Source profileQuality 85/100Review permissions

xuzhougeng/wisp-science/skills/remote-compute-ssh/SKILL.md

remote-compute-ssh

Submit recoverable SSH-direct research Runs with live progress cards and model-free monitoring.

Source repository stars
560
Declared platforms
0
Static risk flags
1
Last source update
2026-07-28
Source checked
2026-07-28

Decision brief

What it does—and where it fits

Use this skill after choosing an ssh: execution context. Wisp owns the job lifecycle locally: runincontext creates the Run record, stages explicit inputs with persisted byte progress, and starts a detached supervisor on the server. The Runs panel and SQLite record remain authori…

Best for

    Not for

    • Tasks that require unconfirmed production actions or broad system permissions.
    • Environments where the pinned source and install steps cannot be inspected.

    Compatibility matrix

    Platform support, with evidence labels

    PlatformStatusEvidenceWhat to check
    CodexNot declaredNo explicit evidencePortability before use
    Claude CodeNot declaredNo explicit evidencePortability before use
    CursorNot declaredNo explicit evidencePortability before use
    Gemini CLINot declaredNo explicit evidencePortability before use
    Open the compatibility checker

    Installation

    Inspect first. Install second.

    The source command is displayed only when detected. A safe inspection prompt is always available so your agent can explain every action before execution.

    Source-detected install commandSource
    npx skills add https://github.com/xuzhougeng/wisp-science --skill "skills/remote-compute-ssh"
    Safe inspection promptEditorial

    Inspect the Agent Skill "remote-compute-ssh" from https://github.com/xuzhougeng/wisp-science/blob/95d2c13d1665d46a388b5bdc998dcce0d5ec2eee/skills/remote-compute-ssh/SKILL.md at commit 95d2c13d1665d46a388b5bdc998dcce0d5ec2eee. List every install step, command, network request, credential, file read/write, external action, and rollback step. Explain whether it fits my task. Do not install or execute anything until I approve.

    Workflow

    What the source asks the agent to do

    1. 01

      Dispatch workflow

      1. Use short runincontext calls for read-only discovery such as nvidia-smi -L, which python3, or module avail. Free-form shell SSH is disabled. Use the interpreter path reported by the context probe; do not assume a python alias exists when the probe found python3. 2. Put the re…

      Use short runincontext calls for read-only discovery such asPut the real command in one runincontext call. Include environmentTo watch the Run or wait for later work, call monitorrun exactly once with
    2. 02

      Results

      SSH-direct v1 does not expand remote output globs or automatically download a remote directory. Do not promise that relative outputspecs will be harvested. When the command writes a result to a known durable server path, it may register that exact path as a remote Artifact refer…

      SSH-direct v1 does not expand remote output globs or automatically download a remote directory. Do not promise that relative outputspecs will be harvested. When the command writes a result to a known durable server path…For a small result that must become local, wait until the Run is terminal, then transfer it as a separate quick operation and register the local file. Large outputs should remain remote references.
    3. 03

      Transfers from SSH contexts

      Use transferbetweencontexts for one exact remote file or directory. The destination may be another selected SSH context or local. Never compose nested ssh, scp, or rsync -e ssh inside runincontext.

      Use transferbetweencontexts for one exact remote file or directory. The destination may be another selected SSH context or local. Never compose nested ssh, scp, or rsync -e ssh inside runincontext.For a local download, set destinationcontextid to local and provide the exact new absolute local path. Ask the user when that path is unspecified. Wisp stages the item beside the destination, never overwrites an existin…When the user approves persistent A→B trust, call configuresshtrust first. It creates a dedicated key on A, carries only the public key through Wisp, installs it on B, and verifies the directed edge. The transfer then p…
    4. 04

      Cancellation and recovery

      cancelrun({"runid":"..."}) changes an SSH Run to cancelling. Wisp verifies the persisted token, PGID, and Linux process start time before sending TERM to the remote process group; it records cancelled only after remote confirmation. If the server is temporarily unreachable, the…

      cancelrun({"runid":"..."}) changes an SSH Run to cancelling. Wisp verifies the persisted token, PGID, and Linux process start time before sending TERM to the remote process group; it records cancelled only after remote…Active statuses are submitted, running, and cancelling. Terminal statuses are succeeded, failed, timedout, cancelled, and lost. lost means the remote token/control directory/process identity was definitively missing, no…
    5. 05

      Current boundary

      This implementation is SSH-direct and assumes a Linux-like server with sh, bash, nohup, setsid, and /proc. Do not daemonize or create a new session inside the job, because that escapes process-group cancellation.

      This implementation is SSH-direct and assumes a Linux-like server with sh, bash, nohup, setsid, and /proc. Do not daemonize or create a new session inside the job, because that escapes process-group cancellation.Scheduler lifecycle is not implemented yet. Do not submit sbatch, qsub, or bsub through this direct runner: the Run would only track the short submit command, not the scheduler job. On a shared login node, ask the user…

    Permission review

    Static risk signals and limitations

    Runs scripts

    medium · line 62

    The documentation asks the agent to run terminal commands or scripts.

    The control directory is `~/.wisp-science/runs/<run-id>` and the command starts

    Runs scripts

    medium · line 88

    The documentation asks the agent to run terminal commands or scripts.

