session-mgmt-mcp

Name	session-mgmt-mcp JSON
Version	0.7.4 JSON
	download
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Summary	MCP server for Claude session management and conversation memory
upload_time	2025-10-09 04:16:20
maintainer	None
docs_url	None
author	None
requires_python	>=3.13
license	BSD 3-Clause License Copyright (c) 2025, Wedgwood Web Works Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: 1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. 3. Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
keywords	ai-tools anthropic claude conversation-memory mcp reflection session-management
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            # Session Management MCP Server

[![Code style: crackerjack](https://img.shields.io/badge/code%20style-crackerjack-000042)](https://github.com/lesleslie/crackerjack)
[![Python: 3.13+](https://img.shields.io/badge/python-3.13%2B-green)](https://www.python.org/downloads/)
![Coverage](https://img.shields.io/badge/coverage-34.4%25-red)

A dedicated MCP server that provides comprehensive session management functionality for Claude Code sessions across any project.

## Features

- **🚀 Session Initialization**: Complete setup with UV dependency management, project analysis, and automation tools
- **🔍 Quality Checkpoints**: Mid-session quality monitoring with workflow analysis and optimization recommendations
- **🏁 Session Cleanup**: Comprehensive cleanup with learning capture and handoff file creation
- **📊 Status Monitoring**: Real-time session status and project context analysis
- **⚡ Auto-Generated Shortcuts**: Automatically creates `/start`, `/checkpoint`, and `/end` Claude Code slash commands

## 🚀 Automatic Session Management (NEW!)

**For Git Repositories:**

- ✅ **Automatic initialization** when Claude Code connects
- ✅ **Automatic cleanup** when session ends (quit, crash, or network failure)
- ✅ **Intelligent auto-compaction** during checkpoints
- ✅ **Zero manual intervention** required

**For Non-Git Projects:**

- 📝 Use `/start` for manual initialization
- 📝 Use `/end` for manual cleanup
- 📝 Full session management features available on-demand

The server automatically detects git repositories and provides seamless session lifecycle management with crash resilience and network failure recovery. Non-git projects retain manual control for flexible workflow management.

## Available MCP Tools

**Total: 70+ specialized tools** organized into 10 functional categories:

### 🎯 Core Session Management (8 tools)

- **`start`** - Comprehensive session initialization with project analysis, UV sync, and memory setup
- **`checkpoint`** - Mid-session quality assessment with V2 scoring system and workflow analysis
- **`end`** - Complete session cleanup with learning capture and handoff documentation
- **`status`** - Current session overview with health checks and diagnostics
- **`permissions`** - Manage trusted operations to reduce permission prompts
- **`auto_compact`** - Automatic context window compaction when needed
- **`quality_monitor`** - Real-time quality monitoring and tracking
- **`session_welcome`** - Session connection information and continuity

### 🧠 Memory & Conversation Search (14 tools)

**Semantic Search & Retrieval**:

- **`reflect_on_past`** / **`search_reflections`** - Semantic search through past conversations using local AI embeddings (all-MiniLM-L6-v2)
- **`quick_search`** - Fast overview search with count and top results
- **`search_summary`** - Aggregated insights without individual results
- **`get_more_results`** - Pagination support for large result sets

**Targeted Search**:

- **`search_by_file`** - Find conversations about specific files
- **`search_by_concept`** - Search for development concepts and patterns
- **`search_code`** - Code-specific search with pattern matching
- **`search_errors`** - Search error patterns and resolutions
- **`search_temporal`** - Time-based search queries

**Storage & Management**:

- **`store_reflection`** - Store insights with tagging and embeddings
- **`reflection_stats`** - Memory system statistics and health
- **`reset_reflection_database`** - Reset/rebuild memory database

**Advanced**:

- **`_optimize_search_results`** - Token-aware result optimization

### 📊 Crackerjack Quality Integration (11 tools)

**Command Execution**:

- **`execute_crackerjack_command`** / **`crackerjack_run`** - Execute crackerjack with analytics
- **`crackerjack_help`** - Comprehensive help for choosing commands

