PAGA Remote Tool (MCP Server)#

TOU validation and deployment status (2026-08-16)#

Scanpy/PAGA, loopback discovery/call, and invalid-cluster rejection passed on connected deterministic trajectories, including a 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.

  • Operation: run_paga_trajectory

  • Start: python -m tooluniverse.remote.paga.paga_tool

  • Endpoint: http://127.0.0.1:8022/mcp

  • Provider configuration: set TOOLUNIVERSE_REMOTE_DATA_ROOT; cluster_key must contain bounded valid categories in an approved H5AD input.

  • TOU check: tu doctor --forward http://127.0.0.1:8022/mcp --json

  • Private relay: tu serve --share --forward http://127.0.0.1:8022/mcp --name validation-paga --workers 1

Non-loopback binding requires TOOLUNIVERSE_API_TOKEN; otherwise keep the server on loopback. The relay requires TOOLUNIVERSE_SERVICE_KEY. The disconnected-fixture failure is not counted as a pass.

New-user check: python scripts/remote_validation/setup_skill_preflight.py --implementation paga. Add --check-provider-env before launch, --live after launch, and --check-connect-prereqs before sharing. Live preflight checks exact MCP discovery only; it does not run or validate a model. The pinned relay SDK is not on PyPI and currently requires authorized GitHub repository access plus a configured SSH key, so a working local MCP server does not by itself prove that a new operator can share it.

The authenticated 2026-08-16 Platform matrix found all 30 private owner relays online and all 41 operations discoverable. This implementation was imported as unpublished owner draft(s), configured with a 120-second timeout, and invoked through /expert-sessions/{id}/test. Across the set, 38 unique operations passed return-schema and semantic validation; the three USPTO operations returned exact provider HTTP 403 and remain credential-blocked. Public publication, independent-caller authorization/isolation, broad saturation, and persistent supervision were not tested.

See the complete setup and verification guide.

Serves PAGA (Partition-based Graph Abstraction; Wolf et al., Genome Biology 2019) as a ToolUniverse remote tool: run_paga_trajectory — estimates connectivity between single-cell clusters and reports the strongest cluster pairs (the trajectory backbone).

Served remotely (not bundled) because PAGA pulls in scanpy + anndata + igraph + leidenalg. Computation is cheap once a neighbors graph exists; if one is absent the tool log-normalizes, runs PCA, and builds neighbors before sc.tl.paga.

Authorize once, then share with one short command#

After installing this provider’s dependencies and the pinned Connect relay SDK, and exporting its required resources, run once per machine (and again after key rotation):

tu remote login
# Or import an existing protected 0600 file without sourcing it:
tu remote login --env-file /path/to/tooluniverse-service.env

Then each private share is:

tu remote share paga

By default, tu remote login requests a short-lived device code, opens the TU Platform approval page, and polls until the signed-in user approves. No key copy/paste is required. On a headless machine, add --no-browser and open the printed link elsewhere. The CLI exchanges approval for a computer-only key, verifies /remote-servers/preflight, stores it in a local 0600 config file, and never displays it.

The share command selects the reviewed environment, checks it, starts or reuses the exact loopback MCP tool set, runs the TU Platform preflight, and keeps the private relay in the foreground until Ctrl-C. Override defaults only when needed:

tu remote share paga --name my-paga-remote --workers 1

Use tu remote run paga for local-only operation. Sharing does not publish a tool or prove scientific accuracy.

In an interactive terminal, sharing automatically starts the same browser flow when the key is missing, expired, or revoked. A malformed or revoked explicit TOOLUNIVERSE_SERVICE_KEY fails fast instead of being silently replaced; unset or correct it, then run tu remote login. Non-interactive jobs also fail fast. Use tu remote logout to remove only the locally stored key.

Deploy#

pip install -r requirements.txt          # scanpy + igraph + leidenalg
python paga_tool.py                        # starts the MCP server on 127.0.0.1:8022

Inputs are referenced by adata_path (a server-accessible .h5ad whose obs carries the requested cluster_key), since single-cell matrices are large. The cluster x cluster connectivity matrix returned is small and bounded. Expose remotely only behind TOOLUNIVERSE_API_TOKEN (SMCP bind guard).

Register in ToolUniverse#

Tool definition: src/tooluniverse/data/remote_tools/paga_tools.json (type: RemoteTool). Connect via the standard MCPAutoLoaderTool/server_url mechanism.