Install payload
Install payload is mixed and needs spot-checking.
71% (5/7)
Source-backed filter active — add entries to compare trust side by side.
7 results in this view
1 trust signal differs in this sample: Submitter
Signals differ on 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 mixed and needs spot-checking.
71% (5/7)
Adoption queue
2/7 visible results are in hold tier and need mitigation before adoption.
1 blockers: Metadata review
50/100
Request metadata review from maintainers or internal owners.
Collect package checksum or signed artifact information.
mcp/colab-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.
mcp/jupyter-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.
mcp/notebooklm-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.
mcp/singlestore-mcp-server · trust review · confidence 67%
2 blockers: Metadata review, Install payload
36/100
Request metadata review from maintainers or internal owners.
Add install/config payload for reproducible team rollout.
Collect package checksum or signed artifact information.
tools/duckdb · trust review · confidence 50%
2 blockers: Metadata review, Install payload
36/100
Request metadata review from maintainers or internal owners.
Add install/config payload for reproducible team rollout.
Collect package checksum or signed artifact information.
tools/marimo · trust review · confidence 50%
Decision confidence
2/7 results are low-confidence and need review before adoption.
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/colab-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/jupyter-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
mcp/notebooklm-mcp-server · trust review
Address Metadata review, Package integrity before broader rollout.
54/100
mcp/singlestore-mcp-server · trust review
Hold adoption until Metadata review, Package integrity are resolved.
36/100
tools/duckdb · trust review
Hold adoption until Metadata review, Package integrity are resolved.
36/100
tools/marimo · trust review
Freshness distribution
Median age 53 days; all 7 scanned entries are within 90 days.
Theme distribution
71% of this view shares the top theme. Leading themes: notebooks, python, google.
25 distinct themes across 7 scanned
The official SingleStore MCP server (singlestore-mcp-server) that lets AI assistants manage SingleStore from natural language — running SQL on a workspace, inspecting organizations, workspace groups, and workspaces, managing starter workspaces, notebooks, scheduled jobs, and Stage files — with no API keys required thanks to browser-based OAuth.
MCP server for connecting Claude to Jupyter notebooks, kernels, files, cells, multimodal outputs, and JupyterLab workflows over stdio or Streamable HTTP.
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.
MCP server that lets Claude work with Google NotebookLM notebooks through a real Chrome profile, source ingestion, citations, and audio overviews.
Apache-2.0 reactive Python notebook stored as pure Python for reproducible experiments, SQL-backed data workflows, script execution, app deployment, and AI-assisted editing.
Connect Claude to a Google Colab runtime. Colab MCP starts a local FastMCP server and websocket proxy, waits for an authorized Colab-origin browser connection, then exposes the session's notebook and runtime tools to your MCP client over stdio.
MIT-licensed embedded analytical SQL database for local OLAP workloads, data files, notebooks, Python and R clients, extensions, and single-file analytics workflows.