# Quaestor
> 🏛️ Context management for AI-assisted development
[](https://pypi.org/project/quaestor/)
[](https://www.python.org/downloads/)
[](https://opensource.org/licenses/MIT)
**Quaestor** provides intelligent context management and quality enforcement for AI assistants, with flexible modes for personal and team projects. Version 0.5.2 brings critical bug fixes, improved A1 service architecture, and comprehensive code quality improvements.
> [!NOTE]
> **Approaching 1.0 Release**: Quaestor is maturing and stabilizing. As we approach version 1.0, expect fewer breaking changes and a focus on refining existing features rather than adding new ones. Future feature development will primarily occur in the optional A1Context add-on, keeping the core Quaestor package lean and stable.
## Why Quaestor?
AI assistants like Claude are powerful but need context. Quaestor provides:
- 🧠 **Smart Context** - Automatically adjusts rules based on project complexity
- 🎯 **Flexible Modes** - Personal mode for solo work, team mode for collaboration
- ⚙️ **Command Customization** - Override and configure commands per project
- 📊 **Progress Tracking** - Maintain project memory and milestones
- ✅ **Quality Enforcement** - Ambient rules that work outside commands
## Quick Start
```bash
# Personal mode (default) - Everything local to your project
uvx quaestor init
# Team mode - Shared commands, committed rules
uvx quaestor init --mode team
```
### Personal Mode (Default)
Creates a self-contained setup in your project:
```
project/
├── CLAUDE.md # Context-aware rules in project root
├── .claude/ # Configuration only
│ └── settings.local.json # Local hooks config (not committed)
├── .quaestor/ # Documentation, memory & hooks (gitignored)
│ ├── ARCHITECTURE.md
│ ├── MEMORY.md
│ ├── PATTERNS.md
│ ├── VALIDATION.md
│ ├── AUTOMATION.md
│ ├── manifest.json # Version tracking for updates
│ └── hooks/ # Hook scripts
│ ├── workflow/
│ └── validation/
├── ~/.claude/commands/ # Personal commands (global)
│ ├── task.md
│ ├── status.md
│ ├── analyze.md
│ ├── milestone.md
│ ├── check.md
│ ├── auto-commit.md
│ ├── milestone-pr.md
│ └── project-init.md
└── .gitignore # Auto-updated (.quaestor/, .claude/settings.local.json)
```
### Team Mode
For shared projects with consistent standards:
```
project/
├── CLAUDE.md # Team rules (committed)
├── .claude/ # Project configuration
│ ├── commands/ # Project commands (shared with team)
│ │ ├── task.md
│ │ ├── status.md
│ │ ├── analyze.md
│ │ ├── milestone.md
│ │ ├── check.md
│ │ ├── auto-commit.md
│ │ ├── milestone-pr.md
│ │ └── project-init.md
│ └── settings.json # Hooks configuration
├── .quaestor/ # Shared documentation (committed)
│ ├── QUAESTOR_CLAUDE.md
│ ├── CRITICAL_RULES.md
│ ├── ARCHITECTURE.md
│ ├── MEMORY.md
│ ├── PATTERNS.md
│ ├── VALIDATION.md
│ ├── AUTOMATION.md
│ ├── manifest.json # Version tracking
│ └── hooks/ # Hook scripts
│ ├── workflow/
│ └── validation/
└── .gitignore # NOT modified by Quaestor (team decides)
```
Now Claude can use commands with project-specific behavior:
```
/task: implement user authentication
/status
/configure
```
## Installation
### Using uvx (Recommended)
```bash
# No install needed
uvx quaestor init
```
### Using pip
```bash
# Install globally
pip install quaestor
```
### Using Nix
```bash
# Run directly with Nix flakes
nix run github:jeanluciano/quaestor -- init
# Add to your flake.nix for project integration
{
inputs = {
quaestor.url = "github:jeanluciano/quaestor";
# ... other inputs
};
outputs = { self, quaestor, ... }: {
# Use quaestor.packages.${system}.default
# Or quaestor.apps.${system}.default
};
}
# For development with Nix
nix develop github:jeanluciano/quaestor
```
## Commands
**CLI Commands:**
- `quaestor init` - Initialize with smart defaults
- `--mode personal` (default) - Local, self-contained setup
- `--mode team` - Shared commands and rules
- `--contextual` (default) - Analyze project complexity
- `quaestor configure` - Customize command behavior
- `--init` - Create command configuration
- `--command <name> --create-override` - Override specific commands
- `quaestor update` - Update while preserving your changes
**AI Assistant Commands**:
- `/task` - Implement features with orchestration
- `/status` - Show progress with velocity tracking
- `/analyze` - Code analysis across multiple dimensions
- `/milestone` - Manage phases with completion detection
- `/check` - Quality validation and fixing
- `/auto-commit` - Conventional commits for TODOs
- `/milestone-pr` - Automated PR creation
- `/project-init` - Framework detection and project setup
## Key Features
### 🧠 Context-Aware Commands
Quaestor commands use patterns for better Claude integration:
- **Auto-activation** → Context-aware triggers and thresholds
- **Performance profiling** → Standard, optimization, and complex execution modes
- **Quality gates** → Error fixing with parallel agents
- **Token efficiency** → Reduction through symbol system
Rules work ambiently in CLAUDE.md, not just in commands!
