General
taskflow - Claude MCP Skill
Coordinate multi-step detached tasks as one durable TaskFlow job with owner context, state, waits, and child tasks.
SEO Guide: Enhance your AI agent with the taskflow tool. This Model Context Protocol (MCP) server allows Claude Desktop and other LLMs to coordinate multi-step detached tasks as one durable taskflow job with owner context, state, waits, a... Download and configure this skill to unlock new capabilities for your AI workflow.
Documentation
SKILL.md# 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
```ts
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 patternSignals
Information
- Repository
- clawdbot/clawdbot
- Author
- clawdbot
- Last Sync
- 5/9/2026
- Repo Updated
- 5/9/2026
- Created
- 4/2/2026
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