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/taskflow

Use when work should span one or more detached tasks but still behave like one job with a single owner context. TaskFlow is the durable flow substrate under authoring layers like Lobster, ACPX, plugins, or plain code. Keep conditional logic in the caller; use TaskFlow for flow

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openagent
5.7k54 skills
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$ npx -y skills add the-open-agent/openagent --skill taskflow --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/taskflow

Context preview

The summary Claude sees to decide when to auto-load this skill.

Use when work should span one or more detached tasks but still behave like one job with a single owner context. TaskFlow is the durable flow substrate under authoring layers like Lobster, ACPX, plugins, or plain code. Keep conditional logic in the caller; use TaskFlow for flow

SKILL.md

taskflow.SKILL.md
name: taskflow
description: Use when work should span one or more detached tasks but still behave like one job with a single owner context. TaskFlow is the durable flow substrate under authoring layers like Lobster, ACPX, plugins, or plain code. Keep conditional logic in the caller; use TaskFlow for flow identity, child-task linkage, waiting state, revision-checked mutations, and user-facing emergence.
metadata: { "openclaw": { "emoji": "🪝" } }

TaskFlow

Use TaskFlow when a job needs to outlive one prompt or one detached run, but you still want one owner session, one return context, and one place to inspect or resume the work.

When to use it

  • Multi-step background work with one owner
  • Work that waits on detached ACP or subagent tasks
  • Jobs that may need to emit one clear update back to the owner
  • Jobs that need small persisted state between steps
  • Plugin or tool work that must survive restarts and revision conflicts cleanly

What TaskFlow owns

  • flow identity
  • owner session and requester origin
  • `currentStep`, `stateJson`, and `waitJson`
  • linked child tasks and their parent flow id
  • finish, fail, cancel, waiting, and blocked state
  • revision tracking for conflict-safe mutations

It does **not** own branching or business logic. Put that in Lobster, acpx, or the calling code.

Current runtime shape

Canonical plugin/runtime entrypoint:

  • `api.runtime.tasks.flow`
  • `api.runtime.taskFlow` still exists as an alias, but `api.runtime.tasks.flow` is the canonical shape

Binding:

  • `api.runtime.tasks.flow.fromToolContext(ctx)` when you already have trusted tool context with `sessionKey`
  • `api.runtime.tasks.flow.bindSession({ sessionKey, requesterOrigin })` when your binding layer already resolved the session and delivery context

Managed-flow lifecycle:

1. `createManaged(...)` 2. `runTask(...)` 3. `setWaiting(...)` when waiting on a person or an external system 4. `resume(...)` when work can continue 5. `finish(...)` or `fail(...)` 6. `requestCancel(...)` or `cancel(...)` when the whole job should stop

Design constraints

  • Use **managed** TaskFlows when your code owns the orchestration.
  • One-task **mirrored** flows are created by core runtime for detached ACP/subagent work; this skill is mainly about managed flows.
  • Treat `stateJson` as the persisted state bag. There is no separate `setFlowOutput` or `appendFlowOutput` API.
  • Every mutating method after creation is revision-checked. Carry forward the latest `flow.revision` after each successful mutation.
  • `runTask(...)` links the child task to the flow. Use it instead of manually creating detached tasks when you want parent orchestration.

Example shape

const taskFlow = api.runtime.tasks.flow.fromToolContext(ctx);

const created = taskFlow.createManaged({
  controllerId: "my-plugin/inbox-triage",
  goal: "triage inbox",
  currentStep: "classify",
  stateJson: {
    businessThreads: [],
    personalItems: [],
    eodSummary: [],
  },
});

const classify = taskFlow.runTask({
  flowId: created.flowId,
  runtime: "acp",
  childSessionKey: "agent:main:subagent:classifier",
  runId: "inbox-classify-1",
  task: "Classify inbox messages",
  status: "running",
  startedAt: Date.now(),
  lastEventAt: Date.now(),
});

if (!classify.created) {
  throw new Error(classify.reason);
}

const waiting = taskFlow.setWaiting({
  flowId: created.flowId,
  expectedRevision: created.revision,
  currentStep: "await_business_reply",
  stateJson: {
    businessThreads: ["slack:thread-1"],
    personalItems: [],
    eodSummary: [],
  },
  waitJson: {
    kind: "reply",
    channel: "slack",
    threadKey: "slack:thread-1",
  },
});

if (!waiting.applied) {
  throw new Error(waiting.code);
}

const resumed = taskFlow.resume({
  flowId: waiting.flow.flowId,
  expectedRevision: waiting.flow.revision,
  status: "running",
  currentStep: "finalize",
  stateJson: waiting.flow.stateJson,
});

if (!resumed.applied) {
  throw new Error(resumed.code);
}

taskFlow.finish({
  flowId: resumed.flow.flowId,
  expectedRevision: resumed.flow.revision,
  stateJson: resumed.flow.stateJson,
});

Keep conditionals above the runtime

Use the flow runtime for state and task linkage. Keep decisions in the authoring layer:

  • `business` → post to Slack and wait
  • `personal` → notify the owner now
  • `later` → append to an end-of-day summary bucket

Operational pattern

  • Store only the minimum state needed to resume.
  • Put human-readable wait reasons in `blockedSummary` or structured wait metadata in `waitJson`.
  • Use `getTaskSummary(flowId)` when the orchestrator needs a compact health view of child work.
  • Use `requestCancel(...)` when a caller wants the flow to stop scheduling immediately.
  • Use `cancel(...)` when you also want active linked child tasks cancelled.

Examples

  • See `skills/taskflow/examples/inbox-triage.lobster`
  • See `skills/taskflow/examples/pr-intake.lobster`
  • See `skills/taskflow-inbox-triage/SKILL.md` for a concrete routing pattern
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