Find & fetch research datasets across 21 archives, omics registries, and literature sources.
Connect Runs on your machine
claude mcp add data-aggregator-mcp -e NCBI_API_KEY=<NCBI_API_KEY> -e LLM_API_BASE=<LLM_API_BASE> -e LLM_API_KEY=<LLM_API_KEY> -e LLM_MODEL=<LLM_MODEL> -e EMBEDDING_API_BASE=<EMBEDDING_API_BASE> -e EMBEDDING_API_KEY=<EMBEDDING_API_KEY> -e EMBEDDING_MODEL=<EMBEDDING_MODEL> -e DATA_GOV_API_KEY=<DATA_GOV_API_KEY> -e UNPAYWALL_EMAIL=<UNPAYWALL_EMAIL> -e NCBI_EMAIL=<NCBI_EMAIL> -e DATAVERSE_BASE_URL=<DATAVERSE_BASE_URL> -e CACHE_TTL_SECONDS=<CACHE_TTL_SECONDS> -- uvx data-aggregator-mcp==0.76.0
{
"mcpServers": {
"data-aggregator-mcp": {
"command": "uvx",
"args": [
"data-aggregator-mcp==0.76.0"
],
"env": {
"NCBI_API_KEY": "<NCBI_API_KEY>",
"LLM_API_BASE": "<LLM_API_BASE>",
"LLM_API_KEY": "<LLM_API_KEY>",
"LLM_MODEL": "<LLM_MODEL>",
"EMBEDDING_API_BASE": "<EMBEDDING_API_BASE>",
"EMBEDDING_API_KEY": "<EMBEDDING_API_KEY>",
"EMBEDDING_MODEL": "<EMBEDDING_MODEL>",
"DATA_GOV_API_KEY": "<DATA_GOV_API_KEY>",
"UNPAYWALL_EMAIL": "<UNPAYWALL_EMAIL>",
"NCBI_EMAIL": "<NCBI_EMAIL>",
"DATAVERSE_BASE_URL": "<DATAVERSE_BASE_URL>",
"CACHE_TTL_SECONDS": "<CACHE_TTL_SECONDS>"
}
}
}
}
{
"mcpServers": {
"data-aggregator-mcp": {
"command": "uvx",
"args": [
"data-aggregator-mcp==0.76.0"
],
"env": {
"NCBI_API_KEY": "<NCBI_API_KEY>",
"LLM_API_BASE": "<LLM_API_BASE>",
"LLM_API_KEY": "<LLM_API_KEY>",
"LLM_MODEL": "<LLM_MODEL>",
"EMBEDDING_API_BASE": "<EMBEDDING_API_BASE>",
"EMBEDDING_API_KEY": "<EMBEDDING_API_KEY>",
"EMBEDDING_MODEL": "<EMBEDDING_MODEL>",
"DATA_GOV_API_KEY": "<DATA_GOV_API_KEY>",
"UNPAYWALL_EMAIL": "<UNPAYWALL_EMAIL>",
"NCBI_EMAIL": "<NCBI_EMAIL>",
"DATAVERSE_BASE_URL": "<DATAVERSE_BASE_URL>",
"CACHE_TTL_SECONDS": "<CACHE_TTL_SECONDS>"
}
}
}
}
{
"servers": {
"data-aggregator-mcp": {
"type": "stdio",
"command": "uvx",
"args": [
"data-aggregator-mcp==0.76.0"
],
"env": {
"NCBI_API_KEY": "<NCBI_API_KEY>",
"LLM_API_BASE": "<LLM_API_BASE>",
"LLM_API_KEY": "<LLM_API_KEY>",
"LLM_MODEL": "<LLM_MODEL>",
"EMBEDDING_API_BASE": "<EMBEDDING_API_BASE>",
"EMBEDDING_API_KEY": "<EMBEDDING_API_KEY>",
"EMBEDDING_MODEL": "<EMBEDDING_MODEL>",
"DATA_GOV_API_KEY": "<DATA_GOV_API_KEY>",
"UNPAYWALL_EMAIL": "<UNPAYWALL_EMAIL>",
"NCBI_EMAIL": "<NCBI_EMAIL>",
"DATAVERSE_BASE_URL": "<DATAVERSE_BASE_URL>",
"CACHE_TTL_SECONDS": "<CACHE_TTL_SECONDS>"
}
}
}
}
Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.
Tools
This server runs locally, so its tools are listed by your MCP client once it starts.
Environment variables
| Name | Description |
|---|---|
NCBI_API_KEYOptional, secret | Optional NCBI E-utilities API key; raises the rate limit 3->10 req/s for omics, literature, and taxonomy lookups. |
LLM_API_BASEOptional | Base URL of an OpenAI-compatible /chat/completions endpoint; enables search(understand=true) and search(multi_query=true). |
LLM_API_KEYOptional, secret | Bearer token for the LLM endpoint (LLM_API_BASE); omit for keyless local servers. |
LLM_MODELOptional | Model name passed to the LLM endpoint (default: gpt-4o-mini); set to whatever your endpoint serves. |
EMBEDDING_API_BASEOptional | Base URL of an OpenAI-compatible /embeddings endpoint; enables search(rank=semantic) re-ranking. |
EMBEDDING_API_KEYOptional, secret | Bearer token for the embeddings endpoint (EMBEDDING_API_BASE); omit for keyless local servers. |
EMBEDDING_MODELOptional | Model name passed to the embeddings endpoint (default: text-embedding-3-small). |
DATA_GOV_API_KEYOptional, secret | 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_EMAILOptional | Email address sent to the Unpaywall API; required to enable the Unpaywall PDF fallback leg of literature full-text retrieval. |
NCBI_EMAILOptional | Contact address sent to NCBI's ID converter; falls back to UNPAYWALL_EMAIL when unset. |
DATAVERSE_BASE_URLOptional | Resolve Dataverse DOIs against a different installation (default: https://dataverse.harvard.edu). |
CACHE_TTL_SECONDSOptional | Resolve-cache lifetime in seconds (default: 3600); an unparseable value falls back to the default. |
Details
| Package | [email protected] (PYPI, stdio) |
| First published | 13 Nov 2026 |
| Last updated | 13 Nov 2026 |
| Registry name | io.github.musharna/data-aggregator-mcp |
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