CityBotMagic MCP server

• Registry namecom.citybotmagic/local-business-dataverified in the MCP registry

The registry name sits under citybotmagic.com. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

• Stateanswerschecked 2026-10-29
• Tools5
• Server calls itselfcitybotmagic
• Server version1.0.0
• Protocol version2025-06-18

On 2026-10-29 the server answered initialize and tools/list without a sign-in. First answer in 98 ms.

• Its tools do Query local businesses by city, category or service; Pull service prices with their source links and dates, but not Check what AI assistants learn about your business.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

• INITE MCP score89 of 100answers 100 · does the job 67 · definitions 90 · context 100 · connects 100
• What an agent can do with it2 of 3 use cases
• Answered100% of days7 of 7 daily checks
• Median first answer153 ms
• Space in an agent's context≈ 762 tokensthe definitions of all its tools (5), which an agent carries on every turn
• Tool definitionsA · 90 of 100
• Typed results0 of 5 toolsdeclared outputSchema: results come typed, read once

• Parameters without a description: in 3 of 5

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

• list_cities

  Lists the US cities and towns CityBotMagic covers, with business counts. Call this first if unsure whether a city is covered.

• search_businesses

  Finds local businesses in a city by keyword (name, category, service, product) and/or category. Returns contact details, hours availability and how many published prices each has.

• get_business

  Full record for one business: address, phone, website, hours, services, prices with sources. Pass the id from search results, or city + state + slug.

• find_prices

  Searches published prices for a product or service across a city's businesses, e.g. "haircut", "oil change", "bowling". Each price includes its source URL and the date it was read.

• price_summary

  What a common local service typically costs in a city: median, middle-half range, low and high, and every business's lowest published price with its source URL and read date. Services: oil-change, brake-service, wheel-alignment…