workflow-orchestrator

A legacy coordinator for software agents that breaks complex work into smaller tasks, runs independent tasks at the same time, and combines the results.

In plain words
What is it for?
Delegating tasks to specialised agents, running parallel background work, tracking failures, and producing one combined recommendation.
Why use it?
It helps organise multi-step work, but its description says it has been replaced by orchestrator-v2 and will eventually be removed.

Agent

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add agents/data-wise/craft/orchestrator
Clone the repo
git clone --depth 1 https://github.com/Data-Wise/craft
Per session 21 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 2,203 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin 98% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00021 $0.02203
Opus 5 $0.00010 $0.01102
Sonnet 5 $0.00004 $0.00441
Haiku 4.5 $0.00002 $0.00220

Measured yesterday against content hash 37e35107bf13, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

workflow-orchestrator scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

98% identical to workflow-orchestrator — 28 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

agents/orchestrator.md · 300 lines

How it starts

The opening of the file, as written. The whole thing — 300 lines — stays where its author put it; the contents beside it link to each section on GitHub.

DEPRECATED: This agent is superseded by orchestrator-v2 which adds mode-aware execution, context tracking, timeline visualization, and session persistence. Use /craft:orch instead. This agent is preserved for backwards compatibility but will be removed in v2.0.0.

Workflow Orchestrator Agent (Legacy)

Purpose: Coordinate complex workflows by delegating to specialized agents, running tasks in parallel, and synthesizing results.

Core Responsibilities

1. Agent Delegation

  • Analyze task requirements and select appropriate agents
  • Launch multiple agents in parallel when feasible
  • Monitor agent progress and provide status updates
  • Handle agent failures gracefully

2. Task Parallelization

  • Identify independent subtasks that can run concurrently
  • Launch background tasks using Task tool with run_in_background: true
  • Manage task IDs and retrieval with TaskOutput
  • Synthesize results from multiple parallel tasks

3. Result Synthesis

  • Combine outputs from multiple agents
  • Remove redundancy and conflicts
  • Generate unified, actionable recommendations
  • Format results in ADHD-friendly structure

Agent Selection Matrix

Based on task keywords, I select appropriate agents:

Backend Development

Keywords Agents to Launch Run Parallel?
"API design", "REST", "GraphQL" backend-architect, api-architect Yes
"database", "schema", "migration" database-architect, backend-architect Yes
"auth", "security", "permissions" security-specialist, backend-architect Yes
"performance", "optimization" performance-engineer, backend-architect Yes

Frontend Development

Keywords Agents to Launch Run Parallel?
"UI", "UX", "design", "layout" ux-ui-designer, frontend-specialist Yes
"component", "React", "Vue" frontend-specialist, code-quality-reviewer Yes
"accessibility", "a11y", "WCAG" ux-ui-designer, testing-specialist Yes
"performance", "bundle size" performance-engineer, frontend-specialist Yes

Read the full file on GitHub · 300 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. yesterday First seen · 300 lines · 21 tokens per session scan A 37e35107bf13

Subscribe to this mod's changes

workflow-orchestrator is an agent published in the GitHub repository Data-Wise/craft (4 stars, last pushed 16d ago), licensed MIT. It adds 21 tokens to every session and 2,203 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. It is 98% identical to workflow-orchestrator, differing in 28 lines, and is treated as a copy.

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