Data Aggregator
Find & fetch research datasets across 21 archives, omics registries, and literature sources.
Connector by musharna · GitHub account verified by the MCP Registry
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Install
Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.
npx agentmarket install connector/musharna-data-aggregator-mcp
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: deep-research, data-analysis
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.
- Tools
- 3 read · 1 write · 0 delete · 2 not yet classified
- Secrets
- 4 (API keys, tokens or passwords)
- Install scripts
- Not scanned yet
- Runs as
- Python package
Tools by what they do 6
Read from the source code; the running server may list different tools.
Read 3 · Look things up without changing anything.
list_sourcesoperatesearch
Write 1 · Create, change, send or run things.
resolve
Not yet classified 2 · We could not tell from the name and description.
fetchrelate
Secrets and settings it asks for
Secrets: values you paste in that let it act as you.
DATA_GOV_API_KEYEMBEDDING_API_KEYLLM_API_KEYNCBI_API_KEY
Other settings (environment variables or headers).
CACHE_TTL_SECONDSDATAVERSE_BASE_URLEMBEDDING_API_BASEEMBEDDING_MODELLLM_API_BASELLM_MODELNCBI_EMAILUNPAYWALL_EMAIL
Tools (6)
Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].
fetchDownload a resource's files to local disk and return the PATHS (never the file contents). Fetchable backends: Zenodo (md5-verified); SRA via ENA FASTQ (md5-verified); GEO supplementary files (unverified); DataCite sub-repos — Figshare/Dataverse/OSF (md5-verified), OpenNeuro (snapshot manifest, unverified), Dryad is manifest-only (resolve lists files, fetch fails loud), Mendeley + other DataCite repos fail loud; PubMed/OpenAIRE open-access full text (EuropePMC XML / Unpaywall PDF, unverified); HuggingFace Hub (unverified); DataONE Member-Node objects (md5/SHA-256-verified); OmicsDI — PRIDE (unv…
list_sourcesList wired data sources and their capabilities (layer, kinds, supported filters, auth requirement, rate limit, status). filters_supported names the search parameters a source applies itself: cursor = it pages past page 1; published_after/published_before/kind = filtered upstream, so its total is filtered (any other source is filtered after fetch); organism/disease/tissue/chemical/assay = the synonym expansion reaches its query.
operateInspect or query a remote tabular file (Parquet/CSV/TSV) WITHOUT downloading it. op='schema' returns columns+types; 'preview' a small sample; 'head' the first n rows; 'sql' a read-only SELECT against the file (exposed as the view 'data', e.g. "SELECT * FROM data WHERE x > 1"). op='peek' profiles every column WITHOUT downloading — type, null-rate, approximate distinct count, min/max, and numeric quartiles (a DuckDB SUMMARIZE; like head/sql it reads the whole file, so it honors the source-size ceiling). Addresses a file by catalog id + file name (resolve the id first to see files[] and access_mo…
relateGiven 2-10 resource ids, return metadata-level join/harmonization HINTS: how the datasets relate and on what key they could be joined. Detects shared accessions (BioProject/SRA/GEO), shared cross-identifiers (doi/pmid/pmcid), explicit links between the inputs, and version lineage. HINTS ONLY — it does not read file columns, fetch files, or execute any join/merge/conversion; each hint names the shared value as evidence. Resolve ids first if you only have a search result. Per-id resolve failures are reported, not fatal.
resolveDescription is built at runtime.
searchSearch public research-data archives, omics registries, and the literature for datasets, software, publications, and sequencing data. Fans out across Zenodo, DataCite (Dryad, Figshare, Dataverse, OSF, Mendeley, OpenNeuro), NCBI omics (GEO, SRA, BioProject), literature (PubMed + OpenAIRE), HuggingFace Hub (datasets), DataONE (eco/environmental federation), OmicsDI (proteomics/metabolomics), RCSB PDB (macromolecular structures), GWAS Catalog (genotype-phenotype studies), OpenML (ML datasets), DANDI (neurophysiology dandisets), CZ CELLxGENE (single-cell datasets), GBIF (biodiversity datasets), da…
Signals
- Stars
- 4
- Forks
- 0
- Open issues
- 5
- Weekly downloads
- 1,476
- Last commit
- Oct 23, 2026 (7 days ago)
- Last release
- Oct 20, 2026 (11 days ago)
- Last package publish
- Oct 20, 2026 (11 days ago)
From GitHub (fetched Oct 24, 2026) and the package registry.
Details
- Registry name
io.github.musharna/data-aggregator-mcp- Version
- 0.75.4
- Auth
- API key
- Packages
- pypi data-aggregator-mcp
- License
- MIT
- Repository
- github.com/musharna/data-aggregator-mcp
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
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Cite this page
Data Aggregator MCP server. Agent Mart. https://agentmart.dev/connectors/musharna-data-aggregator-mcp (last updated 2026-10-24)