Ext Ops Panel
Open dashboard
Comparison

videocontent vs ai.seendb/seendb

videocontent is a plugin bundle for AI coding tools published by Aagam Shah. Marketplaces we read that list it: 1 (Community GitHub marketplaces). ai.seendb/seendb is an MCP server published by seendb.ai. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-17. 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
Marketplacevideocontentai.seendb/seendb
Community marketplace aagam17/videocontext Listed
Version: 1.0.0
Forks (GitHub): 0
Stars (GitHub): 4
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 1.1.0
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

videocontent vs ai.seendb/seendb
Factvideocontentai.seendb/seendb
Marketplaces that list it11
Stars (GitHub) (differs)4No figure on GitHub
Forks (GitHub) (differs)0No figure on GitHub
Last releaseNot publishedNot published
Where it runs (differs)Installs as a plugin bundleRemote server (api.seendb.ai/mcp)
Transport (differs)Not statedStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks forNot publishedNot published
Parts of the bundle (differs)2Not a bundle
Licence (differs)Apache-2.0Not stated
Repository (differs)github.com/aagam17/videocontextNot stated
Changes in the last 7 days (differs)20
First seen (differs)2026-10-152026-10-11
Endpoint at the last check (differs)no remote endpoint we checkResponded 28 h ago, requires a key

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

videocontent

In its own words, on Community GitHub marketplaces:

Analyze, search and reason over video: /videocontent skill + MCP tools.

ai.seendb/seendb

In its own words, on Official MCP Registry:

Video knowledge base for agents: search your library's transcripts, keyframes and on-screen text.

How to run each

videocontent As a Claude Code plugin

Claude Code
/plugin marketplace add aagam17/videocontext
/plugin install videocontent@videocontent

ai.seendb/seendb As a remote MCP server

Claude Code
claude mcp add --transport http seendb https://api.seendb.ai/mcp

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

Only ai.seendb/seendb has a remote endpoint we check. How we check endpoints

Tools each declares

Neither one's marketplaces publish a list of tools, so there is nothing to compare.

Settings each asks for

Neither one's marketplaces publish the settings it asks for.

What it can do: videocontent · What it can do: ai.seendb/seendb · 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. 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