taskflow

Coordinate multi-step detached tasks as one durable TaskFlow job with owner context, state, waits, and child tasks.

Compatible avecClaude Code~Codex CLI~Cursor
npx add-skill https://github.com/clawdbot/clawdbot/tree/main/skills/taskflow

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

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

1password

Set up and use 1Password CLI for sign-in, desktop integration, and reading or injecting secrets.

acp-router

Route plain-language requests for Claude Code, Cursor, Copilot, OpenClaw ACP, OpenCode, Gemini CLI, Qwen, Kiro, Kimi, iFlow, Factory Droid, Kilocode, or explicit ACP harness work into either OpenClaw ACP runtime sessions or direct acpx-driven sessions ("telephone game" flow). For coding-agent thread requests, read this skill first, then use only `sessions_spawn` for thread creation. Codex chat binding defaults to the native Codex app-server plugin unless ACP is explicit or background spawn needs ACP.

agent-transcript

Add a redacted agent transcript section to GitHub PR or issue bodies during OpenClaw agent-created PR/issue workflows.

apple-notes

Create, view, edit, delete, search, move, or export Apple Notes via the memo CLI on macOS.

apple-reminders

List, add, edit, complete, or delete Apple Reminders and reminder lists via remindctl.

autoreview

Auto Review closeout. Codex review is the default when no engine is set and is the recommended reviewer.

bear-notes

Create, search, and manage Bear notes via grizzly CLI.

blacksmith-testbox

Run Blacksmith Testbox for CI-parity checks, secrets, hosted services, migrations, or builds local cannot reproduce.

blogwatcher

Monitor blogs and RSS/Atom feeds for updates using the blogwatcher CLI.

blucli

BluOS CLI (blu) for discovery, playback, grouping, and volume.

bluebubbles

Send and manage iMessages via BlueBubbles, including attachments, tapbacks, edits, replies, and groups.

browser-automation

Use when controlling web pages with the OpenClaw browser tool, especially multi-step flows, login checks, tab management, or recovery from stale refs/timeouts.

camsnap

Capture frames or clips from RTSP/ONVIF cameras.

canvas

Present HTML on connected OpenClaw node canvases, navigate/eval/snapshot, and debug canvas host URLs.

channel-message-flows

Use when previewing local channel message flow fixtures.

clawdtributor

Use for OpenClaw clawtributors PR/issue triage: Discrawl discovery, live-open rechecks, deep review, topic grouping, and compact @handle/LOC/type/blast/verification summaries.

clawhub

Search, install, update, sync, or publish agent skills with the ClawHub CLI and registry.

clawsweeper

Use for all ClawSweeper work: OpenClaw issue/PR sweep reports, commit-review reports, repair jobs, cloud fix PRs, @clawsweeper maintainer mention commands, trusted ClawSweeper-reviewed autofix/automerge, GitHub Actions monitoring, permissions, gates, and manual backfills.

clownfish-cloud-pr

Use when launching Clownfish in GitHub Actions to create or update one guarded GitHub implementation PR from issue/PR refs, a ClawSweeper report, a custom maintainer prompt, or to opt an existing Clownfish PR into ClawSweeper-reviewed cloud automerge.

codex-review

Codex code review closeout: local dirty changes, PR branch vs main, parallel tests.

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