### ⚙️ Command Customization
Configure commands per project with `.quaestor/command-config.yaml`:
```yaml
commands:
task:
enforcement: strict
parameters:
minimum_test_coverage: 90
max_function_lines: 30
custom_rules:
- "All APIs must have OpenAPI specs"
- "Database changes require migrations"
```
Or create full overrides in `.quaestor/commands/task.md`.
### 🎯 Flexible Modes
**Installation modes determine where files are stored:**
**Personal Mode (Default)**:
- Commands installed globally in `~/.claude/commands/` (marked as "(user)")
- Local settings in `.claude/settings.local.json` (not committed)
- CLAUDE.md in project root for easy discovery
- All Quaestor files in `.quaestor/` (gitignored)
- Manifest tracking enables updates via `quaestor init`
**Team Mode**:
- Commands in `.claude/commands/` (marked as "(project)", shared with team)
- Settings in `.claude/settings.json` (committed)
- CLAUDE.md in project root with team standards
- All Quaestor files in `.quaestor/` (committed)
- No gitignore modifications (team controls what to track)
**Note**: Both modes support all command complexity levels. Mode choice is about file organization, not project complexity.
### 📊 Smart Project Analysis
- Auto-detects language (Python, Rust, JS/TS, Go, Java, etc.)
- Identifies test frameworks and CI/CD
- Recognizes team markers (CODEOWNERS, PR templates)
- Calculates complexity score
### 🔄 Workflow Orchestration
Adaptive workflow based on scope:
- **Direct execution**: <10 files → Read + Edit operations
- **Parallel agents**: 10-50 files → Multi-agent coordination
- **Complex systems**: >50 files → Systematic agent delegation
- **Quality cycles**: Execute → Validate → Fix → Complete
- **Auto-escalation**: Complexity threshold triggers
### 📈 Command Complexity Thresholds
Commands adapt their behavior based on task complexity (0.0-1.0):
- **Standard (0.2-0.4)**: Quick, focused operations (e.g., `/status`, `/milestone`)
- **Optimization (0.4-0.6)**: Balanced efficiency with smart features (e.g., `/check`)
- **Complex (0.6-0.8)**: Full orchestration and deep analysis (e.g., `/task`, `/analyze`)
Thresholds control: auto-activation features, parallel processing, quality gates, and error recovery.