    For a small result that must become local, wait until the Run is terminal,

    Evidence record

    Why each signal appears

    EvidenceSourceComputedTestedEditorial
    SignalValueEvidence typeMeaning
    Quality score85/100ComputedDocumentation, specificity, maintenance, and trust rules
    Repository stars560SourceRepository attention, not individual Skill quality
    Compatibility0 platformsSourceDeclared in the catalog source record
    Usage guideautomated source guideEditorialGenerated or reviewed according to the visible evidence level

    Pinned source

    Provenance and original SKILL.md

    Repository
    xuzhougeng/wisp-science
    Skill path
    skills/remote-compute-ssh/SKILL.md
    Commit
    95d2c13d1665d46a388b5bdc998dcce0d5ec2eee
    License
    AGPL-3.0
    Collected
    2026-07-28
    Default branch
    main
    View the original SKILL.md

    Remote compute over SSH

    Use this skill after choosing an ssh:<alias> execution context. Wisp owns the job lifecycle locally: run_in_context creates the Run record, stages explicit inputs with persisted byte progress, and starts a detached supervisor on the server. The Runs panel and SQLite record remain authoritative if the conversation ends or Wisp restarts.

    Dispatch workflow

    1. Use short run_in_context calls for read-only discovery such as nvidia-smi -L, which python3, or module avail. Free-form shell SSH is disabled. Use the interpreter path reported by the context probe; do not assume a python alias exists when the probe found python3.
    2. Put the real command in one run_in_context call. Include environment activation in the command so the Run is reproducible.
    3. To watch the Run or wait for later work, call monitor_run exactly once with the returned Run id. Wisp inserts a live card in the conversation, suspends the tool without additional model calls, and resumes the same agent turn with the terminal result. For fire-and-forget work, report the Run id and end the turn instead.
    4. Use get_run only for one explicit status snapshot; never call it repeatedly to wait. Use cancel_run when the user asks to stop.

    Never monitor a Run with Start-Sleep, sleep, ssh ... ps, kill -0, a shell polling loop, nohup, background &, or hand-written PID files. Those duplicate the control plane and can strand the agent turn. A transient SSH error is stored as last_poll_error; do not resubmit, because Wisp retries the same idempotent remote handle.

    {
      "context_id": "ssh:gpu-box",
      "title": "Motif enrichment across 2,000 backgrounds",
      "command": "source ~/miniforge3/etc/profile.d/conda.sh && conda activate genomics && python motif_enrichment_analysis.py",
      "timeout_secs": 14400,
      "input_paths": ["scripts/motif_enrichment_analysis.py"]
    }
    

    Then, when live monitoring is needed:

    { "run_id": "<id returned by run_in_context>" }
    

    Pass that object to monitor_run once. The call may remain suspended for hours; it does not consume model tokens while the Run Manager watches the job.

    input_paths are project-relative local files. Wisp validates them, copies them into an isolated inputs/ directory, and flattens them to their basenames. The command starts in that directory, so the example above can use the staged script by basename. Upload progress, throughput, and ETA appear in the Run card. For a large dataset already on the server, reference its absolute remote path in command; do not copy it back to the laptop just to send it out again.

    A remote command or application exiting non-zero is normal exploration after a successful login. Read stderr, correct the command from the probed capabilities, and continue. Stop only when SSH rejects authentication or host trust; do not repeat a rejected login with guessed credentials or SSH options.

    The control directory is ~/.wisp-science/runs/<run-id> and the command starts in its inputs/ subdirectory. stdout and stderr are tailed into the Run record. The SSH supervisor requires setsid, GNU-compatible timeout, bash, and /proc; a missing prerequisite fails the Run instead of running without a wall-time limit. Wisp maps the supervisor timeout marker to timed_out.

    Results

    SSH-direct v1 does not expand remote output globs or automatically download a remote directory. Do not promise that relative output_specs will be harvested. When the command writes a result to a known durable server path, it may register that exact path as a remote Artifact reference:

    {
      "output_specs": [
        {
          "glob": "ssh://gpu-box/home/me/project/results/motif_enrichment_all.tsv",
          "kind": "table",
          "residency": "remote"
        }
      ]
    }
    

    For a small result that must become local, wait until the Run is terminal, then transfer it as a separate quick operation and register the local file. Large outputs should remain remote references.

    Transfers from SSH contexts

    Use transfer_between_contexts for one exact remote file or directory. The destination may be another selected SSH context or local. Never compose nested ssh, scp, or rsync -e ssh inside run_in_context.

    For a local download, set destination_context_id to local and provide the exact new absolute local path. Ask the user when that path is unspecified. Wisp stages the item beside the destination, never overwrites an existing path, and removes partial staging data after failure or cancellation. Call monitor_run once with the returned Run id.

    When the user approves persistent A→B trust, call configure_ssh_trust first. It creates a dedicated key on A, carries only the public key through Wisp, installs it on B, and verifies the directed edge. The transfer then prefers rsync when both servers provide it and falls back to scp. If the user does not want server SSH configuration changed, select the relay route; Wisp downloads to a private local temporary directory and uploads with B's separately stored credentials.

    Cancellation and recovery

    cancel_run({"run_id":"..."}) changes an SSH Run to cancelling. Wisp verifies the persisted token, PGID, and Linux process start time before sending TERM to the remote process group; it records cancelled only after remote confirmation. If the server is temporarily unreachable, the Run stays cancelling and retry continues after reconnection or app restart.

    Active statuses are submitted, running, and cancelling. Terminal statuses are succeeded, failed, timed_out, cancelled, and lost. lost means the remote token/control directory/process identity was definitively missing, not merely that one SSH poll failed.

    Current boundary

    This implementation is SSH-direct and assumes a Linux-like server with sh, bash, nohup, setsid, and /proc. Do not daemonize or create a new session inside the job, because that escapes process-group cancellation.

    Scheduler lifecycle is not implemented yet. Do not submit sbatch, qsub, or bsub through this direct runner: the Run would only track the short submit command, not the scheduler job. On a shared login node, ask the user for a dedicated compute host or explain that scheduler-aware submit/poll/cancel is a separate capability still needed.

    Alternatives

    Compare before choosing