Install payload
Install payload is broadly covered in current results.
100% (6/6)
Privacy notes filter active — add entries to compare trust side by side.
6 results in this view
2 trust signals differ in this sample: Source provenance, Submitter
Signals differ on Source provenance, Submitter — add entries to compare before you install.
Rollout signal scan
Biggest gaps: metadata review, package integrity. 0 entries have 2+ required gaps.
Install payload
Install payload is broadly covered in current results.
100% (6/6)
Adoption queue
0/6 visible results are ready for staged adoption under this preset.
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
mcp/antv-mcp-server-chart · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
mcp/excel-mcp-server · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
agents/jupytext-reproducible-notebook-agent · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
collections/notebook-analytics-workbench · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
collections/privacy-first-research-workflow · trust review · confidence 67%
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
mcp/ai-aliengiraffe-spotdb-mcp-server · trust review · confidence 67%
Decision confidence
0/6 results are high-confidence for the selected preset.
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/antv-mcp-server-chart · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/excel-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
agents/jupytext-reproducible-notebook-agent · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
collections/notebook-analytics-workbench · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
collections/privacy-first-research-workflow · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/ai-aliengiraffe-spotdb-mcp-server · trust review
Freshness distribution
Median age 53 days; all 6 scanned entries are within 90 days.
Theme distribution
100% of this view shares the top theme. Leading themes: data-analysis, notebooks, charts.
25 distinct themes across 6 scanned
SpotDB local MCP server that exposes an ephemeral DuckDB sandbox for AI agents to upload CSV data, run guarded SQL queries, and explore datasets without touching production databases.
Visualization MCP server for generating charts, diagrams, maps, graphs, spreadsheets, and data-analysis visuals with AntV.
MCP server for creating, reading, updating, formatting, charting, validating, and analyzing Excel workbooks without requiring Microsoft Excel.
Source-backed agent for reviewing local-first Jupyter notebook workflows that use Jupytext text notebooks, paired notebooks, command-line sync, and version-control friendly reproducibility checks.
A source-backed collection for reproducible data analysis and notebook work: Marimo notebooks, DuckDB analytical SQL, Polars DataFrames, Hugging Face Datasets loading, Great Expectations quality checks, and Streamlit sharing.
A source-backed collection for private research workflows: local-first planning, reproducible notebooks, local analytical processing, redaction, human review datasets, trace review, and secret scanning before outputs are shared.