Bio Research vs Africa Data Bank
Bio Research is a plugin bundle for AI coding tools published by Anthropic. Marketplaces we read that list it: 1 (Claude: knowledge-work-plugins). Africa Data Bank is an MCP server published by Africa-Data-Bank. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-24. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.
Where each is published
| Marketplace | ||
|---|---|---|
| Claude: knowledge-work-plugins | Listed Version: 1.2.0 Forks (GitHub): 3 583 Stars (GitHub): 32 412 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 1.0.1 No figure published Not marked · First seen |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
The facts side by side
| Fact | Bio Research | Africa Data Bank |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 32 412 | No figure on GitHub |
| Forks (GitHub) (differs) | 3 583 | No figure on GitHub |
| Last release | Not published | Not published |
| Where it runs (differs) | Installs as a plugin bundle | On your machine (docker.io/jmatrixjnr/afridb-mcp-server:1.0.1) |
| Transport (differs) | Not stated | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for (differs) | Not published | 2, secrets among them: 1 |
| Parts of the bundle (differs) | 17 | Not a bundle |
| Licence | Not stated | Not stated |
| Repository (differs) | github.com/anthropics/knowledge-work-plugins | github.com/africa-data-bank/afridb-platform |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.
What each says it does
Bio Research
Connect to preclinical research tools and databases (literature search, genomics analysis, target prioritization) to accelerate early-stage life sciences R&D
Africa Data Bank
Trusted African data, provenance, citations, and catalog search for AI agents.
How to run each
Bio Research As a Claude Code plugin
/plugin marketplace add anthropics/knowledge-work-plugins
/plugin install bio-research@knowledge-work-pluginsAfrica Data Bank As a local MCP server: Docker image
claude mcp add --env "AFRICADB_API_TOKEN=<YOUR_AFRICADB_API_TOKEN>" --transport stdio africadb -- docker run -i --rm -e AFRICADB_API_TOKEN docker.io/jmatrixjnr/afridb-mcp-server:1.0.1Requires: AFRICADB_API_TOKEN (secret)
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
Neither one's marketplaces publish a list of tools, so there is nothing to compare.
Settings each asks for
The marketplaces of Bio Research publish no settings it asks for, so we do not compare settings.
What it can do: Bio Research · What it can do: Africa Data Bank · Compare two other plugins
Data comes from the public marketplace file https://github.com/anthropics/knowledge-work-plugins/blob/HEAD/.claude-plugin/marketplace.json. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.