A structured execution tracker that maintains state across a 28-day AI agent side hustle lifecycle to drive sequential business progress.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install side-hustle-analyst
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 side-hustle-analyst 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 Side Hustle Analyst?
The Side Hustle Analyst is a purpose-built execution engine designed for the Agent Side Hustle School workflow. As a core component of the Openclaw Skills library, it functions as a state-aware analyst that moves users through a rigorous 6-phase business development cycle. It transforms the often-chaotic process of starting a side hustle into a disciplined, day-by-day execution path.
By maintaining a canonical state file, this skill ensures that every experiment, traffic drive, and conversion optimization step is documented and scored. It acts as a project manager for AI-driven ventures, preventing common pitfalls by requiring specific criteria to be met before advancing to the next phase of the hustle.
Side Hustle Analyst Use Cases
- Running the 28-day structured side hustle engine for AI agent concepts.
- Maintaining persistent execution state across multiple sessions or project gaps.
- Executing minimum viable tests (MVT) for new business ideas.
- Managing traffic drives and conversion optimization steps for digital offers.
How Side Hustle Analyst Works
- The skill initializes by reading state/course-state.json to determine the current day and phase in the 28-day cycle.
- It identifies the specific tasks required for the current phase, ranging from idea ranking (Phase 1) to documentation (Phase 6).
- Every meaningful action is evaluated and assigned an outcome log entry consisting of a score and a qualitative reason.
- Progress is locked behind "done when" criteria, ensuring no phase is skipped prematurely.
- The skill generates daily summaries and experiment logs to provide a clear audit trail of the business progress.
Side Hustle Analyst Setup
To integrate this capability into your Openclaw Skills workspace, ensure your directory structure is prepared for state persistence:
# Create the required directory structure
mkdir -p state output/experiment-log output/daily-summaries
# Initialize the state file if starting fresh
echo '{"current_day": 1, "phase": 1, "outcome_log": []}' > state/course-state.json
Side Hustle Analyst Data Schema & Taxonomy
The Side Hustle Analyst organizes its output and state management using the following taxonomy:
| Data Type | Location | Description |
|---|---|---|
| Canonical State | state/course-state.json |
Stores the current day, active phase, and the cumulative outcome log array. |
| Daily Summaries | output/daily-summaries/ |
Markdown files named by date and day number (e.g., 2023-10-27-day-1.md). |
| Experiment Logs | output/experiment-log/ |
Technical logs documenting specific experiment execution (e.g., day-05-test-name.md). |
Side Hustle Analyst Advanced Features
- Multi-phase workflow automation from idea intake to final documentation.
- Persistent blocker flagging for tasks that remain unresolved for over 48 hours.
- Mandatory approval gates for critical milestones like experiment lock-in and pricing definition.
- Automated outcome scoring system to evaluate the success of different business tactics.
SKILL.md
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