Who maintains Data Aggregator?

Data Aggregator is maintained by musharna, which publishes 7 MCP servers (39 total versions) tracked on MCP Toplist.

Is Data Aggregator listed on the Official MCP Registry?

Yes — Data Aggregator is listed on the Official MCP Registry, alongside PulseMCP and Glama.

How many versions does Data Aggregator have?

MCP Toplist tracks 6 versions of Data Aggregator, most recently published on Jul 28, 2026.

Where can I find the source code for Data Aggregator?

The source code for Data Aggregator is hosted at github.com/musharna/data-aggregator-mcp.

SERVER

Data Aggregator

Rank #7,088

io.github.musharna/data-aggregator-mcp

Find & fetch research datasets across 17 archives, omics registries, and literature sources.

6 versions

2 GitHub stars

by musharna (7 servers)View repository ↗

First listed

May 30, 2026

Last publish date

Jul 28, 2026

OVERVIEW

Data Aggregator is a Model Context Protocol (MCP) server published by musharna. It ranks #7,088 of 115,460 servers tracked on MCP Toplist, and its repository has 2 GitHub stars. Data Aggregator is listed across 3 registries — Official MCP, PulseMCP and Glama, with 6 tracked versions. It was first listed on May 30, 2026 and most recently updated on Jul 28, 2026.

STANDING

#7,088of 115,460 tracked serversTop 10%

Ranks ahead of 108,372 of 115,460 servers on MCP Toplist.

CONNECT

Use Data Aggregator

No setupRuns out of the box

No credentials or required configuration declared — add it to your MCP client and go.

Python package (PyPI)

claude mcp add data-aggregator-mcp -e "NCBI_API_KEY=<your NCBI_API_KEY>" -e "LLM_API_BASE=<your LLM_API_BASE>" -e "LLM_API_KEY=<your LLM_API_KEY>" -e "LLM_MODEL=<your LLM_MODEL>" -e "EMBEDDING_API_BASE=<your EMBEDDING_API_BASE>" -e "EMBEDDING_API_KEY=<your EMBEDDING_API_KEY>" -e "EMBEDDING_MODEL=<your EMBEDDING_MODEL>" -e "DATA_GOV_API_KEY=<your DATA_GOV_API_KEY>" -e "UNPAYWALL_EMAIL=<your UNPAYWALL_EMAIL>" -e "NCBI_EMAIL=<your NCBI_EMAIL>" -e "DATAVERSE_BASE_URL=<your DATAVERSE_BASE_URL>" -e "CACHE_TTL_SECONDS=<your CACHE_TTL_SECONDS>" -- uvx data-aggregator-mcp

Replace each placeholder with your own value before saving.

Python package (PyPI)

[mcp_servers.data-aggregator-mcp]
command = "uvx"
args = ["data-aggregator-mcp"]

