, which would be first of 295 in Los Angeles cafes and bars.
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 booking or ordering link on the website +15 points
There's no link on the site for an agent to follow. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page on your own domain. How to fix it
- robots.txt blocks GPTBot, ClaudeBot, Google-Extended +3.7 points
These are the crawlers behind ChatGPT, Claude, Perplexity and Google's AI features. Remove the Disallow lines for them, or add explicit Allow rules. 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
- AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all got a normal response.
- Structured data found (BarOrPub) address, phone, opening hours
- Menu or price list is an HTML page Agents can read the items and prices.
Builder: wordpress · menu page /drink-menu/: nothing new
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 wordpress.
Where to paste it on WordPress: a plugin that adds code to every page's header, such as WPCode (Insert Headers and Footers), in its Header box. the official help page.
Show the code to paste
robots.txt
Add these lines to /robots.txt and delete any Disallow rule that names these crawlers. Guide.
# Let AI assistants read the site: they send people to you; a marketplace keeps them. # Remove any Disallow lines for these names elsewhere in this file. User-agent: GPTBot Allow: / User-agent: ClaudeBot Allow: / User-agent: PerplexityBot Allow: / User-agent: Google-Extended Allow: / User-agent: OAI-SearchBot Allow: / User-agent: ChatGPT-User Allow: / User-agent: Claude-User Allow: / User-agent: Perplexity-User Allow: /
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/neat.la"><img src="https://directindex.org/badge/neat.la.svg" alt="Agent-Direct Score B" 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 neat.
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/neat.la, 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 | none on record | |
| Menu | neat.la/drink-menu/ html_page | from the scan |
| Hours | none on record | |
| Phone | +1-310-881-7081 |
Stable links that count: /go/neat.la/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 Square, Toast, or a vendor whose terms allow agents | no |
Level 2 of 5, Bot-Aware
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 | yes |
| Markdown on Accept: text/markdown | no how |
| llms.txt | yes |
| 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 |