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Comparison

Pixeltable vs Hugging Bay

Pixeltable is a plugin bundle for AI coding tools published by pixeltable. Marketplaces we read that list it: 3 (Claude Code: claude-plugins-official, Claude: knowledge-work-plugins, Community GitHub marketplaces). Hugging Bay is an MCP server published by barneywohl. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-20. 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
MarketplacePixeltableHugging Bay
Claude Code: claude-plugins-official Listed
Version: 2.12.0
Forks (GitHub): 2
Stars (GitHub): 6
Not marked · First seen
Not listed
Claude: knowledge-work-plugins Listed
Version: 2.12.0
Forks (GitHub): 2
Stars (GitHub): 6
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 0.1.8
Downloads/month (npm): 349
Downloads/week (npm): 72
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

Pixeltable vs Hugging Bay
FactPixeltableHugging Bay
Marketplaces that list it (differs)3 (better)1 (worse)
Stars (GitHub) (differs)6No figure on GitHub
Forks (GitHub) (differs)2No figure on GitHub
Last release (differs)2026-10-16 (better)2026-10-15 (worse)
Where it runs (differs)Installs as a plugin bundleRemote server (huggingbay.xyz/api/mcp)
Transport (differs)Not statedStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks for (differs)Not published3, secrets among them: 1
Hooks it runs (differs)2Not published
Parts of the bundle (differs)7Not a bundle
Licence (differs)Apache-2.0Not stated
Repository (differs)github.com/pixeltable/pixeltable-skillgithub.com/barneywohl/hugging-bay
Changes in the last 7 days77
First seen2026-10-112026-10-11
Endpoint at the last check (differs)no remote endpoint we checkResponded 2 days ago

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

Pixeltable

In its own words, on Claude Code: claude-plugins-official:

Build multimodal AI applications with Pixeltable -- tables, computed columns, embedding search, UDFs, tool-calling agents, and 25+ AI provider integrations.

Hugging Bay

In its own words, on Official MCP Registry:

Open model files with recorded SHA-256 and licence labels. Ask for what's missing.

How to run each

Pixeltable As a Claude Code plugin

Claude Code
/plugin install pixeltable@claude-plugins-official

Hugging Bay As a remote MCP server

Claude Code
claude mcp add --transport http hugging-bay https://huggingbay.xyz/api/mcp

Requires: HUGGING_BAY_TOKEN (secret)

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

Only Hugging Bay has a remote endpoint we check. How we check endpoints

Tools each declares

Neither the marketplaces of Pixeltable nor its endpoint list any tools, so we do not compare tools.

Settings each asks for

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

What it can do: Pixeltable · What it can do: Hugging Bay · Compare two other plugins

Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-official/blob/HEAD/.claude-plugin/marketplace.json. Data comes from the public marketplace file https://github.com/anthropics/knowledge-work-plugins/blob/HEAD/.claude-plugin/marketplace.json. 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. 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