Agent skill · mims-harvard
setup-paga-remote-tool
Set up, launch, validate, and troubleshoot the PAGA ToolUniverse remote tool and optionally relay it through ToolUniverse Connect. Use when deploying or auditing this implementation.
What it needs
About 4k tokens when loaded.
What this skill does
Set up PAGA as a remote tool Validation status (2026-08-16): Scanpy/PAGA, loopback discovery/call, and invalid-cluster rejection passed on connected deterministic trajectories, including the current finite 3 x 3 matrix. A fully disconnected fixture still triggers a sanitized upstream failure. Public publication, cross-user isolation, representative accuracy, broad concurrency, and recovery remain incomplete. Authenticated private Platform import and owner testing passed on 2026-08-16; public publication and independent-caller authorization/isolation remain untested. Prerequisites Run from the ToolUniverse repository root on Linux with Python 3.12.3. CPU sufficient for small datasets. Keep provider data, weights, caches, and credentials outside Git. Bind to loopback. A non-loopback bind requires TOOLUNIVERSEAPITOKEN; never put it in arguments or results. Run the standard-library contract check before downloading large dependencies: ~~~bash python scripts/remotevalidation/setupskillpreflight.py --implementation paga ~~~ After exporting provider resources, add --check-provider-env. After the server starts, add --live to verify the exact MCP tool set without running the model. Before sharing, add --check-connect-prereqs; this reports only whether a key is set and never prints its value. Create an isolated environment ~~~bash python3 -m venv .venvs/paga . .venvs/paga/bin/activate python -m pip install --upgrade pip python -m pip install -e . python -m pip install -r src/tooluniverse/remote/paga/requirements.txt ~~~ The clean-install commands passed in the validation workspace; rerun them on the deployment host and retain the resulting lock/install evidence. Obtain credentials, data, and model weights Set TOOLUNIVERSEREMOTEDATAROOT. clusterkey must contain bounded valid categories; verify data rights. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills mims-harvard/setup-paga-remote-tool