**Metrics & Analysis**:

- **`crackerjack_metrics`** - Quality metrics trends over time
- **`crackerjack_quality_trends`** - Trend analysis with actionable insights
- **`get_crackerjack_quality_metrics`** - Detailed quality metric extraction
- **`get_crackerjack_results_history`** - Command execution history

**Pattern Detection**:

- **`crackerjack_patterns`** - Test failure pattern analysis
- **`analyze_crackerjack_test_patterns`** - Deep test pattern analysis
- **`crackerjack_history`** - Execution history with trends

**Health & Status**:

- **`crackerjack_health_check`** - Integration health diagnostics

### 🤖 LLM Provider Management (5 tools)

- **`list_llm_providers`** - List available LLM providers and models
- **`test_llm_providers`** - Test provider availability and functionality
- **`generate_with_llm`** - Generate text using specified provider
- **`chat_with_llm`** - Have conversations with LLM providers
- **`configure_llm_provider`** - Configure provider credentials and settings

### ☁️ Serverless Session Management (8 tools)

- **`create_serverless_session`** - Create session with external storage
- **`get_serverless_session`** - Retrieve session state
- **`update_serverless_session`** - Update session state
- **`delete_serverless_session`** - Delete session
- **`list_serverless_sessions`** - List sessions by user/project
- **`test_serverless_storage`** - Test storage backend availability
- **`cleanup_serverless_sessions`** - Clean up expired sessions
- **`configure_serverless_storage`** - Configure storage backends (Redis, S3, local)

### 👥 Team Collaboration & Knowledge Sharing (4 tools)

- **`create_team`** - Create team for knowledge sharing
- **`search_team_knowledge`** - Search team reflections with access control
- **`get_team_statistics`** - Team activity and statistics
- **`vote_on_reflection`** - Vote on team reflections (upvote/downvote)

### 🔗 Multi-Project Coordination (4 tools)

- **`create_project_group`** - Create project groups for coordination
- **`add_project_dependency`** - Add dependency relationships between projects
- **`search_across_projects`** - Search conversations across related projects
- **`get_project_insights`** - Cross-project insights and collaboration opportunities

### 📱 Application & Activity Monitoring (5 tools)

- **`start_app_monitoring`** - Start IDE and browser activity monitoring
- **`stop_app_monitoring`** - Stop activity monitoring
- **`get_activity_summary`** - Activity summary over time period
- **`get_context_insights`** - Generate insights from development behavior
- **`get_active_files`** - Get recently active files

### 🔄 Interruption & Context Management (7 tools)

- **`start_interruption_monitoring`** - Smart detection and context preservation
- **`stop_interruption_monitoring`** - Stop interruption monitoring
- **`create_session_context`** - Create session context snapshot
- **`preserve_current_context`** - Preserve context during interruptions
- **`restore_session_context`** - Restore preserved session context
- **`get_interruption_history`** - Interruption history and statistics
- **`get_interruption_statistics`** - Comprehensive interruption stats

### ⏰ Natural Language Scheduling (5 tools)

- **`create_natural_reminder`** - Create reminder from natural language
- **`list_user_reminders`** - List pending reminders
- **`cancel_user_reminder`** - Cancel specific reminder
- **`start_reminder_service`** - Start background reminder service
- **`stop_reminder_service`** - Stop reminder service

### 🌳 Git Worktree Management (3 tools)

- **`git_worktree_add`** - Create new git worktree
- **`git_worktree_remove`** - Remove existing worktree
- **`git_worktree_switch`** - Switch context between worktrees with session preservation

### 🔍 Advanced Search Features (3 tools)

- **`advanced_search`** - Faceted search with filtering
- **`search_suggestions`** - Search completion suggestions
- **`get_search_metrics`** - Search and activity metrics

All tools use **local processing** for privacy, with **DuckDB vector storage** (FLOAT[384] embeddings) and **ONNX-based semantic search** requiring no external API calls.

