Skip to main content
Glama

Ni Biashara Diaspora Directory

Server Details

Free read-only search of 2,000+ African and Caribbean diaspora businesses in the US and Canada.

If you are the author of this connector, you can claim ownership by verifying the domain or GitHub account it belongs to. Claimed connector authors can inspect health checks, view analytics, and manage their listing.
Status
Healthy
Uptime
100.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
ChatGPT
–
Claude
Ni Biashara Diaspora Directory

TDQS

A3.7/5.0

Scored across 3 tools

Disambiguation4/5

get_business is clearly distinct (single listing by id) from the two discovery tools. search_directory and directory_facets both explore the same directory and could be momentarily confused, but the descriptions make the split clear: counts/aggregates versus keyword-matched listings.

Naming Consistency4/5

get_business and search_directory follow a clean verb_noun pattern, but directory_facets breaks it with a noun-first, verb-less name that reads like a resource path rather than an action. Minor deviation, still readable and consistent in snake_case.

Tool Count4/5

Three tools is on the lean side but proportionate for a read-only directory: one search, one detail fetch, one aggregate. Nothing extraneous, though the surface leaves little room for adjacent operations like claiming or submitting a listing.

Completeness4/5

Discover (search), size up (facets), and inspect a record (get_business) covers the core read-only directory lifecycle with no dead ends. Gaps are minor: no tool to list category/metro values directly, no bulk id fetch, and claim/submit links are returned but not actionable via any tool.

Available Tools

3 tools
directory_facetsDirectory counts by metro and categoryA
Read-onlyIdempotent
Inspect

Live listing counts for the whole Ni Biashara directory: total, per metro area and per category. Useful for sizing diaspora business communities by city or sector.

Inputs: no named parameters.

get_businessGet one diaspora businessA
Read-onlyIdempotent
Inspect

One Ni Biashara listing by its id (from search_directory results or a nibiashara.com/b// link): name, category, city, metro, phone, website, social links, status and the listing and claim links.

Inputs: id (required).

search_directorySearch diaspora businessesB
Read-onlyIdempotent
Inspect

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.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

    Related MCP Connectors

    Related MCP Servers

    • A
      license
      Not graded
      quality
      D
      maintenance
      Search, verify and screen over 1 million African companies across 18 official government registries, along with the public contracts they have won and OFAC/UN sanctions screening. Every result carries its registry source, date and a confidence signal, and the server returns nulls rather than fabricating data.
      MIT
    • F
      license
      Not graded
      quality
      C
      maintenance
      Provides an AI-queryable directory of Black-owned businesses in South Florida, allowing users to search by category, neighborhood, and specialty. It enables seamless discovery of localized businesses and services through natural language tools and real-time MongoDB integration.
      -
    • A
      license
      A
      quality
      D
      maintenance
      Provides AI agents with access to real, verifiable businesses with provenance and source URLs, enabling natural-language business search and profile retrieval.
      2
      MIT
    • A
      license
      A
      quality
      C
      maintenance
      Search for local businesses worldwide. Structured data optimized for AI agents. • Search Millions of businesses over 49 countries (Europe, Northamerica, Southamerica, Asia, Oceania) • Quality & demand scoring for every business • Ranking based on real user click-through data • No API key needed, free access • Rate limit: 500 requests/hour per IP
      6
      1
      MIT
    Try in Browser

    Glama MCP Gateway

    Add one secure layer between your agents and this server.

    Resources