Free read-only search of 2,000+ African and Caribbean diaspora businesses in the US and Canada.
Scored across 1 tool
With only a single tool in the set, there is no possibility of confusion or misselection. The tool's purpose (keyword search over a business directory with optional city/metro/category filters) is unambiguous.
The single name 'search_directory' follows a clean verb_noun snake_case convention. There are no other tools to conflict with, so consistency is trivially satisfied.
A directory of businesses is exposed through exactly one tool, which is too thin for the apparent scope. Basic companion operations (retrieving a full listing, listing categories or cities) would be expected alongside search.
The surface offers search only: an agent cannot fetch full details for a matched business, enumerate available categories/cities/metros, or page through results. These gaps will force workarounds or dead ends for anything beyond simple keyword lookups.
Keyword search of the Ni Biashara directory of African and Caribbean diaspora businesses in the US, Canada and beyond, optionally filtered by city, metro and category. Listings are compiled from public sources.
Inputs: q, city, limit, metro, +1 more.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
Loading tool schema changelog…
Verified directory of 47,000+ Black-owned U.S. businesses. Search, profiles, maps, rewards.
Search a directory of real, owner-confirmed small businesses. Read-only; attribution required.
Search, verify & screen 1M+ African companies + their government contracts across 18 registries.
Search 6.2M US businesses and nonprofits (SBA PPP, IRS Pub 78). Sourced fields. No personal data.
Add one secure layer between your agents and this server.