## 🚀 Integration with Crackerjack

Session-mgmt includes deep integration with [Crackerjack](https://github.com/lesleslie/crackerjack), the AI-driven Python development platform:

**Integrated Features:**

- **📊 Quality Metrics Tracking**: Automatically captures and tracks Crackerjack quality scores over time
- **🧪 Test Result Monitoring**: Learns from test patterns, failures, and successful fixes
- **🔍 Error Pattern Recognition**: Remembers how specific errors were resolved and suggests solutions
- **📝 Command History Analysis**: Tracks which Crackerjack commands are most effective for different scenarios
- **🎯 Progress Intelligence**: Predicts completion times based on historical data

**Why Use Both Together:**

- **Crackerjack**: Enforces code quality, runs tests, manages releases, and provides AI auto-fixing
- **Session-mgmt**: Remembers what worked, tracks progress evolution, and maintains context
- **Synergy**: Creates an intelligent development environment that learns from every interaction

**Example Integrated Workflow:**

1. 🚀 **Session-mgmt `start`** - Sets up your session with accumulated context from previous work
1. 🔧 **Crackerjack runs** quality checks and applies AI agent fixes to resolve issues
1. 💾 **Session-mgmt captures** successful patterns, quality improvements, and error resolutions
1. 🧠 **Next session starts** with all accumulated knowledge and learned patterns
1. 📈 **Continuous improvement** as both systems get smarter with each interaction

**Technical Integration:**
The `crackerjack_integration.py` module (50KB+) provides:

- Real-time progress tracking during Crackerjack operations
- Quality metric extraction and trend analysis
- Test result pattern detection and storage
- Error resolution pattern matching for faster fixes
- Command effectiveness scoring for workflow optimization

**Configuration Example:**

```json
{
  "mcpServers": {
    "crackerjack": {
      "command": "python",
      "args": ["-m", "crackerjack", "--start-mcp-server"]
    },
    "session-mgmt": {
      "command": "python",
      "args": ["-m", "session_mgmt_mcp.server"]
    }
  }
}
```

The integration is automatic once both servers are configured - they coordinate through the MCP protocol without requiring additional setup.

### Crackerjack MCP Tool Usage

When using Crackerjack through MCP tools, follow these patterns for correct usage:

#### ✅ Correct Usage

```python
# Run tests with AI auto-fix
await crackerjack_run(command="test", ai_agent_mode=True)

# Run all checks with verbose output
await crackerjack_run(
    command="check",
    args="--verbose",
    ai_agent_mode=True,
    timeout=600,  # 10 minutes for complex fixes
)

# Dry-run to preview fixes
await crackerjack_run(command="test", args="--dry-run", ai_agent_mode=True)

# Run security checks
await execute_crackerjack_command(command="security")

# Run with custom iteration limit
await crackerjack_run(command="test", args="--max-iterations 15", ai_agent_mode=True)
```

#### ❌ Common Mistakes

```python
# WRONG - Don't put flags in command parameter
await crackerjack_run(command="--ai-fix -t")

# WRONG - Don't put --ai-fix in args
await crackerjack_run(command="test", args="--ai-fix")

# WRONG - Don't use CLI flag syntax
await execute_crackerjack_command(command="-t --verbose")

# CORRECT
await crackerjack_run(command="test", ai_agent_mode=True)
```

#### Parameters

- **`command`** (required): Semantic command name

  - Valid: `test`, `lint`, `check`, `format`, `security`, `complexity`, `all`
  - Invalid: `--ai-fix`, `-t`, any CLI flags

- **`ai_agent_mode`** (optional, default False): Enable AI-powered auto-fix

  - Replaces the `--ai-fix` CLI flag
  - Requires Anthropic API key configured in crackerjack
  - Max 10 iterations by default (configurable via `--max-iterations` in args)

- **`args`** (optional): Additional arguments

  - Examples: `--verbose`, `--dry-run`, `--max-iterations 5`
  - Do NOT include `--ai-fix` here - use `ai_agent_mode=True` instead

