MCPLow riskUnclaimed
Data Aggregator
Find & fetch research datasets across 18 archives, omics registries, and literature sources.
musharnamusharna/data-aggregator-mcp
server.json
{
"$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
"name": "io.github.musharna/data-aggregator-mcp",
"description": "Find & fetch research datasets across 18 archives, omics registries, and literature sources.",
"title": "Data Aggregator",
"repository": {
"url": "https://github.com/musharna/data-aggregator-mcp",
"source": "github"
},
"version": "0.69.1",
"packages": [
{
"registryType": "pypi",
"registryBaseUrl": "https://pypi.org",
"identifier": "data-aggregator-mcp",
"version": "0.69.1",
"runtimeHint": "uvx",
"transport": {
"type": "stdio"
},
"environmentVariables": [
{
"description": "Optional NCBI E-utilities API key; raises the rate limit 3->10 req/s for omics, literature, and taxonomy lookups.",
"isSecret": true,
"name": "NCBI_API_KEY"
},
{
"description": "Base URL of an OpenAI-compatible /chat/completions endpoint; enables search(understand=true) and search(multi_query=true).",
"name": "LLM_API_BASE"
},
{
"description": "Bearer token for the LLM endpoint (LLM_API_BASE); omit for keyless local servers.",
"isSecret": true,
"name": "LLM_API_KEY"
},
{
"description": "Model name passed to the LLM endpoint (default: gpt-4o-mini); set to whatever your endpoint serves.",
"name": "LLM_MODEL"
},
{
"description": "Base URL of an OpenAI-compatible /embeddings endpoint; enables search(rank=semantic) re-ranking.",
"name": "EMBEDDING_API_BASE"
},
{
"description": "Bearer token for the embeddings endpoint (EMBEDDING_API_BASE); omit for keyless local servers.",
"isSecret": true,
"name": "EMBEDDING_API_KEY"
},
{
"description": "Model name passed to the embeddings endpoint (default: text-embedding-3-small).",
"name": "EMBEDDING_MODEL"
},
{
"description": "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.",
"isSecret": true,
"name": "DATA_GOV_API_KEY"
},
{
"description": "Email address sent to the Unpaywall API; required to enable the Unpaywall PDF fallback leg of literature full-text retrieval.",
"name": "UNPAYWALL_EMAIL"
},
{
"description": "Contact address sent to NCBI's ID converter; falls back to UNPAYWALL_EMAIL when unset.",
"name": "NCBI_EMAIL"
},
{
"description": "Resolve Dataverse DOIs against a different installation (default: https://dataverse.harvard.edu).",
"name": "DATAVERSE_BASE_URL"
},
{
"description": "Resolve-cache lifetime in seconds (default: 3600); an unparseable value falls back to the default.",
"name": "CACHE_TTL_SECONDS"
}
]
}
]
}Permissions
DeclaredDetected
Runs code—
pythonInstalls—
pypi:data-aggregator-mcp@0.69.1Runs install scripts—None
NetworkNoneNone
Needs credentials
DATA_GOV_API_KEYEMBEDDING_API_KEYLLM_API_KEYNCBI_API_KEYDATA_GOV_API_KEYEMBEDDING_API_KEYLLM_API_KEYNCBI_API_KEYOutside the workspace—None
Agent tools—None
Checks
Low risk · Nothing worth a warning was found.
Not reviewed by a person · Checked by rules; the model review is not switched on yet.
Versions
- #60.69.1latestOct 8, 2026
- #50.69.0Oct 8, 2026
- #40.68.0Oct 7, 2026
- #30.67.1Oct 7, 2026
- #20.67.0Oct 7, 2026
- #10.66.0Oct 7, 2026
Data AggregatorOpen in Codeg