[mcp_servers.data-aggregator-mcp.env]
NCBI_API_KEY = "<your NCBI_API_KEY>"
LLM_API_BASE = "<your LLM_API_BASE>"
LLM_API_KEY = "<your LLM_API_KEY>"
LLM_MODEL = "<your LLM_MODEL>"
EMBEDDING_API_BASE = "<your EMBEDDING_API_BASE>"
EMBEDDING_API_KEY = "<your EMBEDDING_API_KEY>"
EMBEDDING_MODEL = "<your EMBEDDING_MODEL>"
DATA_GOV_API_KEY = "<your DATA_GOV_API_KEY>"
UNPAYWALL_EMAIL = "<your UNPAYWALL_EMAIL>"
NCBI_EMAIL = "<your NCBI_EMAIL>"
DATAVERSE_BASE_URL = "<your DATAVERSE_BASE_URL>"
CACHE_TTL_SECONDS = "<your CACHE_TTL_SECONDS>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "data-aggregator-mcp": {
      "command": "uvx",
      "args": [
        "data-aggregator-mcp"
      ],
      "env": {
        "NCBI_API_KEY": "<your NCBI_API_KEY>",
        "LLM_API_BASE": "<your LLM_API_BASE>",
        "LLM_API_KEY": "<your LLM_API_KEY>",
        "LLM_MODEL": "<your LLM_MODEL>",
        "EMBEDDING_API_BASE": "<your EMBEDDING_API_BASE>",
        "EMBEDDING_API_KEY": "<your EMBEDDING_API_KEY>",
        "EMBEDDING_MODEL": "<your EMBEDDING_MODEL>",
        "DATA_GOV_API_KEY": "<your DATA_GOV_API_KEY>",
        "UNPAYWALL_EMAIL": "<your UNPAYWALL_EMAIL>",
        "NCBI_EMAIL": "<your NCBI_EMAIL>",
        "DATAVERSE_BASE_URL": "<your DATAVERSE_BASE_URL>",
        "CACHE_TTL_SECONDS": "<your CACHE_TTL_SECONDS>"
      }
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "data-aggregator-mcp": {
      "command": "uvx",
      "args": [
        "data-aggregator-mcp"
      ],
      "env": {
        "NCBI_API_KEY": "<your NCBI_API_KEY>",
        "LLM_API_BASE": "<your LLM_API_BASE>",
        "LLM_API_KEY": "<your LLM_API_KEY>",
        "LLM_MODEL": "<your LLM_MODEL>",
        "EMBEDDING_API_BASE": "<your EMBEDDING_API_BASE>",
        "EMBEDDING_API_KEY": "<your EMBEDDING_API_KEY>",
        "EMBEDDING_MODEL": "<your EMBEDDING_MODEL>",
        "DATA_GOV_API_KEY": "<your DATA_GOV_API_KEY>",
        "UNPAYWALL_EMAIL": "<your UNPAYWALL_EMAIL>",
        "NCBI_EMAIL": "<your NCBI_EMAIL>",
        "DATAVERSE_BASE_URL": "<your DATAVERSE_BASE_URL>",
        "CACHE_TTL_SECONDS": "<your CACHE_TTL_SECONDS>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "servers": {
    "data-aggregator-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "data-aggregator-mcp"
      ],
      "env": {
        "NCBI_API_KEY": "<your NCBI_API_KEY>",
        "LLM_API_BASE": "<your LLM_API_BASE>",
        "LLM_API_KEY": "<your LLM_API_KEY>",
        "LLM_MODEL": "<your LLM_MODEL>",
        "EMBEDDING_API_BASE": "<your EMBEDDING_API_BASE>",
        "EMBEDDING_API_KEY": "<your EMBEDDING_API_KEY>",
        "EMBEDDING_MODEL": "<your EMBEDDING_MODEL>",
        "DATA_GOV_API_KEY": "<your DATA_GOV_API_KEY>",
        "UNPAYWALL_EMAIL": "<your UNPAYWALL_EMAIL>",
        "NCBI_EMAIL": "<your NCBI_EMAIL>",
        "DATAVERSE_BASE_URL": "<your DATAVERSE_BASE_URL>",
        "CACHE_TTL_SECONDS": "<your CACHE_TTL_SECONDS>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "data-aggregator-mcp": {
      "command": "uvx",
      "args": [
        "data-aggregator-mcp"
      ],
      "env": {
        "NCBI_API_KEY": "<your NCBI_API_KEY>",
        "LLM_API_BASE": "<your LLM_API_BASE>",
        "LLM_API_KEY": "<your LLM_API_KEY>",
        "LLM_MODEL": "<your LLM_MODEL>",
        "EMBEDDING_API_BASE": "<your EMBEDDING_API_BASE>",
        "EMBEDDING_API_KEY": "<your EMBEDDING_API_KEY>",
        "EMBEDDING_MODEL": "<your EMBEDDING_MODEL>",
        "DATA_GOV_API_KEY": "<your DATA_GOV_API_KEY>",
        "UNPAYWALL_EMAIL": "<your UNPAYWALL_EMAIL>",
        "NCBI_EMAIL": "<your NCBI_EMAIL>",
        "DATAVERSE_BASE_URL": "<your DATAVERSE_BASE_URL>",
        "CACHE_TTL_SECONDS": "<your CACHE_TTL_SECONDS>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "data-aggregator-mcp": {
      "command": "uvx",
      "args": [
        "data-aggregator-mcp"
      ],
      "env": {
        "NCBI_API_KEY": "<your NCBI_API_KEY>",
        "LLM_API_BASE": "<your LLM_API_BASE>",
        "LLM_API_KEY": "<your LLM_API_KEY>",
        "LLM_MODEL": "<your LLM_MODEL>",
        "EMBEDDING_API_BASE": "<your EMBEDDING_API_BASE>",
        "EMBEDDING_API_KEY": "<your EMBEDDING_API_KEY>",
        "EMBEDDING_MODEL": "<your EMBEDDING_MODEL>",
        "DATA_GOV_API_KEY": "<your DATA_GOV_API_KEY>",
        "UNPAYWALL_EMAIL": "<your UNPAYWALL_EMAIL>",
        "NCBI_EMAIL": "<your NCBI_EMAIL>",
        "DATAVERSE_BASE_URL": "<your DATAVERSE_BASE_URL>",
        "CACHE_TTL_SECONDS": "<your CACHE_TTL_SECONDS>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.musharna%2Fdata-aggregator-mcp.svg)](https://mcptoplist.com/server/io.github.musharna%2Fdata-aggregator-mcp)

HTML

<a href="https://mcptoplist.com/server/io.github.musharna%2Fdata-aggregator-mcp"><img src="https://mcptoplist.com/badge/io.github.musharna%2Fdata-aggregator-mcp.svg" alt="MCP Toplist: Top 10% of 115,460" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

REGISTRIES

Listed on 1 registry (2 delisted)

Official MCP

PulseMCPDelisted · last seen Jun 4, 2026

GlamaDelisted · last seen Jun 4, 2026

ORGANIZATION

musharna

Organization

musharna

Servers in org

Versions across org

Other servers by musharna

View all musharna servers →

VERSIONS

Available versions (6)

Version	Published
0.44.0	Jul 28, 2026
0.43.0	Jul 27, 2026
0.42.0	Jul 26, 2026
0.32.0	Jun 10, 2026
0.19.0	Jun 1, 2026
0.11.0	May 30, 2026

FAQ

Frequently asked questions

Who maintains Data Aggregator?: Data Aggregator is maintained by musharna, which publishes 7 MCP servers (39 total versions) tracked on MCP Toplist.
Is Data Aggregator listed on the Official MCP Registry?: Yes — Data Aggregator is listed on the Official MCP Registry, alongside PulseMCP and Glama.
How many versions does Data Aggregator have?: MCP Toplist tracks 6 versions of Data Aggregator, most recently published on Jul 28, 2026.
Where can I find the source code for Data Aggregator?: The source code for Data Aggregator is hosted at github.com/musharna/data-aggregator-mcp.

EXPLORE

All MCP Servers Official MCP Servers GitHub MCP Servers Best MCP Servers Most Active MCP Servers New MCP Servers Best New MCP Servers