A local, privacy-respecting Git history analysis and self-reflection tool that generates descriptive style and quality reports for personal developers.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install code-analysis-toolkit-free
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 code-analysis-toolkit-free 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 Code Analysis Toolkit Free?
The Code Analysis Toolkit Free edition is a specialized Git history self-auditing tool that runs entirely on your local machine. It aggregates your local commit history into descriptive statistics and narrative self-reflection insights. Designed to help developers identify areas for personal workflow improvements, it analyzes commit frequency, file change patterns, specification adherence, and bug-fix rates without assigning score-based metrics.
Unlike performance monitoring software, this tool emphasizes constructive self-assessment. It intentionally avoids ranking, scoring, or peer comparisons, making it a supportive resource within the broader ecosystem of Openclaw Skills designed to optimize developer productivity in a respectful, non-punitive manner.
Code Analysis Toolkit Free Use Cases
- Personal Developer Habit Review: Reviewing commit habits over time to discover opportunities for cleaner, more structured version control workflows.
- Commit Quality Assessments: Periodically inspecting the quality, length, and style of commit messages to meet professional standards.
- Local Workflow Optimization: Assessing development patterns over weeks or months to see how code complexity or test coverage modification rates fluctuate.
How Code Analysis Toolkit Free Works
- Policy Verification: The tool checks for user consent via the mandatory
--i-have-consentparameter, preventing accidental unauthorized monitoring. - Local Repository Analysis: It parses the specified local Git repository path using gitpython and pydriller.
- Multi-Dimensional Metrics Extraction: The toolkit analyzes commit discipline, temporal rhythms, file modification patterns, and style metrics.
- Reflective Narrative Compilation: It structures observations, reminders, and self-reflection prompts while omitting arbitrary rankings or scorecards.
- Multi-Format Export: The tool renders the resulting analytical report to Markdown, HTML, JSON, or PDF based on command-line preferences.
Code Analysis Toolkit Free Setup
Ensure you have Python 3.8+ and Git installed on your system. This tool runs entirely locally and requires no external API keys.
1. Install Dependencies
pip install gitpython pydriller radon tabulate jinja2 click reportlab
Optional high-quality PDF rendering requires weasyprint:
pip install weasyprint
2. Run the Analysis
You must explicitly include the --i-have-consent flag to execute the tool.
# Basic analysis of a local repository
python -m src.main --i-have-consent -r /path/to/my-repo
# Analyze with date filters and save as markdown
python -m src.main --i-have-consent -r /path/to/my-repo -s 2026-01-01 -u 2026-06-30 -f markdown -o my-reflection.md
Code Analysis Toolkit Free Data Schema & Taxonomy
The tool processes Git history without sending data to external services. The generated outputs organize metadata, metrics, and narrative sections into clearly defined schemas.
Output Report Structure
| Section | Description | Data Type |
|---|---|---|
| Usage Notice | Reminders that the metrics describe Git history, not personal capability. | Markdown Text |
| Reflective Narrative | Structured observations, improvement vectors, and reflection prompts. | Markdown / HTML |
| Commit Patterns | Quantitative metrics including commit count, average size, and merge ratio. | Key-Value Table |
| Code Quality Markers | Percentage statistics for bug fixes, regressions, and test file variations. | Key-Value Table |
CLI Configuration Properties
--repo-path(-r): Path to the target local repository (Required).--i-have-consent: Mandatory explicit policy affirmation.--since(-s) /--until(-u): ISO date filters for the commit timeline.--branch(-b): Targeted branch name (defaults to the active branch).--format(-f): Formats supported:markdown,json,html,pdf.--output(-o): Output file destination path (defaults to stdout).
Code Analysis Toolkit Free Advanced Features
- Consent-Locked Gate: Enforces a strict runtime validation parameter preventing automated misuse on non-consenting authors.
- Multi-Format Compiling: Supports concurrent file format compilation (e.g., Markdown and HTML) in a single command invocation.
- Targeted Temporal Analysis: Employs fine-grained date filtering to capture specific sprint cycles or quarterly intervals.
- Extensible Report Generation: Integrates ReportLab and optional WeasyPrint dependencies for print-ready PDF output configurations.
- Offline Privacy Protection: Ensures all calculations occur client-side, making this offline feature set a valuable addition to Openclaw Skills integrations.
SKILL.md
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