
Taskflow
- 208 installs
- 385k repo stars
- Updated August 3, 2026
- steipete/clawdis
Use taskflow for development tasks
About
taskflow: A skill for development. This provides functionality for development workflows.
- taskflow
Taskflow by the numbers
- 208 all-time installs (skills.sh)
- +5 installs in the week ending Jul 27, 2026 (Skillselion tracking)
- Ranked #1,856 of 4,348 Backend & APIs skills by installs in the Skillselion catalog
- Data as of Aug 3, 2026 (Skillselion catalog sync)
npx skills add https://github.com/steipete/clawdis --skill taskflowAdd your badge
Show developers this skill is listed on Skillselion. Paste this into your README.
| Installs | 208 |
|---|---|
| repo stars | ★ 385k |
| Last updated | August 3, 2026 |
| Repository | steipete/clawdis ↗ |
What it does
Use taskflow for development tasks
Files
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, andwaitJson- 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.flowapi.runtime.taskFlowstill exists as an alias, butapi.runtime.tasks.flowis the canonical shape
Binding:
api.runtime.tasks.flow.fromToolContext(ctx)when you already have trusted tool context withsessionKeyapi.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
stateJsonas the persisted state bag. There is no separatesetFlowOutputorappendFlowOutputAPI. - Every mutating method after creation is revision-checked. Carry forward the latest
flow.revisionafter 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 waitpersonal-> notify the owner nowlater-> append to an end-of-day summary bucket
Operational pattern
- Store only the minimum state needed to resume.
- Put human-readable wait reasons in
blockedSummaryor structured wait metadata inwaitJson. - 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.mdfor a concrete routing pattern
# Illustrative Lobster authoring example for a TaskFlow-style inbox triage job.
# Swap the placeholder commands for your own tools or scripts.
name: inbox-triage
steps:
- id: fetch
command: gog.gmail.search --query 'newer_than:1d' --max 20
- id: classify
command: >-
openclaw.invoke --tool llm-task --action json --args-json
'{"prompt":"Classify each inbox item as business, personal, or later. Return one JSON object per item with route and summary.","thinking":"low","schema":{"type":"object","properties":{"items":{"type":"array"}},"required":["items"],"additionalProperties":false}}'
stdin: $fetch.stdout
- id: post_business
command: slack-route --bucket business
stdin: $classify.stdout
condition: $classify.json.items[0].route == "business"
- id: wait_for_business_reply
command: echo '{"status":"waiting","reason":"slack_reply"}'
condition: $classify.json.items[0].route == "business"
- id: notify_personal
command: >-
openclaw.invoke --tool message --action send --args-json
'{"provider":"telegram","to":"owner-thread","content":"Personal inbox item needs attention."}'
condition: $classify.json.items[0].route == "personal"
- id: stash_for_eod
command: summary-append --bucket eod
stdin: $classify.stdout
condition: $classify.json.items[0].route == "later"
# Illustrative Lobster authoring example for a TaskFlow-style PR intake lane.
# Replace the placeholder commands with repo-specific tooling.
name: pr-intake
steps:
- id: fetch
command: gh pr list --repo owner/repo --state open --json number,title,body,headRefName
- id: classify
command: >-
openclaw.invoke --tool llm-task --action json --args-json
'{"prompt":"Classify each PR as close, request_changes, refactor, or maintainer_review. Return intent and recommended next action.","thinking":"low","schema":{"type":"object","properties":{"items":{"type":"array"}},"required":["items"],"additionalProperties":false}}'
stdin: $fetch.stdout
- id: close_low_signal
command: pr-close-low-signal
stdin: $classify.stdout
condition: $classify.json.items[0].nextAction == "close"
- id: request_changes
command: pr-request-changes
stdin: $classify.stdout
condition: $classify.json.items[0].nextAction == "request_changes"
- id: refactor_branch
command: pr-refactor-branch
stdin: $classify.stdout
condition: $classify.json.items[0].nextAction == "refactor"
- id: escalate
command: echo '{"status":"notify","target":"maintainer"}'
condition: $classify.json.items[0].nextAction == "maintainer_review"