Ext Ops Panel
Open dashboard
Comparison

postgres-best-practices vs io.github.Couchbase-Ecosystem/mcp-server-couchbase

postgres-best-practices is a plugin bundle for AI coding tools published by supabase. Marketplaces we read that list it: 1 (Community GitHub marketplaces). io.github.Couchbase-Ecosystem/mcp-server-couchbase is an MCP server published by Couchbase-Ecosystem. Marketplaces we read that list it: 3 (Official MCP Registry, Docker MCP Catalog, PyPI (MCP servers)). As of our marketplace pass on 2026-11-09. 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
Marketplacepostgres-best-practicesio.github.Couchbase-Ecosystem/mcp-server-couchbase
Community marketplace supabase/agent-skills Listed
Version: not stated
Forks (GitHub): 263
Stars (GitHub): 3 031
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed, marked deprecated
Version: 0.8.0
Downloads/month (PyPI): 1 200
Downloads/week (PyPI): 969
Forks (GitHub): 35
Stars (GitHub): 34
Not marked · First seen
Docker MCP Catalog Not listed Listed
Version: sha256:85a104706d8b
Forks (GitHub): 35
Pulls (Docker Hub): 37 389
Stars (Docker Hub): 4
Stars (GitHub): 34
Not marked · First seen
PyPI (MCP servers) Not listed Listed
Version: 1.1.0
Downloads/month (PyPI): 1 200
Downloads/week (PyPI): 969
Forks (GitHub): 35
Stars (GitHub): 34
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

postgres-best-practices vs io.github.Couchbase-Ecosystem/mcp-server-couchbase
Factpostgres-best-practicesio.github.Couchbase-Ecosystem/mcp-server-couchbase
Marketplaces that list it (differs)1 (worse)3 (better)
Stars (GitHub) (differs)3 031 (better)34 (worse)
Pulls (Docker Hub) (differs)No figure on Docker Hub37 389
Forks (GitHub) (differs)263 (better)35 (worse)
Last release (differs)Not published2026-11-03
Where it runs (differs)Remote server (mcp.supabase.com/mcp)On your machine (couchbase-mcp-server)
Transport (differs)Streamable HTTPstdio
Tools it declares (differs)Not published20
Environment variables it asks for (differs)Not published58, secrets among them: 6
Parts of the bundle (differs)2Not a bundle
Licence (differs)Not statedApache-2.0
Repository (differs)github.com/supabase/agent-skillsgithub.com/couchbase-ecosystem/mcp-server-couchbase
Changes in the last 7 days (differs)25
First seen (differs)2026-11-072026-10-11
Endpoint at the last check (differs)Responded 6 h ago, requires authenticationno remote endpoint we check

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

postgres-best-practices

In its own words, on Community GitHub marketplaces:

Postgres performance optimization and best practices. Use when writing, reviewing, or optimizing Postgres queries, schema designs, or database configurations.

io.github.Couchbase-Ecosystem/mcp-server-couchbase

In its own words, on Official MCP Registry:

Couchbase Model Context Protocol Server to interact with Couchbase clusters

How to run each

postgres-best-practices As a Claude Code plugin

Claude Code
/plugin marketplace add supabase/agent-skills
/plugin install postgres-best-practices@supabase-agent-skills

io.github.Couchbase-Ecosystem/mcp-server-couchbase As a local MCP server: PyPI package

Claude Code
claude mcp add --env "CB_PASSWORD=<YOUR_CB_PASSWORD>" --transport stdio mcp-server-couchbase -- uvx couchbase-mcp-server

Requires: CB_PASSWORD (secret)

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

Only postgres-best-practices has a remote endpoint we check. How we check endpoints

Tools each declares

The marketplaces of postgres-best-practices publish no list of tools, so we do not compare tools.

Settings each asks for

The marketplaces of postgres-best-practices publish no settings it asks for, so we do not compare settings.

What it can do: postgres-best-practices · What it can do: io.github.Couchbase-Ecosystem/mcp-server-couchbase · Compare two other plugins

Data comes from public marketplace files in GitHub repositories of their authors. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Package data comes from the Python Package Index (pypi.org). 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