Gemini API Docs vs Unified AI System
Gemini API Docs is an MCP server published by kgprs. Marketplaces we read that list it: 1 (Docker MCP Catalog). Unified AI System is a plugin bundle for AI coding tools published by happy520ai. Marketplaces we read that list it: 1 (Community GitHub marketplaces). As of our marketplace pass on 2026-10-14. 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 |  Gemini API Docs | |
|---|---|---|
| Docker MCP Catalog | Listed Version: sha256:ba912546626d Forks (GitHub): 1 Pulls (Docker Hub): 38 322 Stars (Docker Hub): 2 Stars (GitHub): 3 Not marked · First seen |
Not listed |
| Community marketplace happy520ai/unified-ai-system | Not listed | Listed Version: 0.8.0 Forks (GitHub): 4 Stars (GitHub): 8 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 | Gemini API Docs | Unified AI System |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 3 (worse) | 8 (better) |
| Pulls (Docker Hub) (differs) | 38 322 | No figure on Docker Hub |
| Forks (GitHub) (differs) | 1 (worse) | 4 (better) |
| Last release | Not published | Not published |
| Where it runs (differs) | On your machine (mcp/gemini-api-docs-mcp) | Installs as a plugin bundle |
| Transport (differs) | stdio | Not stated |
| Tools it declares (differs) | 3 | Not published |
| Environment variables it asks for | Not published | Not published |
| Parts of the bundle (differs) | Not a bundle | 2 |
| Licence (differs) | MIT | Apache-2.0 |
| Repository (differs) | github.com/kgprs/gemini-api-docs-mcp | github.com/happy520ai/unified-ai-system |
| Changes in the last 7 days (differs) | 0 | 2 |
| First seen (differs) | 2026-10-11 | 2026-10-13 |
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
Gemini API Docs
Provides tools to search and retrieve Google Gemini API documentation.
Unified AI System
Connect Codex to a self-hosted AI gateway with provider-free prompt enhancement and fifteen governed MCP tools.
How to run each
Gemini API Docs As a local MCP server: Docker image
claude mcp add --transport stdio gemini-api-docs -- docker run -i --rm mcp/gemini-api-docs-mcpUnified AI System As a Codex plugin
codex plugin marketplace add happy520ai/unified-ai-systemCommands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
The marketplaces of Unified AI System publish no list of tools, so we do not compare tools.
Settings each asks for
Neither one's marketplaces publish the settings it asks for.
What it can do: Gemini API Docs · What it can do: Unified AI System · Compare two other plugins
Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Data comes from public marketplace files in GitHub repositories of their authors. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.