## Recent Updates (v0.5.2)
### Bug Fixes & Architecture Improvements
- **Critical TODO Resolutions**:
- Implemented component reinitialization logic in A1 service core
- Added proper IPC/socket communication in Quaestor bridge using `IPCEventTransport`
- Both TODOs were blocking proper service lifecycle management
- **Code Quality Improvements**:
- Fixed all 31 linting issues across the codebase (trailing whitespace, unused imports, f-strings)
- Improved code organization and readability
- Enhanced type annotations consistency
- **Documentation Updates**:
- Updated README.md to reflect current version and improvements
- Documented recent architecture enhancements
- Improved changelog organization for better version tracking
### Previous Updates (v0.5.0)
- **Enhanced A1 Service Architecture**:
- Initial component framework for dynamic configuration
- Base IPC/socket communication structure
- Service lifecycle management foundation
- **Project Analysis Enhancements**:
- Fixed broken import in rule engine
- Cleaned up dead code for better maintainability
- Intelligent rule adaptation based on project complexity (0.0-1.0 scoring)
- **Code Quality Foundation**:
- Initial linting setup
- Type annotation improvements
- Modular configuration structure planning
### Previous Updates (v0.4.4)
- **Improved Installation Experience**:
- Personal mode: Commands now install globally as personal commands
- Personal mode: Uses `settings.local.json` to keep configuration private
- Team mode: Commands install as project commands in `.claude/commands/`
- Both modes: Hooks now always install to `.quaestor/hooks/`
- **Manifest Support for Personal Mode** - Enables `quaestor init` to check for updates
- **Enhanced Hook Integration** - Hooks now properly call automation module
- **Better File Organization** - Cleaner separation between personal and team modes
- **No Forced Gitignore** - Team mode no longer modifies gitignore
## How It Works
1. **Project Analysis** - Scans for language, tests, complexity
2. **Context Generation** - Creates appropriate CLAUDE.md rules
3. **Command Setup** - Installs commands (local or global)
4. **Customization** - Allows per-project overrides
5. **Smart Updates** - Preserves your changes
### Example Workflows
- **Simple tasks**: Direct implementation with quality validation
- **Complex tasks**: Orchestrated workflow with parallel agents and quality gates
- **Auto-tracking**: Progress updates and conventional commits
### Command Customization
```bash
quaestor configure --init # Create config
```
Edit `.quaestor/command-config.yaml` to add project-specific rules and enforcement levels.
## Ambient Rule Enforcement
Quaestor's rules work everywhere in CLAUDE.md, not just in commands. Rules guide Claude's behavior for complexity checking, delegation triggers, and quality standards across all interactions.
## Updating
```bash
# Check what would change
quaestor update --check
# Update with backup
quaestor update --backup
# Force update all files
quaestor update --force
```
Updates preserve your customizations in user-editable files.
## What's Coming Next
We're working on **A1** (Automatic Intelligence), a next-generation system that will bring:
- Event-driven architecture for improved performance
- Enhanced learning and adaptation capabilities
- Simplified codebase with modular extensions
- Advanced pattern recognition and workflow detection
A1 is currently in development and not yet ready for production use.
## Contributing
```bash
git clone https://github.com/jeanluciano/quaestor.git
cd quaestor
uv sync
uv run pytest
```
## License
MIT License
---
<div align="center">
[Documentation](https://github.com/jeanluciano/quaestor) · [Issues](https://github.com/jeanluciano/quaestor/issues)
</div>