- **`working_directory`** (optional, default "."): Working directory for command execution

- **`timeout`** (optional, default 300): Timeout in seconds

  - Increase for complex auto-fix operations (e.g., 600-1200 seconds)

#### Auto-Fix Workflow

When `ai_agent_mode=True`, Crackerjack will:

1. Run pre-commit hooks and detect issues
1. Apply AI-powered fixes using Claude AI
1. Re-run hooks to verify fixes
1. Iterate up to 10 times (or custom `--max-iterations`) until convergence
1. Stop when all hooks pass or no progress can be made

**Configuration Requirements:**

```bash
# 1. Set API key
export ANTHROPIC_API_KEY=sk-ant-...

# 2. Configure adapter in settings/adapters.yml
ai: claude
```

See [Crackerjack AUTO_FIX_GUIDE.md](https://github.com/lesleslie/crackerjack/blob/main/docs/AUTO_FIX_GUIDE.md) for detailed auto-fix documentation.

## Installation

### From Source

```bash
# Clone the repository
git clone https://github.com/lesleslie/session-mgmt-mcp.git
cd session-mgmt-mcp

# Install with all dependencies (development + testing)
uv sync --group dev

# Or install minimal production dependencies only
uv sync

# Or use pip (for production only)
pip install session-mgmt-mcp
```

### MCP Configuration

Add to your project's `.mcp.json` file:

```json
{
  "mcpServers": {
    "session-mgmt": {
      "command": "python",
      "args": ["-m", "session_mgmt_mcp.server"],
      "cwd": "/path/to/session-mgmt-mcp",
      "env": {
        "PYTHONPATH": "/path/to/session-mgmt-mcp"
      }
    }
  }
}
```

### Alternative: Use Script Entry Point

If installed with pip/uv, you can use the script entry point:

```json
{
  "mcpServers": {
    "session-mgmt": {
      "command": "session-mgmt-mcp",
      "args": [],
      "env": {}
    }
  }
}
```

### Dependencies

**Core Requirements** (from pyproject.toml):

- Python 3.13+
- `fastmcp>=2` - MCP server framework
- `duckdb>=0.9` - Conversation storage with vector support
- `numpy>=1.24` - Numerical operations for embeddings
- `pydantic>=2.0` - Data validation and settings management
- `tiktoken>=0.5` - Token counting and optimization
- `crackerjack` - Code quality and testing integration
- `onnxruntime>=1.15` - Local ONNX model inference
- `transformers>=4.21` - Tokenizer for embedding models
- `psutil>=7.0.0` - System and process utilities
- `rich>=14.1.0` - Terminal formatting and output
- `structlog>=25.4` - Structured logging
- `pydantic-settings>=2.0` - Settings management
- `tomli>=2.2.1` - TOML parsing
- `typer>=0.17.4` - CLI interface

**Development Dependencies** (install with `--group dev`):

- `pytest>=7` + `pytest-asyncio>=0.21` - Testing framework
- `pytest-cov>=4`, `pytest-benchmark>=4` - Coverage and benchmarking
- `pytest-xdist>=3`, `pytest-timeout>=2.1` - Parallel execution and timeouts
- `hypothesis>=6.70` - Property-based testing
- `coverage>=7` - Code coverage analysis
- `pytest-mock>=3.10` - Mocking utilities
- `psutil>=5.9` - Process monitoring

Install all dependencies:

```bash
# Full installation with development + testing tools
uv sync --group dev

# Minimal installation (production only)
uv sync

# Install from PyPI with pip
pip install session-mgmt-mcp

# Add to existing UV project
uv add session-mgmt-mcp

# Add with development dependencies
uv add session-mgmt-mcp --group dev
```

## Usage

Once configured, the following slash commands become available in Claude Code:

### Primary Session Commands

- `/session-mgmt:start` - Full session initialization with workspace verification
- `/session-mgmt:checkpoint` - Quality monitoring checkpoint with scoring
- `/session-mgmt:end` - Complete session cleanup with learning capture
- `/session-mgmt:status` - Current status overview with health checks

