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Get Started Free →Workflow template player — load a JSON template produced by wf-composer, bind context variables, execute nodes in DAG order (serial/parallel), persist state at checkpoints, support resume from any checkpoint. Uses ccw-coordinator serial-blocking for CLI nodes and team-coordinate worker pattern for parallel agent nodes. Triggers on "wf-player " or "/wf-player".
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-22 | ✗→✓ | ▲ Improved | — | — |
| case-09 | ✗→✓ | ▲ Improved | — | — |
| case-07 | ✗→✓ | ▲ Improved | — | — |
| case-21 | ✗→✓ | ▲ Improved | — | — |
| case-12 | ✗→✓ | ▲ Improved | — | — |
Load a workflow template → bind variables → execute DAG → persist checkpoints → resume capable.
Skill(skill="wf-player", args="<template> --context goal='...'")
|
+-- Phase 0: Entry Router
|-- --list -> list available templates, exit
|-- --resume -> load session, skip to Phase 3 (Execute)
|-- --dry-run -> load + show execution plan, no execution
|-- default -> Phase 1 (Load)
|
+-- Phase 1: Load & Bind
| Load template JSON, bind {variables} from --context, validate required vars
|
+-- Phase 2: Instantiate
| Init session state, topological sort, write WFR session file
|
+-- Phase 3: Execute Loop
| For each node in order:
| skill node -> Skill(skill=...) [synchronous]
| cli node -> ccw cli [background + stop, hook callback]
| command node -> Skill(skill="namespace:cmd") [synchronous]
| agent node -> Agent(...) [run_in_background per node config]
| checkpoint -> save state, optionally pause
|
+-- Phase 4: Complete
Archive session, output summary| Constant | Value | |----------|-------| | Session prefix | WFR | | Session dir | .workflow/sessions/WFR-<slug>-<date>/ | | State file | session-state.json | | Template dir | .workflow/templates/ | | Template index | .workflow/templates/index.json |
Parse $ARGUMENTS:
| Detection | Condition | Handler | |-----------|-----------|---------| | List templates | --list in args | -> handleList | | Resume session | --resume <session-id> in args | -> Phase 2 (resume) | | Dry run | --dry-run in args | -> Phase 1 + 2, print plan, exit | | Normal | Template slug/path provided | -> Phase 1 | | No args | Empty args | -> handleList + AskUserQuestion |
Scan .workflow/templates/index.json. Display:
Available workflow templates:
feature-tdd-review [feature, complex] 3 work nodes, 2 checkpoints
quick-bugfix [bugfix, simple] 2 work nodes, 1 checkpoint
...
Run: Skill(skill="wf-player", args="<slug> --context goal='...'")Trigger: --resume <session-id> or active WFR session found in .workflow/sessions/WFR-*/
.workflow/sessions/WFR-*/session-state.json for status = "running" | "paused"last_checkpoint and node_statesrunning nodes back to pending (they were interrupted)topological_order after last checkpointRead phases/01-load.md and execute.
Objective: Load template, collect missing variables, bind all {variable} references.
Success: Template loaded, all required variables bound, bound_context{} ready.
Read phases/02-instantiate.md and execute.
Objective: Create WFR session directory, init state, compute execution plan.
Success: session-state.json written, topological_order ready.
Read phases/03-execute.md and execute.
Objective: Execute each node in topological_order using appropriate mechanism.
CRITICAL — CLI node blocking:
ccw cli in background and immediately STOPSuccess: All nodes completed, all checkpoints saved.
Read phases/04-complete.md and execute.
Objective: Archive session, output execution summary and artifact paths.
| Scenario | Resolution | |----------|------------| | Required variable missing | AskUserQuestion to collect it | | Template not found | Show --list and suggest closest match | | Node failed (on_fail=abort) | AskUserQuestion: Retry / Skip / Abort | | Node failed (on_fail=skip) | Log warning, continue to next node | | Node failed (on_fail=retry) | Retry once, then abort | | Interrupted mid-execution | State saved at last checkpoint; resume with --resume <session-id> | | Cycle in DAG | Error immediately, point to template for fix |
| Spec | Purpose | |------|---------| | specs/node-executor.md | Execution mechanism per node type | | specs/state-schema.md | session-state.json schema |
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-22 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-04 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-09 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-07 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-13 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-03 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-21 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-12 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-10 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-15 | pass→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-20 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-01 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-08 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-18 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-05 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-06 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-17 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-11 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-02 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-14 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-16 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-19 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted, and 19 counted toward the lift figure. The other 3 produced results that are not comparable between the two arms, so they are excluded from the headline rather than averaged into it. The headline lift of +59 percentage points is the difference between those two pass rates over the 19 comparable cases.
The per-case answers from this run were removed by the retention sweep, so the case table below shows the verdicts without the text either arm produced. The counts above were recorded at the time and are unaffected. Answers are now kept for 180 days.
Other measured skills in the registry, with their headline benchmark lift.