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superset-orchestrate

superset-orchestrate

github.com/paradevaiAgent workflows7130 installsUpdated 13w ago
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About superset-orchestrate

superset-orchestrate is a skill for coordinating terminal agents through Superset workspaces, agent sessions, and terminals. It defines a coordinator-led process for task dependencies, dispatch, monitoring, and completion verification.

Key features

  1. 01Check CLI authentication and capabilities
  2. 02Resolve hosts, workspaces, and agents
  3. 03Plan tasks and dependencies
  4. 04Dispatch agents to isolated workspaces
  5. 05Monitor and message terminal sessions
  6. 06Verify completion and report outcomes

Use cases

  1. 01Run independent coding tasks in parallel
  2. 02Track dependent work across agent sessions
  3. 03Review terminal output before marking work complete
  4. 04Summarize task status and blockers

Install

Copy the command and run it in a terminal.

$npx skills add https://github.com/paradevai/skills --skill superset-orchestrate

After installing, type/superset-orchestratein Claude Code to confirm it loaded.

Bundled filesagents/openai.yaml

Details

From the project README

Superset Orchestration

Coordinate terminal agents with Superset's workspace, agent, and terminal commands. Treat this as a coordinator-driven protocol: Superset provides session transport, while the coordinator owns task dependencies and completion state.

Establish the control surface

  1. Run superset auth whoami --json.
  2. Run superset terminals --help and require list, read, send, and close.
  3. If those commands are absent, run superset update and recheck. Do not invent or substitute unsupported orchestration commands.
  4. When developing inside the Superset monorepo, use bun run --cwd packages/cli dev -- in place of superset to exercise the source CLI against the API configured in the root .env. To reuse production CLI authentication while testing unreleased source commands, run them from packages/cli with SUPERSET_API_URL=https://api.superset.sh bunx cli-framework dev.
  5. Resolve the workspace, host, and terminal-capable agent before dispatching:
superset hosts list --json
superset agents list --local --json
superset workspaces list --local --json

When coordinating from inside the target workspace, pass --workspace "$SUPERSET_WORKSPACE_ID" explicitly to agent and terminal commands. Only workspaces get defaults its workspace ID from that environment variable. Pass --host <id> consistently for a remote host. If the target host is offline, use hosts wake <id> and confirm it is online before dispatching. Do not use --agent superset: it creates a chat session, and terminal read/send cannot control it.

Plan the work

Create a compact coordinator table with these fields:

FieldPurpose
TaskStable short identifier
DependenciesTasks that must complete first
WorkspaceSuperset workspace ID
HostHost ID, or local
TerminalsessionId returned by agents create
Statuspending, ready, running, completed, blocked, or failed
ResultSummary, files, checks, and follow-up work

Keep this state in the coordinator's working context. Superset organization tasks are issue-tracker records, not orchestration DAG nodes; do not create or mutate them unless the user asks.

Prefer independent tasks and shallow dependency chains. For parallel editing, give workers separate workspaces/branches. Sharing one workspace is appropriate for read-only analysis or deliberately complementary work with non-overlapping files.

Define the worker protocol

Give every worker a bounded prompt containing:

  • task ID and objective;
  • workspace scope and files it may change;
  • acceptance criteria and verification commands;
  • dependencies or prior findings it needs;
  • a warning not to broaden scope or overwrite unrelated changes;
  • the completion envelope below.

Require the worker's final response to end with one of these envelopes:

SUPERSET_WORKER_DONE
task: <task-id>
summary: <one-line outcome>
files: <comma-separated paths or none>
checks: <commands and outcomes>
handoff: <next-step context or none>
SUPERSET_WORKER_BLOCKED
task: <task-id>
reason: <specific blocker>
needs: <decision, access, or dependency required>

These markers are a prompt convention visible in terminal snapshots, not durable Superset events. Treat malformed or missing envelopes as unstructured output and inspect the full snapshot.

Dispatch workers

Launch a terminal agent once and retain its session ID:

superset agents create \
  --workspace <workspace-id> \
  --host <host-id> \
  --agent <preset-or-config-id> \
  --effort <supported-level> \
  --attachment <optional-path> \
  --prompt "<worker prompt>" \
  --json

Omit --effort or --attachment when they are not needed. The result is { "kind", "sessionId", "label" }. Require kind to be terminal; store sessionId as the terminal ID. Launch all ready, independent tasks before monitoring them.

Use superset workspaces create first when a worker needs an isolated branch. Do not create parallel editing workers in the same worktree unless their file ownership is explicitly disjoint.

Monitor and communicate

Reacquire live terminal IDs after losing coordinator context or restarting the host service:

superset terminals list \
  --workspace <workspace-id> \
  --host <host-id> \
  --json

Terminal discovery does not identify semantic recipients or agent completion state. Preserve the coordinator table's task-to-terminal mapping whenever possible.

Read recent output without mutating the session:

superset terminals read \
  --workspace <workspace-id> \
  --host <host-id> \
  --terminal <terminal-id> \
  --max-lines 240 \
  --json

The JSON result includes text. Inspect it for the completion or blocked envelope and confirm that the surrounding output supports the claimed result. terminals list reports live sessions, not whether an agent is working or idle; do not infer completion from presence, absence, attached, or terminal title alone.

Send clarification, dependency results, review feedback, or a handoff into the existing session:

superset terminals send \
  --workspace <workspace-id> \
  --host <host-id> \
  --terminal <terminal-id> \
  --text "<follow-up>" \
  --json

Poll at a measured cadence and read all running workers in each pass. Prefer several short monitoring passes over one long blocking shell loop so progress and user updates remain visible.

Advance the workflow

  1. Mark a task completed only after reading a SUPERSET_WORKER_DONE envelope and checking its evidence.
  2. Mark it blocked when the worker emits SUPERSET_WORKER_BLOCKED; resolve the need or ask the user before redispatching.
  3. Promote pending tasks to ready only when every dependency is completed.
  4. Include dependency results in the next worker prompt or send them to an already-running dependent worker.
  5. Redispatch a failed task only after changing the prompt, inputs, or worker choice. Stop after repeated failures and report the blocker.
  6. Independently verify risky or overlapping changes before presenting the combined result.

For isolated branches, ask each implementation worker to commit or otherwise provide an exact handoff only when that action is within the user's requested workflow. Superset does not merge worker branches automatically.

Finish and clean up

Summarize each task's outcome, workspace/branch, files changed, checks, blockers, and integration order. Distinguish worker claims from checks the coordinator independently ran.

Keep completed terminals available when the user may want to inspect or continue them. Close a terminal only when cleanup is requested or clearly part of the workflow:

superset terminals close \
  --workspace <workspace-id> \
  --host <host-id> \
  --terminal <terminal-id> \
  --json

Closing a terminal ends that session. Deleting a workspace is a separate destructive action and requires explicit scope.

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