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"description": "# Quaestor\n\n> \ud83c\udfdb\ufe0f Context management for AI-assisted development\n\n[](https://pypi.org/project/quaestor/)\n[](https://www.python.org/downloads/)\n[](https://opensource.org/licenses/MIT)\n\n**Quaestor** provides intelligent context management and quality enforcement for AI assistants, with flexible modes for personal and team projects. Version 0.5.2 brings critical bug fixes, improved A1 service architecture, and comprehensive code quality improvements.\n\n> [!NOTE]\n> **Approaching 1.0 Release**: Quaestor is maturing and stabilizing. As we approach version 1.0, expect fewer breaking changes and a focus on refining existing features rather than adding new ones. Future feature development will primarily occur in the optional A1Context add-on, keeping the core Quaestor package lean and stable.\n\n## Why Quaestor?\n\nAI assistants like Claude are powerful but need context. Quaestor provides:\n- \ud83e\udde0 **Smart Context** - Automatically adjusts rules based on project complexity\n- \ud83c\udfaf **Flexible Modes** - Personal mode for solo work, team mode for collaboration\n- \u2699\ufe0f **Command Customization** - Override and configure commands per project\n- \ud83d\udcca **Progress Tracking** - Maintain project memory and milestones\n- \u2705 **Quality Enforcement** - Ambient rules that work outside commands\n\n## Quick Start\n\n```bash\n# Personal mode (default) - Everything local to your project\nuvx quaestor init\n\n# Team mode - Shared commands, committed rules\nuvx quaestor init --mode team\n```\n\n### Personal Mode (Default)\nCreates a self-contained setup in your project:\n```\nproject/\n\u251c\u2500\u2500 CLAUDE.md # Context-aware rules in project root\n\u251c\u2500\u2500 .claude/ # Configuration only\n\u2502 \u2514\u2500\u2500 settings.local.json # Local hooks config (not committed)\n\u251c\u2500\u2500 .quaestor/ # Documentation, memory & hooks (gitignored)\n\u2502 \u251c\u2500\u2500 ARCHITECTURE.md\n\u2502 \u251c\u2500\u2500 MEMORY.md\n\u2502 \u251c\u2500\u2500 PATTERNS.md\n\u2502 \u251c\u2500\u2500 VALIDATION.md\n\u2502 \u251c\u2500\u2500 AUTOMATION.md\n\u2502 \u251c\u2500\u2500 manifest.json # Version tracking for updates\n\u2502 \u2514\u2500\u2500 hooks/ # Hook scripts\n\u2502 \u251c\u2500\u2500 workflow/\n\u2502 \u2514\u2500\u2500 validation/\n\u251c\u2500\u2500 ~/.claude/commands/ # Personal commands (global)\n\u2502 \u251c\u2500\u2500 task.md\n\u2502 \u251c\u2500\u2500 status.md\n\u2502 \u251c\u2500\u2500 analyze.md\n\u2502 \u251c\u2500\u2500 milestone.md\n\u2502 \u251c\u2500\u2500 check.md\n\u2502 \u251c\u2500\u2500 auto-commit.md\n\u2502 \u251c\u2500\u2500 milestone-pr.md\n\u2502 \u2514\u2500\u2500 project-init.md\n\u2514\u2500\u2500 .gitignore # Auto-updated (.quaestor/, .claude/settings.local.json)\n```\n\n### Team Mode\nFor shared projects with consistent standards:\n```\nproject/\n\u251c\u2500\u2500 CLAUDE.md # Team rules (committed)\n\u251c\u2500\u2500 .claude/ # Project configuration\n\u2502 \u251c\u2500\u2500 commands/ # Project commands (shared with team)\n\u2502 \u2502 \u251c\u2500\u2500 task.md\n\u2502 \u2502 \u251c\u2500\u2500 status.md\n\u2502 \u2502 \u251c\u2500\u2500 analyze.md\n\u2502 \u2502 \u251c\u2500\u2500 milestone.md\n\u2502 \u2502 \u251c\u2500\u2500 check.md\n\u2502 \u2502 \u251c\u2500\u2500 auto-commit.md\n\u2502 \u2502 \u251c\u2500\u2500 milestone-pr.md\n\u2502 \u2502 \u2514\u2500\u2500 project-init.md\n\u2502 \u2514\u2500\u2500 settings.json # Hooks configuration\n\u251c\u2500\u2500 .quaestor/ # Shared documentation (committed)\n\u2502 \u251c\u2500\u2500 QUAESTOR_CLAUDE.md\n\u2502 \u251c\u2500\u2500 CRITICAL_RULES.md\n\u2502 \u251c\u2500\u2500 ARCHITECTURE.md\n\u2502 \u251c\u2500\u2500 MEMORY.md\n\u2502 \u251c\u2500\u2500 PATTERNS.md\n\u2502 \u251c\u2500\u2500 VALIDATION.md\n\u2502 \u251c\u2500\u2500 AUTOMATION.md\n\u2502 \u251c\u2500\u2500 manifest.json # Version tracking\n\u2502 \u2514\u2500\u2500 hooks/ # Hook scripts\n\u2502 \u251c\u2500\u2500 workflow/\n\u2502 \u2514\u2500\u2500 validation/\n\u2514\u2500\u2500 .gitignore # NOT modified by Quaestor (team decides)\n```\n\nNow Claude can use commands with project-specific behavior:\n```\n/task: implement user authentication\n/status\n/configure\n```\n\n## Installation\n\n### Using uvx (Recommended)\n```bash\n# No install needed\nuvx quaestor init\n```\n\n### Using pip\n```bash\n# Install globally\npip install quaestor\n```\n\n### Using Nix\n```bash\n# Run directly with Nix flakes\nnix run github:jeanluciano/quaestor -- init\n\n# Add to your flake.nix for project integration\n{\n inputs = {\n quaestor.url = \"github:jeanluciano/quaestor\";\n # ... other inputs\n };\n \n outputs = { self, quaestor, ... }: {\n # Use quaestor.packages.