plan-orchestrator

Coordinate multi-phase plan implementation by orchestrating implement-evaluate cycles among subagents.

2|2|Updated Apr 14, 2025

Search Tags:#workflow #subagents #plan #AI coordination #project-management #orchestrate #multi-phase

Ready to run

npx skills add https://github.com/openimagingdata/findingmodel --skill plan-orchestrator

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: plan-orchestrator
Source: https://github.com/openimagingdata/findingmodel/tree/main/.claude/skills/plan-orchestrator
Command: npx skills add https://github.com/openimagingdata/findingmodel --skill plan-orchestrator

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps teams coordinate multi-phase technical plans by delegating work to specialized subagents and validating progress through implement-evaluate cycles, reducing manual coordination overhead and project drift.

Core Features & Use Cases

Phase planning and delegation: Breaks a plan into phases and assigns each to the appropriate implementer (e.g., core Python, pydantic-ai-implementer, python-test-implementer).
Progress tracking and evaluation: Creates a checklist, surfaces evaluations, and escalates blockers for timely resolution.
Safe orchestration: You never implement code directly; you orchestrate and govern the workflow to ensure auditability and repeatability.

Quick Start

Say: "Orchestrate the plan from plan.md and create a parallelizable checklist for the phases." Then provide the plan file and let the system allocate tasks.

Frequently Asked Questions about plan-orchestrator

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I coordinate a multi-phase technical plan across multiple team members?▼

Coordinate multi-phase plans by breaking them into phases, delegating each to specialized implementers and evaluators, and tracking progress through implement-evaluate cycles. This reduces manual coordination overhead and prevents project drift while maintaining auditability.

Can I automate task delegation and progress tracking for development roadmaps?▼

Yes. Automated task delegation assigns phases to appropriate implementers based on their specialization, creates a tracking checklist, surfaces evaluations, and escalates blockers—eliminating manual allocation and enabling parallel execution across phases.

How do I break down a technical plan into delegatable phases?▼

Load your plan file, identify phases and their dependencies, create a TodoWrite checklist mapping each phase to its implementer and evaluator, then orchestrate the implement-evaluate cycles. The system handles task assignment and blockage management automatically.

What's the difference between orchestrating a plan versus implementing it directly?▼

Orchestration governs workflow by delegating to specialized subagents and validating their work, ensuring auditability and repeatability. Direct implementation bypasses this governance layer, reducing traceability and making coordination harder across multi-step tasks.

Does this work for coordinated multi-step tasks outside software development?▼

Yes. While designed for technical plans and development roadmaps, the orchestration pattern applies to any multi-phase project requiring structured delegation, validation, and progress tracking with specialized roles.

What happens when a phase is blocked or fails evaluation?▼

Blockers and failed evaluations are surfaced immediately through the tracking checklist. The orchestrator escalates unresolved issues for timely resolution, preventing downstream phases from stalling and keeping the project on track.