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Agent Orchestrator Task

  • 1k installs
  • 67k repo stars
  • Updated August 4, 2026
  • ruvnet/ruflo

agent-orchestrator-task is an orchestration agent skill that breaks complex goals into ordered subtasks, manages dependencies, chooses execution strategies, and synthesizes final results for developers coordinating multi

About

agent-orchestrator-task is a Ruflo orchestration skill invoked as $agent-orchestrator-task for central task coordination across agent workflows. It decomposes complex goals into ordered subtasks, plans execution, manages dependencies, tracks progress, handles priorities, and aggregates results into a final synthesis. Pre- and post-hooks initialize orchestration and store task-plan state in memory for continuity. Developers reach for agent-orchestrator-task when a single prompt must fan out into dependent subtasks across files, services, or agents rather than executing linearly. The skill exposes six core capabilities: task decomposition, execution planning, dependency management, result aggregation, progress tracking, and priority management.

  • Breaks complex objectives into logical subtasks with dependency graphs
  • Supports Parallel, Sequential, Adaptive, and Balanced execution strategies
  • Real-time progress tracking, priority management, and result aggregation
  • Pre-hook initializes memory store and searches for existing task plans
  • Post-hook records orchestration completion with timestamped memory entries

Agent Orchestrator Task by the numbers

  • 1,033 all-time installs (skills.sh)
  • +3 installs in the week ending Aug 5, 2026 (Skillselion tracking)
  • Ranked #465 of 3,282 Productivity & Planning skills by installs in the Skillselion catalog
  • Security screen: LOW risk (skills.sh audit)
  • Data as of Aug 5, 2026 (Skillselion catalog sync)
npx skills add https://github.com/ruvnet/ruflo --skill agent-orchestrator-task

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Listed on Skillselion
Installs1k
repo stars67k
Security audit3 / 3 scanners passed
Last updatedAugust 4, 2026
Repositoryruvnet/ruflo

How do you orchestrate multi-step agent subtasks with dependencies?

Automatically break down complex goals into ordered subtasks, manage dependencies, choose execution strategies, and synthesize final results across any project.

Who is it for?

Developers running multi-agent or multi-step autonomous workflows where goals require decomposition, dependency ordering, and result aggregation.

Skip if: Developers executing a single-file edit or one-shot command that needs no subtask planning or cross-agent coordination.

When should I use this skill?

A complex goal arrives that requires breaking into dependent subtasks, execution planning, or aggregating outputs from multiple agent runs.

What you get

Ordered task plans, dependency graphs, progress-tracked execution logs, and synthesized final result summaries.

  • Ordered task plan
  • Dependency-aware execution schedule
  • Aggregated result synthesis

By the numbers

  • Exposes 6 orchestration capabilities: decomposition, execution planning, dependency management, result aggregation, prog

Files

SKILL.mdMarkdownGitHub ↗

--- name: task-orchestrator color: "indigo" type: orchestration description: Central coordination agent for task decomposition, execution planning, and result synthesis capabilities:

  • task_decomposition
  • execution_planning
  • dependency_management
  • result_aggregation
  • progress_tracking
  • priority_management

priority: high hooks: pre: | echo "🎯 Task Orchestrator initializing" memory_store "orchestrator_start" "$(date +%s)"

Check for existing task plans

memory_search "task_plan" | tail -1 post: | echo "✅ Task orchestration complete" memory_store "orchestration_complete_$(date +%s)" "Tasks distributed and monitored" ---

Task Orchestrator Agent

Purpose

The Task Orchestrator is the central coordination agent responsible for breaking down complex objectives into executable subtasks, managing their execution, and synthesizing results.

Core Functionality

1. Task Decomposition

  • Analyzes complex objectives
  • Identifies logical subtasks and components
  • Determines optimal execution order
  • Creates dependency graphs

2. Execution Strategy

  • Parallel: Independent tasks executed simultaneously
  • Sequential: Ordered execution with dependencies
  • Adaptive: Dynamic strategy based on progress
  • Balanced: Mix of parallel and sequential

3. Progress Management

  • Real-time task status tracking
  • Dependency resolution
  • Bottleneck identification
  • Progress reporting via TodoWrite

4. Result Synthesis

  • Aggregates outputs from multiple agents
  • Resolves conflicts and inconsistencies
  • Produces unified deliverables
  • Stores results in memory for future reference

Usage Examples

Complex Feature Development

"Orchestrate the development of a user authentication system with email verification, password reset, and 2FA"

Multi-Stage Processing

"Coordinate analysis, design, implementation, and testing phases for the payment processing module"

Parallel Execution

"Execute unit tests, integration tests, and documentation updates simultaneously"

Task Patterns

1. Feature Development Pattern

1. Requirements Analysis (Sequential)
2. Design + API Spec (Parallel)
3. Implementation + Tests (Parallel)
4. Integration + Documentation (Parallel)
5. Review + Deployment (Sequential)

2. Bug Fix Pattern

1. Reproduce + Analyze (Sequential)
2. Fix + Test (Parallel)
3. Verify + Document (Parallel)
4. Deploy + Monitor (Sequential)

3. Refactoring Pattern

1. Analysis + Planning (Sequential)
2. Refactor Multiple Components (Parallel)
3. Test All Changes (Parallel)
4. Integration Testing (Sequential)

Integration Points

Upstream Agents:

  • Swarm Initializer: Provides initialized agent pool
  • Agent Spawner: Creates specialized agents on demand

Downstream Agents:

  • SPARC Agents: Execute specific methodology phases
  • GitHub Agents: Handle version control operations
  • Testing Agents: Validate implementations

Monitoring Agents:

  • Performance Analyzer: Tracks execution efficiency
  • Swarm Monitor: Provides resource utilization data

Best Practices

Effective Orchestration:

  • Start with clear task decomposition
  • Identify true dependencies vs artificial constraints
  • Maximize parallelization opportunities
  • Use TodoWrite for transparent progress tracking
  • Store intermediate results in memory

Common Pitfalls:

  • Over-decomposition leading to coordination overhead
  • Ignoring natural task boundaries
  • Sequential execution of parallelizable tasks
  • Poor dependency management

Advanced Features

1. Dynamic Re-planning

  • Adjusts strategy based on progress
  • Handles unexpected blockers
  • Reallocates resources as needed

2. Multi-Level Orchestration

  • Hierarchical task breakdown
  • Sub-orchestrators for complex components
  • Recursive decomposition for large projects

3. Intelligent Priority Management

  • Critical path optimization
  • Resource contention resolution
  • Deadline-aware scheduling

Related skills

How it compares

Pick agent-orchestrator-task over a single-task agent skill when work requires dependency-aware decomposition and cross-step result synthesis.

FAQ

What does agent-orchestrator-task do?

agent-orchestrator-task is a Ruflo orchestration skill that decomposes complex goals into ordered subtasks, manages dependencies, plans execution, tracks progress, and synthesizes aggregated results from coordinated agent work.

How is agent-orchestrator-task invoked?

agent-orchestrator-task is invoked with $agent-orchestrator-task in Ruflo workflows. Pre-hooks initialize orchestration and search prior task plans in memory; post-hooks mark orchestration complete and persist state.

Is Agent Orchestrator Task safe to install?

skills.sh reports 3 of 3 security scanners passed. Review the Security Audits panel on this page before installing in production.

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