${system}.default\n # Or quaestor.apps.${system}.default\n };\n}\n\n# For development with Nix\nnix develop github:jeanluciano/quaestor\n```\n\n## Commands\n\n**CLI Commands:**\n- `quaestor init` - Initialize with smart defaults\n - `--mode personal` (default) - Local, self-contained setup\n - `--mode team` - Shared commands and rules\n - `--contextual` (default) - Analyze project complexity\n- `quaestor configure` - Customize command behavior\n - `--init` - Create command configuration\n - `--command <name> --create-override` - Override specific commands\n- `quaestor update` - Update while preserving your changes\n\n**AI Assistant Commands**:\n- `/task` - Implement features with orchestration\n- `/status` - Show progress with velocity tracking\n- `/analyze` - Code analysis across multiple dimensions\n- `/milestone` - Manage phases with completion detection\n- `/check` - Quality validation and fixing\n- `/auto-commit` - Conventional commits for TODOs\n- `/milestone-pr` - Automated PR creation\n- `/project-init` - Framework detection and project setup\n\n## Key Features\n\n### \ud83e\udde0 Context-Aware Commands\nQuaestor commands use patterns for better Claude integration:\n- **Auto-activation** \u2192 Context-aware triggers and thresholds\n- **Performance profiling** \u2192 Standard, optimization, and complex execution modes \n- **Quality gates** \u2192 Error fixing with parallel agents\n- **Token efficiency** \u2192 Reduction through symbol system\n\nRules work ambiently in CLAUDE.md, not just in commands!\n\n### \u2699\ufe0f Command Customization\nConfigure commands per project with `.quaestor/command-config.yaml`:\n```yaml\ncommands:\n task:\n enforcement: strict\n parameters:\n minimum_test_coverage: 90\n max_function_lines: 30\n custom_rules:\n - \"All APIs must have OpenAPI specs\"\n - \"Database changes require migrations\"\n```\n\nOr create full overrides in `.quaestor/commands/task.md`.\n\n### \ud83c\udfaf Flexible Modes\n\n**Installation modes determine where files are stored:**\n\n**Personal Mode (Default)**:\n- Commands installed globally in `~/.claude/commands/` (marked as \"(user)\")\n- Local settings in `.claude/settings.local.json` (not committed)\n- CLAUDE.md in project root for easy discovery\n- All Quaestor files in `.quaestor/` (gitignored)\n- Manifest tracking enables updates via `quaestor init`\n\n**Team Mode**:\n- Commands in `.claude/commands/` (marked as \"(project)\", shared with team)\n- Settings in `.claude/settings.json` (committed)\n- CLAUDE.md in project root with team standards\n- All Quaestor files in `.quaestor/` (committed)\n- No gitignore modifications (team controls what to track)\n\n**Note**: Both modes support all command complexity levels. Mode choice is about file organization, not project complexity.\n\n### \ud83d\udcca Smart Project Analysis\n- Auto-detects language (Python, Rust, JS/TS, Go, Java, etc.)\n- Identifies test frameworks and CI/CD\n- Recognizes team markers (CODEOWNERS, PR templates)\n- Calculates complexity score\n\n### \ud83d\udd04 Workflow Orchestration\nAdaptive workflow based on scope:\n- **Direct execution**: <10 files \u2192 Read + Edit operations\n- **Parallel agents**: 10-50 files \u2192 Multi-agent coordination \n- **Complex systems**: >50 files \u2192 Systematic agent delegation\n- **Quality cycles**: Execute \u2192 Validate \u2192 Fix \u2192 Complete\n- **Auto-escalation**: Complexity threshold triggers\n\n### \ud83d\udcc8 Command Complexity Thresholds\nCommands adapt their behavior based on task complexity (0.0-1.0):\n- **Standard (0.2-0.4)**: Quick, focused operations (e.g., `/status`, `/milestone`)\n- **Optimization (0.4-0.6)**: Balanced efficiency with smart features (e.g., `/check`)\n- **Complex (0.6-0.8)**: Full orchestration and deep analysis (e.g., `/task`, `/analyze`)\n\nThresholds control: auto-activation features, parallel processing, quality gates, and error recovery.