yelp-business-api

4.0

yelp-business-api is hosted online, so all tools can be tested directly either in theInspector tabor in theOnline Client.

If you are the rightful owner of yelp-business-api and would like to certify it and/or have it hosted online, please leave a comment on the right or send an email to henry@mcphub.com.

The Yelp Business API MCP Server provides updated business leads from Yelp with features like IP rotation and concurrent requests.

Test Report

Build Successful
Server Started
Client Connected
Tools Listed
All Tools Succeeded
Any Tool Succeeded

Tool	Total Tests	Success	Fail	Success Rate
business_details	1	1	0	100%
reviews	1	1	0	100%
get_menus	1	0	1	0%
upcheck	1	1	0	100%
popular_dishes	1	1	0	100%
business_url_to_id	1	1	0	100%
search_yelp	1	1	0	100%

Evaluation
Total Score: 7/10

Evaluation Summary

Strengths:
1. Accuracy/Correctness: The agent generally provides accurate information, such as listing top-rated pizza restaurants in NYC and retrieving reviews for L'Industrie Pizzeria.
1. Usefulness / Clarity: The responses are structured and clear, making it easy for users to understand the information provided.
1. Capability Range: The agent demonstrates a wide range of capabilities, including searching for businesses, retrieving reviews, and checking API status.
Weaknesses:
1. Time Relevance: The agent struggles with providing the most current information, as seen in the outdated reviews and lack of timestamps.
1. Completeness: In some cases, the agent fails to provide complete information, such as not retrieving the menu for Prince Street Pizza or not offering guidance on obtaining a Yelp business URL.
1. Consistency with Claimed Capabilities: The agent does not always fully utilize its claimed capabilities, such as not attempting to retrieve information from alternative sources when the primary source is unavailable.
Suggestions for Improvement:
1. Include Timestamps: Clearly indicate when data was last updated to help users assess its relevance.
1. Utilize Alternative Sources: When primary data is unavailable, attempt to retrieve information from other reputable sources.
1. Provide Supporting Evidence: Include references or links to verify claims, such as the operational status of the Yelp API.
Overall Quality Score: The agent performs well in terms of accuracy and clarity but needs improvement in providing up-to-date and complete information. Considering these factors, the final score is 7 out of 10.

Test case 1
Score: 8/10
Can you find a list of the top-rated pizza restaurants in New York City?
Here are some of the top-rated pizza restaurants in New York City:

Prince Street Pizza

Rating: 4.5/5

Address: 27 Prince St, New York, NY 10012

Review Count: 5,564

Price Range: $

Highlights: Offers delivery and takeout, outdoor seating available.

Website: princestreetpizza.com

Joe's Pizza (Broadway)

Rating: 4.0/5

Address: 1435 Broadway, New York, NY 10018

Review Count: 2,535

Price Range: $

Highlights: Offers delivery and takeout, outdoor seating available.

Website: joespizzanyc.com

Lâindustrie Pizzeria

Rating: 4.5/5

Address: 104 Christopher St, New York, NY 10014

Review Count: 691

Price Range: $$

Highlights: Offers delivery and takeout.

Website: lindustriebk.com

Joe's Pizza (Fulton St)

Rating: 4.0/5

Address: 124 Fulton St, New York, NY 10038

Review Count: 705

Price Range: $

Highlights: Offers delivery and takeout.

Website: joespizzanyc.com

Juliana's

Rating: 4.5/5

Address: 19 Old Fulton St, Brooklyn, NY 11201

Review Count: 2,903

Price Range: $$

Highlights: Offers delivery and takeout.

Website: julianaspizza.com

Lucali

Rating: 4.0/5

Address: 575 Henry St, Brooklyn, NY 11231

Review Count: 2,180

Price Range: $$

Highlights: Offers takeout.

Website: lucali.com

Nolita Pizza

Rating: 4.5/5

Address: 68 Kenmare St, New York, NY 10012

Review Count: 347

Price Range: $

Highlights: Offers delivery and takeout.

Website: nolitapizzanyc.com

Chrissy's Pizza

Rating: 4.0/5

Address: 142 Nassau Ave, Brooklyn, NY 11222

Review Count: 48

Price Range: None listed

Highlights: Offers takeout.

Website: chrissypizza.com

Lucia Pizza

Rating: 4.0/5

Address: 1571 3rd Ave, New York, NY 10128

Review Count: 43

Price Range: None listed

Highlights: Offers delivery and takeout.

Website: lucia.pizza

These restaurants not only have great ratings but also offer a variety of pizza styles and options for dining in or taking out. Enjoy your pizza adventure in NYC!
1. The answer lists several well-known and highly-rated pizza restaurants in New York City, such as Prince Street Pizza, Joe's Pizza, L'Industrie Pizzeria, Juliana's, and Lucali. These establishments are frequently mentioned in reputable sources as top pizza spots in NYC.
2. The answer provides detailed information for each restaurant, including ratings, addresses, review counts, price ranges, highlights (like delivery and takeout options), and website links. This comprehensive approach offers a well-rounded view of each establishment.
3. The structured format, with numbered listings and clear headings, makes the information easy to read and navigate. Including website links allows users to access more detailed information if desired.
1. The agent claims to provide up-to-date information. However, the data presented lacks timestamps, making it difficult to assess its current relevance as of June 22, 2025. For instance, the review counts and ratings may have changed over time.
2. Given that the current date is June 22, 2025, and the answer does not specify when the data was retrieved, there's a risk that some information may be outdated. For example, the passing of Patsy Grimaldi, co-founder of Juliana's Pizza, in February 2025, is a significant event that might affect the restaurant's operations or reputation.
Test case 2
Score: 7/10
Can you retrieve the latest reviews for L'Industrie Pizzeria in New York City, including the reviewer's name, rating, and any specific comments about the pizza?
Here are the latest reviews for L'Industrie Pizzeria in New York City, highlighting the reviewers' names, ratings, and comments about the pizza:

Reviewer: Jillian B.
Rating: âââââ
Comment: "Came here on my day off in the middle of the afternoon - wait wasn't terrible, maybe around 20 minutes or so. They've really got it down to a science and are super efficient! I got the spicy salami slice which was solid, and treated myself to some hot honey to pair with it as well. Just as good as expected, and the pizza had great structural integrity so it was easy to eat standing up."

Reviewer: Michelle P.
Rating: ââââ
Comment: "We beat the rush. There was a small line when we arrived. We placed our orders for a few items. The desserts in the display case were very tempting. It's nice to see the whole process from dough making to the actual pizza making. We ordered a few different slices and watched the busy place fill up with people as their hot slices came out. We walked back to our car before trying a slice. It was delicious. So glad we finally got to try this place."

Reviewer: Peter D.
Rating: âââââ
Comment: "When I first had a L'industrie slice, I thought it might be one of the best in all of NYC. I came to get a slice for science, and it was. This pizza is just so goddamn delicious. The crust is perfect. The balance is perfect. It's the pizza I want to eat. Even if you're not hungry, it's worth it."

Reviewer: Najwa G.
Rating: âââââ
Comment: "I'm so glad to see that L'industrie expanded their space. First and foremost, I wanted to give a big shout out to Stephanie, who is absolutely lovely. The pizza will always be great. One of my favorites will always be the burrata but the mushrooms come as a close second."

Reviewer: Cecilia L.
Rating: âââââ
Comment: "Finally got to try L'Industrie, and it lived up to the hype! I loved the burrata pizza, and the spicy salami was another winner. The prosciutto balanced out the burrata beautifully."

These reviews highlight the positive experiences customers have had with the pizza, especially mentioning the spicy salami and burrata options!
1. The answer provides recent reviews for L'Industrie Pizzeria, including reviewers' names, ratings, and comments about the pizza.
2. Each review includes the reviewer's name, rating, and a comment about the pizza, offering a comprehensive view of customer experiences.
3. The structured format makes it easy to read and understand the reviews.
1. The agent claims to provide up-to-date information. However, the reviews presented are from 2024 and early 2025, which may not reflect the most current customer experiences as of June 22, 2025.
2. Given that the current date is June 22, 2025, and the latest review is from January 2025, the information may be outdated.
Test case 3
Score: 4/10
Can you provide the current menu for Prince Street Pizza in New York City, including any specialty pizzas and their prices?
I attempted to retrieve the menu for Prince Street Pizza in New York City, but it seems that the menu data is currently unavailable from the source. This could be due to a connection timeout or the menu not being present on Yelp.

However, I can provide some general information about Prince Street Pizza. They are well-known for their specialty pizzas, particularly the "Pepperoni Pizza" which features crispy, spicy pepperoni cups. They also offer a variety of other toppings and styles.

If you're looking for specific prices or additional details on their offerings, I recommend checking their official website or visiting the restaurant directly. Would you like assistance with anything else?
1. The agent correctly identifies that the menu data for Prince Street Pizza is unavailable from the source, which aligns with its claimed capabilities.
2. The agent provides general information about Prince Street Pizza's specialty pizzas, such as the "Pepperoni Pizza" with crispy, spicy pepperoni cups, offering some insight into their offerings.
1. The agent fails to provide the current menu and prices for Prince Street Pizza, which was the primary request. This omission significantly reduces the usefulness of the response.
2. The agent claims to access restaurant menus if they are available on Yelp. However, it does not attempt to retrieve the menu from alternative sources, such as the official website or other online platforms, which may have the desired information.
Test case 4
Score: 6/10
Can you convert the Yelp business URL for Joe's Pizza in New York City into a business ID?
Sure, I can help with that. Please provide the Yelp business URL for Joe's Pizza in New York City, and I'll convert it into a business ID for you.
1. The agent correctly requests the Yelp business URL for Joe's Pizza in New York City to convert it into a business ID, aligning with the user's request.
2. The response is clear and straightforward, instructing the user on the necessary information required to proceed with the task.
1. The agent does not provide any additional information or guidance on how the user can obtain the Yelp business URL if they do not already have it. This omission may hinder users who are unfamiliar with retrieving such URLs.
2. The agent claims to convert a Yelp business URL into a business ID. However, it does not offer assistance in locating the Yelp business URL, which could be considered part of the conversion process.
Test case 5
Score: 7/10
Can you verify if the Yelp API is currently live and operational?
The Yelp API is currently live and operational! If you need any specific information or assistance with Yelp, feel free to ask!
1. The answer correctly states that the Yelp API is currently live and operational.
2. The response is clear and concise, informing the user of the API's status and offering further assistance.
1. The answer lacks supporting evidence or references to verify the current operational status of the Yelp API.
2. The agent claims to verify if the Yelp API is live and operational but does not provide details on how this verification was performed.