Data Aggregator
io.github.musharna/data-aggregator-mcp · Status: active
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- Registry name
io.github.musharna/data-aggregator-mcp- Package coordinate
pypi:data-aggregator-mcp- Version
0.45.3- Listed in the registry
- 2026-07-28
- Changed in the registry
- 2026-07-28
- First seen by tracevero
- 2026-08-06
- Vendor's website
- https://github.com/musharna/data-aggregator-mcp
Find & fetch research datasets across 17 archives, omics registries, and literature sources.
Vendor's own description, untranslated and unverified
Evidence for this page: The values on this page come from several collections. Each row therefore states its own origin. What the confidence levels mean
Measured values
| Credentials required | no Raw declaration – Required secret variables (raw): confirmed absent Raw declaration – Required secret headers (raw): confirmed absent Source: MCP-Register · collected on 2026-08-06 · derived |
|---|---|
| Execution location | local Raw declaration – Transports (raw): stdio Source: MCP-Register · collected on 2026-08-06 · derived |
| Path argument present | no Raw declaration – Path arguments (raw): confirmed absent Raw declaration – Path environment variables (raw): confirmed absent Source: MCP-Register · collected on 2026-08-06 · derived |
| Repository URL listed | yes Raw declaration – Repository (raw): https://github.com/musharna/data-aggregator-mcp Source: MCP-Register · collected on 2026-08-06 · derived |
| Version | 0.45.3 Source: MCP-Register · collected on 2026-08-06 · self-declared |
Position within the holdings
How many of the 24,507 published entries carry the same measured value. A reference figure, not an assessment.
- Credentials requiredno20,303 of 24,507 carry this value (83 %)View these entries
- Execution locationlocal12,078 of 24,507 carry this value (49 %)View these entries
- Path argument presentno24,278 of 24,507 carry this value (99 %)View these entries
- Repository URL listedyes19,097 of 24,507 carry this value (78 %)View these entries
All 4 values together are carried by 8,546 of 24,507 entries.
This entry appears in these selections
- MCP servers without credentials20,303
- Locally executed MCP servers12,078
- MCP servers with a repository URL19,097
- Local MCP servers without credentials9,218
- Local MCP servers with a repository URL11,472
- MCP servers over stdio only9,833
- MCP servers as a PyPI package only3,081
- Local MCP servers as a PyPI package only3,062
- MCP servers available as a package only10,633
- MCP servers with uvx as their only runtime hint994
The source's raw values23
Evidence for this page: The values on this page come from several collections. Each row therefore states its own origin.
| Environment variables (raw) | NCBI_API_KEY, LLM_API_BASE, LLM_API_KEY, LLM_MODEL, EMBEDDING_API_BASE, EMBEDDING_API_KEY, EMBEDDING_MODEL, DATA_GOV_API_KEY, UNPAYWALL_EMAIL, NCBI_EMAIL, DATAVERSE_BASE_URL, CACHE_TTL_SECONDS Source: MCP-Register · collected on 2026-08-06 · self-declared |
|---|---|
| Required secret variables (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-06 · self-declared |
| Transports (raw) | stdio Source: MCP-Register · collected on 2026-08-06 · self-declared |
| Path arguments (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-06 · self-declared |
| Repository (raw) | https://github.com/musharna/data-aggregator-mcp Source: MCP-Register · collected on 2026-08-06 · self-declared |
| Package registries (raw) | pypi Source: MCP-Register · collected on 2026-08-06 · self-declared |
| Required secret headers (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Path environment variables (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Remote URLs (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Remote hosts (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Registry status message (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-16 · self-declared |
| First listed in the registry (raw) | 2026-07-28 Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Last changed in the registry (raw) | 2026-07-28 Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Schema version of the raw record (raw) | https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Delivery form (raw) | paket Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Repository platform (raw) | github Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Repository subfolder (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Package identifiers (raw) | data-aggregator-mcp Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Package versions (raw) | 0.45.3 Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Runtime hints (raw) | uvx Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Environment variable formats (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Environment variable descriptions (raw) | CACHE_TTL_SECONDS=Resolve-cache lifetime in seconds (default: 3600); an unparseable value falls back to the default. · DATAVERSE_BASE_URL=Resolve Dataverse DOIs against a different installation (default: https://dataverse.harvard.edu). · 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. · 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). · 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. · NCBI_API_KEY=Optional NCBI E-utilities API key; raises the rate limit 3->10 req/s for omics, literature, and taxonomy lookups. · NCBI_EMAIL=Contact address sent to NCBI's ID converter; falls back to UNPAYWALL_EMAIL when unset. · UNPAYWALL_EMAIL=Email address sent to the Unpaywall API; required to enable the Unpaywall PDF fallback leg of literature full-text retrieval. Source: MCP-Register · collected on 2026-08-16 · self-declared |
| Icon formats (raw) | confirmed absent Source: MCP-Register · collected on 2026-08-16 · self-declared |
Changes
| 2026-08-16 | Last changed in the registry (raw): – → 2026-07-28 |
|---|---|
| 2026-08-16 | First listed in the registry (raw): – → 2026-07-28 |
| 2026-08-16 | Registry status message (raw): – → – |
| 2026-08-16 | Schema version of the raw record (raw): – → https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json |
| 2026-08-16 | Icon formats (raw): – → – |
| 2026-08-16 | Environment variable descriptions (raw): – → CACHE_TTL_SECONDS=Resolve-cache lifetime in seconds (default: 3600); an unparseable value falls back to the default. · DATAVERSE_BASE_URL=Resolve Dataverse DOIs against a different installation (default: https://dataverse.harvard.edu). · 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. · 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). · 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. · NCBI_API_KEY=Optional NCBI E-utilities API key; raises the rate limit 3->10 req/s for omics, literature, and taxonomy lookups. · NCBI_EMAIL=Contact address sent to NCBI's ID converter; falls back to UNPAYWALL_EMAIL when unset. · UNPAYWALL_EMAIL=Email address sent to the Unpaywall API; required to enable the Unpaywall PDF fallback leg of literature full-text retrieval. |
| 2026-08-16 | Environment variable formats (raw): – → – |
| 2026-08-16 | Delivery form (raw): – → paket |
| 2026-08-16 | Remote hosts (raw): – → – |
| 2026-08-16 | Remote URLs (raw): – → – |
These are the 10 most recent changes to this entry. Full history
tracevero · https://tracevero.com/mcp/io-github-musharna-data-aggregator-mcp