Ext Ops Panel
Open dashboard
Comparison

Gemini API Docs vs TokenOracle

Gemini API Docs is an MCP server published by kgprs. Marketplaces we read that list it: 1 (Docker MCP Catalog). TokenOracle is an MCP server published by guffeyholdings.com. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-18. 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

Where each is published
MarketplaceGemini API DocsTokenOracle
Docker MCP Catalog Listed
Version: sha256:ba912546626d
Forks (GitHub): 1
Pulls (Docker Hub): 38 642
Stars (Docker Hub): 2
Stars (GitHub): 3
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.0.1
Downloads/month (npm): 161
Downloads/week (npm): 22
Forks (GitHub): 0
Stars (GitHub): 0
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

Gemini API Docs vs TokenOracle
FactGemini API DocsTokenOracle
Marketplaces that list it11
Stars (GitHub) (differs)3 (better)0 (worse)
Pulls (Docker Hub) (differs)38 642No figure on Docker Hub
Forks (GitHub) (differs)1 (better)0 (worse)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/gemini-api-docs-mcp)Remote server (mcp.guffeyholdings.com/TokenOracle)
Transport (differs)stdioStreamable HTTP
Tools it declares (differs)3Not published
Environment variables it asks for (differs)Not published3, secrets among them: 1
Licence (differs)MITNot stated
Repository (differs)github.com/kgprs/gemini-api-docs-mcpgithub.com/victoryintech/tokenoracle-mcp
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)no remote endpoint we checkNot responding since 2026-10-14

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

In its own words, on Docker MCP Catalog:

Provides tools to search and retrieve Google Gemini API documentation.

TokenOracle

In its own words, on Official MCP Registry:

Hosted MCP server for LLM cost estimation, model comparison, and budget-aware routing.

How to run each

Gemini API Docs As a local MCP server: Docker image

Claude Code
claude mcp add --transport stdio gemini-api-docs -- docker run -i --rm mcp/gemini-api-docs-mcp

TokenOracle As a remote MCP server

Claude Code
claude mcp add --transport http token-oracle https://mcp.guffeyholdings.com/TokenOracle --header "X-API-Key: <YOUR_X_API_KEY>"

Requires: TOKEN_ORACLE_API_KEY (secret), X-API-Key header

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Only TokenOracle has a remote endpoint we check. How we check endpoints

Tools each declares

The marketplaces of TokenOracle publish no list of tools, so we do not compare tools.

Settings each asks for

The marketplaces of Gemini API Docs publish no settings it asks for, so we do not compare settings.

What it can do: Gemini API Docs · What it can do: TokenOracle · Compare two other plugins

Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. 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.

Where the data comes from: how the catalog is built