Data Aggregator runs on your own machine — the client starts it, so there is no endpoint to ping. 1 362 installs a week from pypi. Last commit 2 Nov 2026.
Find & fetch research datasets across 21 archives, omics registries, and literature sources.
Today is the operative word: we check Data Aggregator every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.
This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.
claude mcp add data-aggregator-mcp -- uvx data-aggregator-mcp
{
"mcpServers": {
"data-aggregator-mcp": {
"command": "uvx",
"args": [
"data-aggregator-mcp"
]
}
}
}
[mcp_servers.data-aggregator-mcp]
command = "uvx"
args = ["data-aggregator-mcp"]
{
"mcpServers": {
"data-aggregator-mcp": {
"command": "uvx",
"args": [
"data-aggregator-mcp"
]
}
}
}
{
"servers": {
"data-aggregator-mcp": {
"type": "stdio",
"command": "uvx",
"args": [
"data-aggregator-mcp"
]
}
}
}
Optional settings from the registry entry, left out of the block above:
NCBI_API_KEY (Optional NCBI E-utilities API key; raises the rate limit 3->10 req/s for omics, literature, and taxonomy lookups), LLM_API_BASE (Base URL of an OpenAI-compatible /chat/completions endpoint; enables search(understand=true) and search(multi_query=true)), LLM_API_KEY (Bearer token for the LLM endpoint (LLM_API_BASE); omit for keyless local servers), LLM_MODEL (Model name passed to the LLM endpoint (default: gpt-4o-mini); set to whatever your endpoint serves), EMBEDDING_API_BASE (Base URL of an OpenAI-compatible /embeddings endpoint; enables search(rank=semantic) re-ranking), EMBEDDING_API_KEY (Bearer token for the embeddings endpoint (EMBEDDING_API_BASE); omit for keyless local servers), EMBEDDING_MODEL (Model name passed to the embeddings endpoint (default: text-embedding-3-small)), DATA_GOV_API_KEY (Optional api.data.gov key for the data.gov source; without it requests fall back to the shared public DEMO_KEY, which is aggressively rate-limited), UNPAYWALL_EMAIL (Email address sent to the Unpaywall API; required to enable the Unpaywall PDF fallback leg of literature full-text retrieval), NCBI_EMAIL (Contact address sent to NCBI's ID converter; falls back to UNPAYWALL_EMAIL when unset), DATAVERSE_BASE_URL (Resolve Dataverse DOIs against a different installation (default: https://dataverse.harvard.edu)), CACHE_TTL_SECONDS (Resolve-cache lifetime in seconds (default: 3600); an unparseable value falls back to the default).
Scientific literature analyzer and clinical search aggregator.
Scholarly literature search across nine sources
Read-only cited financial datasets, bounded research queries and source diagnostics.
Search and fetch SVG icons from 250,000+ icons across 200+ open-source icon sets.
Search research articles and datasets on Figshare. No key required.
Research-feed MCP server: literature-watch findings, watchlist, and revenue-candidate drafts.
Search PubMed biomedical literature and fetch article summaries. No key required.
Search packages across registries, and read their releases and CVEs.
Answers built from our own checks of this server.