A proactive forecasting tool that builds forward-looking capacity models to prevent team burnout and infrastructure crises.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install afrexai-capacity-planner
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install afrexai-capacity-planner using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Capacity Planner?
The Capacity Planner is a sophisticated resource management tool designed to transform how organizations handle workload distribution and infrastructure scaling. As part of the Openclaw Skills collection, it analyzes team size, utilization rates, and project pipelines to generate predictive models that flag potential bottlenecks 4 to 8 weeks before they impact operations.
This skill enables leaders to move beyond gut feel by providing a quantitative framework for planning. It ensures that every new project or hiring decision is backed by data, maintaining a healthy balance between productivity and sustainable growth within the Openclaw Skills environment.
Capacity Planner Use Cases
- Managing sprint planning when manual estimation feels like guesswork
- Assessing the feasibility of onboarding new clients or high-stakes projects
- Validating hiring requirements with hard data rather than intuition
- Predicting and preparing for infrastructure strain during seasonal traffic spikes
How Capacity Planner Works
- The skill audits your current load by mapping team members to active commitments and calculating true utilization.
- It models multiple 'what-if' scenarios, such as team turnover, scope creep, or new project arrivals.
- The system flags operational risks, identifying single points of failure and deadline clusters.
- It generates actionable recommendations, including hiring needs or project deferrals, backed by specific metrics.
Capacity Planner Setup
To integrate this capability into your environment, use the following commands within the Openclaw Skills framework:
# Install the capacity planner skill
openclaw add capacity-planner
# Initialize your team profile
openclaw run capacity-planner --init
Capacity Planner Data Schema & Taxonomy
The skill organizes planning data through a structured framework of utilization bands and metrics:
| Metric | Description | Target/Formula |
|---|---|---|
| Effective Capacity | Total available output | Headcount × Hours × Efficiency |
| Demand Pipeline | Total work load | Committed + Probable weighted hours |
| Buffer Ratio | Safety margin | (Capacity - Demand) / Capacity (15-25%) |
| Time to Constraint | Deadline of failure | Weeks until demand exceeds capacity |
Utilization is classified into three bands: Green (<70% Buffer), Yellow (70-85% Tight), and Red (>85% Burnout).
Capacity Planner Advanced Features
- Dynamic scenario templates including cost impact and timeline risk assessments
- Skill gap identification to pinpoint specific missing capabilities
- Integration-ready snapshots for weekly operational planning refreshes
- Efficiency factor calibration based on actual vs. predicted utilization
SKILL.md
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