\n\n\n## Recent Updates (v0.5.2)\n\n### Bug Fixes & Architecture Improvements\n- **Critical TODO Resolutions**:\n - Implemented component reinitialization logic in A1 service core\n - Added proper IPC/socket communication in Quaestor bridge using `IPCEventTransport`\n - Both TODOs were blocking proper service lifecycle management\n- **Code Quality Improvements**:\n - Fixed all 31 linting issues across the codebase (trailing whitespace, unused imports, f-strings)\n - Improved code organization and readability\n - Enhanced type annotations consistency\n- **Documentation Updates**:\n - Updated README.md to reflect current version and improvements\n - Documented recent architecture enhancements\n - Improved changelog organization for better version tracking\n\n### Previous Updates (v0.5.0)\n- **Enhanced A1 Service Architecture**:\n - Initial component framework for dynamic configuration\n - Base IPC/socket communication structure\n - Service lifecycle management foundation\n- **Project Analysis Enhancements**:\n - Fixed broken import in rule engine\n - Cleaned up dead code for better maintainability\n - Intelligent rule adaptation based on project complexity (0.0-1.0 scoring)\n- **Code Quality Foundation**:\n - Initial linting setup\n - Type annotation improvements\n - Modular configuration structure planning\n\n### Previous Updates (v0.4.4)\n- **Improved Installation Experience**:\n - Personal mode: Commands now install globally as personal commands\n - Personal mode: Uses `settings.local.json` to keep configuration private\n - Team mode: Commands install as project commands in `.claude/commands/`\n - Both modes: Hooks now always install to `.quaestor/hooks/`\n- **Manifest Support for Personal Mode** - Enables `quaestor init` to check for updates\n- **Enhanced Hook Integration** - Hooks now properly call automation module\n- **Better File Organization** - Cleaner separation between personal and team modes\n- **No Forced Gitignore** - Team mode no longer modifies gitignore\n\n## How It Works\n\n1. **Project Analysis** - Scans for language, tests, complexity\n2. **Context Generation** - Creates appropriate CLAUDE.md rules\n3. **Command Setup** - Installs commands (local or global)\n4. **Customization** - Allows per-project overrides\n5. **Smart Updates** - Preserves your changes\n\n### Example Workflows\n\n- **Simple tasks**: Direct implementation with quality validation\n- **Complex tasks**: Orchestrated workflow with parallel agents and quality gates\n- **Auto-tracking**: Progress updates and conventional commits\n\n### Command Customization\n\n```bash\nquaestor configure --init # Create config\n```\n\nEdit `.quaestor/command-config.yaml` to add project-specific rules and enforcement levels.\n\n\n## Ambient Rule Enforcement\n\nQuaestor's rules work everywhere in CLAUDE.md, not just in commands. Rules guide Claude's behavior for complexity checking, delegation triggers, and quality standards across all interactions.\n\n## Updating\n\n```bash\n# Check what would change\nquaestor update --check\n\n# Update with backup\nquaestor update --backup\n\n# Force update all files\nquaestor update --force\n```\n\nUpdates preserve your customizations in user-editable files.\n\n## What's Coming Next\n\nWe're working on **A1** (Automatic Intelligence), a next-generation system that will bring:\n- Event-driven architecture for improved performance\n- Enhanced learning and adaptation capabilities\n- Simplified codebase with modular extensions\n- Advanced pattern recognition and workflow detection\n\nA1 is currently in development and not yet ready for production use.\n\n## Contributing\n\n```bash\ngit clone https://github.com/jeanluciano/quaestor.git\ncd quaestor\nuv sync\nuv run pytest\n```\n\n## License\n\nMIT License\n\n---\n\n<div align=\"center\">\n\n[Documentation](https://github.com/jeanluciano/quaestor) \u00b7 [Issues](https://github.com/jeanluciano/quaestor/issues)\n\n</div>\n",
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