IQToolkit Analyzer v0.3.0rc3 is now available on PyPI. This release candidate focuses on making outputs more consistent, improving configuration validation, and polishing the CLI for daily use.

Watch demos and tutorials on the iqtoolkit YouTube channel:

youtube.com/@iqtoolkit

.

Highlights

• Contracts-first outputs via contract_results across CLI, API, and reports.
• New config validation command: iqtoolkit-analyzer config validate.
• CLI UX polish: --examples flag and improved error messaging.
• MongoDB reports now include a real-time metrics snapshot (serverStatus/dbStats/collStats).

Installation Guide

IQToolkit Analyzer can be installed on macOS, Windows, and Linux using multiple methods.

Quick Start

PyPI Installation (Recommended)

# Install from PyPI
pip install iqtoolkit-analyzer
Verify installation

iqtoolkit-analyzer --version
Run analysis

iqtoolkit-analyzer pg analyze -c postgresql://localhost/postgres --examples

Release Candidate (PyPI)

# Install the release candidate from PyPI
python -m pip install --upgrade iqtoolkit-analyzer==0.3.0rc3
Verify

iqtoolkit-analyzer --version

Using pipx (Isolated Environment)

# Install pipx if not already installed
pip install pipx
pipx ensurepath
Install iqtoolkit-analyzer

pipx install iqtoolkit-analyzer
Run

iqtoolkit-analyzer --version

Platform-Specific Installation

macOS

##### Homebrew (Easiest)

# Add IQToolkit tap
brew tap iqtoolkit/iqtoolkit
Install

brew install iqtoolkit-analyzer
Verify

iqtoolkit-analyzer --version

Status: 🚧 Under Development

• Formula created and ready
• Requires tap repository setup before the v0.3.0 stable release
• RC installs should use pip/pipx
• See Release Process for timeline

Docs and Guides

• Getting started: https://docs.iqtoolkit.ai/getting-started
• Configuration: https://docs.iqtoolkit.ai/configuration
• Migration guide: https://docs.iqtoolkit.ai/migration-guide
• API reference: https://docs.iqtoolkit.ai/api-reference

Feedback

Please report issues or feedback here: https://github.com/iqtoolkit/iqtoolkit-analyzer/issues

Thanks for testing the RC and helping us harden the v0.3.0 release.