ZBS Index What actually exists in applied AI, with the source next to it

mcp server

Mukoko News

Pan-African news & analytics for Zimbabwe and 15 African countries: briefings and trends.

Description as published by the maintainer. Source

  • version 1.2.0
  • active
  • analytics

active — Registry entry last updated 2026-06-30. Dashed tags are derived by ZBS Index from the published description, not stated by the maintainer.

What this server can do

16 functions, named and described by the server itself. Parameter names are shown because they say more about what a function does than its name usually does.

compare_locations(limit, topic, locations)
Compare news coverage between 2–4 African countries or regions side by side. Required: locations.
detect_surge(limit, location)
Detect sudden spikes in news coverage — compares last 24h against 7-day baseline. Surfaces unusual increases like crime up 5× in Bulawayo or a football surge in Ghana.
drain_enrichment_backlog
Drain the ENTIRE un-enriched article backlog, not just one batch. RESTRICTED to platform-team accounts (WorkOS bearer issued inside the platform-team org). Fire-and-forget: asks the pipeline worker to enrich un-enriched articles in batches (oldest first) until the backlog is clear, running independently of the automatic 10-minute sweep. Returns immediately; use trigger_enrichment for a single targeted batch instead.
find_stories(q, tag, limit, country, category)
Search articles by keyword, tag, category, or country. Results carry short excerpts, word counts, and app links only — call get_article with a result's id to read the full article body inline.
get_article(id)
Read a single article by ID or slug. Returns the full article body inline as markdown (truncated at ~8000 characters with a link to continue in the app) plus source metadata and the Mukoko app URL. Use this after a list tool (get_briefing, find_stories, …) to read an article without leaving the conversation. Required: id.
get_briefing(focus, limit)
Answer "What's happening in [place/topic]?" — top story, recent articles, and trending topics in one call. Accepts country codes (ZW, KE), region names (East Africa, Southern Africa), category topics (politics, business), or omit focus for a pan-African overview. Returns short excerpts with word counts and app links only — call get_article with an article id to read a full article body inline.
get_content_analytics(period, location)
Open data breakdown of news coverage by category, country, and keyword for a given period.
get_location_news(limit, category, location)
News from a specific place in Africa. Accepts country codes, country names, region names, or city names. Required: location.
get_my_feed(limit)
Personalised news feed based on the authenticated user's article likes and saves. Requires Authorization: Bearer <WorkOS access token>.
get_source_view(limit, topic, source)
See how a specific news source is covering a topic. Required: source.
get_stats
Platform statistics: total articles, active sources, and today's output.
get_trending_analytics(limit, period, location)
Open analytics: trending topics, categories, keywords, and sources for any location or period. Part of Mukoko's open data policy.
list_categories
List all news categories with article counts.
list_sources(country)
List active news sources. Optionally filter by country code.
track_story(limit, since, topic, country)
Follow the development of a news story over time. Returns articles in chronological order showing how a story evolved. Use since to control the lookback window. Required: topic.
trigger_enrichment(limit, article_ids, reset_attempts)
Manually run the AI enrichment agent over existing articles (classification, keywords, entities, quality scoring). RESTRICTED to platform-team accounts — requires a WorkOS bearer token issued inside the platform-team org. By default enriches the most recent un-enriched articles; pass article_ids to target specific ones, or reset_attempts to re-run articles that previously hit the failure cap.

Last successful function declaration observed on . Source: https://news.mukoko.dev/mcp. We list what the server declared; we do not call any of these functions.

Endpoint status observed on . Source: https://news.mukoko.dev/mcp.

Signals

These are separate measurements of different things. They are deliberately not combined into one score, because a popularity number that mixes website traffic with saves and stars cannot be checked or acted on.

Signal Value What it measures Window Observed Source
Latest published version 1.2.0 Latest version string the maintainer published to the registry. as of fetch Model Context Protocol
Registry record last updated 2026-06-30 When the registry record was last updated by its maintainer. point in time Model Context Protocol
First listed in the MCP Registry 2026-06-30 Date this server was first published to the official MCP Registry. Not a usage or quality measure. point in time Model Context Protocol
mcp tools declared 16 tools Number of functions the server itself declared when asked to list them. This is what the server offers an agent, not a measure of how well any of them work. as of probe news.mukoko.dev
mcp endpoint status ok The server listed 16 functions when asked. as of probe news.mukoko.dev

Where to get it

Also from nyuchi

This record as data

Every field on this page, with its source and observation date, is in the catalog JSON. Fetch the whole kind at once instead of parsing this HTML.

GET /api/v1/entries/mcp_server.json

Sources

  1. Tools declared by the MCP server at https://news.mukoko.dev/mcp — news.mukoko.dev, observed , trust tier 1.
  2. Official MCP Registry — Model Context Protocol, observed , trust tier 1.