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Comparison

exa vs Data Aggregator

exa is a plugin bundle for AI coding tools published by exa-labs. Marketplaces we read that list it: 5 (Claude Code: claude-plugins-official, Official MCP Registry, Docker MCP Catalog, Claude: knowledge-work-plugins, Community GitHub marketplaces). Data Aggregator is an MCP server published by musharna. Marketplaces we read that list it: 2 (Official MCP Registry, PyPI (MCP servers)). As of our marketplace pass on 2026-10-25. 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
MarketplaceexaData Aggregator
Claude Code: claude-plugins-official Listed
Version: 3.4.1
Forks (GitHub): 402
Stars (GitHub): 5 162
Not marked · First seen
Not listed
Official MCP Registry Listed
Version: 3.4.1
Forks (GitHub): 402
Stars (GitHub): 5 162
Not marked · First seen
Listed
Version: 0.75.4
Downloads/month (PyPI): 17 008
Downloads/week (PyPI): 1 633
Forks (GitHub): 0
Stars (GitHub): 4
Not marked · First seen
Docker MCP Catalog Listed
Version: sha256:d88edd571d98
Forks (GitHub): 402
Pulls (Docker Hub): 36 951
Stars (Docker Hub): 7
Stars (GitHub): 5 162
Not marked · First seen
Not listed
Claude: knowledge-work-plugins Listed
Version: 3.4.1
Forks (GitHub): 402
Stars (GitHub): 5 162
Not marked · First seen
Not listed
PyPI (MCP servers) Not listed Listed
Version: 0.75.4
Downloads/month (PyPI): 17 008
Downloads/week (PyPI): 1 633
Forks (GitHub): 0
Stars (GitHub): 4
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

exa vs Data Aggregator
FactexaData Aggregator
Marketplaces that list it (differs)5 (better)2 (worse)
Stars (GitHub) (differs)5 162 (better)4 (worse)
Pulls (Docker Hub) (differs)36 951No figure on Docker Hub
Forks (GitHub) (differs)402 (better)0 (worse)
Last release (differs)Not published2026-10-20
Where it runs (differs)Remote server or your machineOn your machine (data-aggregator-mcp)
Transport (differs)Streamable HTTP, stdiostdio
Tools it declares (differs)2Not published
Environment variables it asks for (differs)1, secrets among them: 112, secrets among them: 4
Parts of the bundle (differs)3Not a bundle
LicenceMITMIT
Repository (differs)github.com/exa-labs/exa-mcp-servergithub.com/musharna/data-aggregator-mcp
Changes in the last 7 days (differs)010
First seen2026-10-112026-10-11
Endpoint at the last check (differs)Responded 47 h agono 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

exa

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

Exa AI web search, deep research, and content extraction. Provides MCP tools and research skills for comprehensive web search, people discovery, company research, academic papers, and more.

Data Aggregator

In its own words, on Official MCP Registry:

Find & fetch research datasets across 21 archives, omics registries, and literature sources.

How to run each

exa As a Claude Code plugin

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

Data Aggregator As a local MCP server: PyPI package

Claude Code
claude mcp add --env "DATA_GOV_API_KEY=<YOUR_DATA_GOV_API_KEY>" --env "EMBEDDING_API_KEY=<YOUR_EMBEDDING_API_KEY>" --env "LLM_API_KEY=<YOUR_LLM_API_KEY>" --env "NCBI_API_KEY=<YOUR_NCBI_API_KEY>" --transport stdio data-aggregator-mcp -- uvx data-aggregator-mcp

Requires: DATA_GOV_API_KEY (secret), EMBEDDING_API_KEY (secret), LLM_API_KEY (secret), NCBI_API_KEY (secret)

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

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

Tools each declares

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

Settings each asks for

Only exa asks for

  • EXA_API_KEY (secret)

Only Data Aggregator asks for

  • CACHE_TTL_SECONDS
  • DATAVERSE_BASE_URL
  • DATA_GOV_API_KEY (secret)
  • EMBEDDING_API_BASE
  • EMBEDDING_API_KEY (secret)
  • EMBEDDING_MODEL
  • LLM_API_BASE
  • LLM_API_KEY (secret)
  • LLM_MODEL
  • NCBI_API_KEY (secret)
  • NCBI_EMAIL
  • UNPAYWALL_EMAIL

Settings as each marketplace publishes them. Asking for fewer is not better in itself.

What it can do: exa · What it can do: Data Aggregator · 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 Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. 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. 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