### Auto-Generated Shortcuts

The first time you run `/session-mgmt:start`, convenient shortcuts are automatically created:

- **`/start`** → `/session-mgmt:start` - Quick session initialization
- **`/checkpoint [name]`** → `/session-mgmt:checkpoint` - Create named checkpoints
- **`/end`** → `/session-mgmt:end` - Quick session cleanup

> These shortcuts are created in `~/.claude/commands/` and work across all projects

### Memory & Search Commands

- `/session-mgmt:reflect_on_past` - Search past conversations with semantic similarity
- `/session-mgmt:store_reflection` - Store important insights with tagging
- `/session-mgmt:quick_search` - Fast search with overview results
- `/session-mgmt:permissions` - Manage trusted operations

### Advanced Usage

**Running Server Directly** (for development):

```bash
python -m session_mgmt_mcp.server
# or
session-mgmt-mcp
```

**Testing Memory Features**:

```bash
# The memory system automatically stores conversations and provides:
# - Semantic search across all past conversations
# - Local embedding generation (no external API needed)
# - Cross-project conversation history
# - Time-decay prioritization for recent content
```

## Memory System Architecture

### Built-in Conversation Memory

- **Local Storage**: DuckDB database at `~/.claude/data/reflection.duckdb`
- **Embeddings**: Local ONNX models (all-MiniLM-L6-v2) for semantic search
- **Vector Storage**: FLOAT[384] arrays for similarity matching
- **No External Dependencies**: Everything runs locally for privacy
- **Cross-Project History**: Conversations tagged by project context

### Search Capabilities

- **Semantic Search**: Vector similarity with customizable thresholds
- **Text Fallback**: Standard text search when embeddings unavailable
- **Time Decay**: Recent conversations prioritized in results
- **Project Context**: Filter searches by project or search across all
- **Batch Operations**: Efficient bulk storage and retrieval

## Data Storage

This server manages its data locally in the user's home directory:

- **Memory Storage**: `~/.claude/data/reflection.duckdb`
- **Session Logs**: `~/.claude/logs/`
- **Configuration**: Uses pyproject.toml and environment variables

## Recommended Session Workflow

1. **Initialize Session**: `/session-mgmt:start`

   - UV dependency synchronization
   - Project context analysis and health monitoring
   - Session quality tracking setup
   - Memory system initialization
   - Permission system setup

1. **Monitor Progress**: `/session-mgmt:checkpoint` (every 30-45 minutes)

   - Real-time quality scoring
   - Workflow optimization recommendations
   - Progress tracking and goal alignment
   - Automatic Git checkpoint commits

1. **Search Past Work**: `/session-mgmt:reflect_on_past`

   - Semantic search through project history
   - Find relevant past conversations and solutions
   - Build on previous insights

1. **Store Important Insights**: `/session-mgmt:store_reflection`

   - Capture key learnings and solutions
   - Tag insights for easy retrieval
   - Build project knowledge base

1. **End Session**: `/session-mgmt:end`

   - Final quality assessment
   - Learning capture across categories
   - Session handoff file creation
   - Memory persistence and cleanup

## Benefits

### Comprehensive Coverage

- **Session Quality**: Real-time monitoring and optimization
- **Memory Persistence**: Cross-session conversation retention
- **Project Structure**: Context-aware development workflows

### Reduced Friction

- **Single Command Setup**: One `/session-mgmt:start` sets up everything
- **Local Dependencies**: No external API calls or services required
- **Intelligent Permissions**: Reduces repeated permission prompts
- **Automated Workflows**: Structured processes for common tasks

### Enhanced Productivity

- **Quality Scoring**: Guides session effectiveness
- **Built-in Memory**: Enables building on past work automatically
- **Project Templates**: Accelerates development setup
- **Knowledge Persistence**: Maintains context across sessions

## Documentation

The project documentation is organized into the following categories:

### For Developers

- **[Testing Guide](docs/TESTING.md)** - Comprehensive testing strategy, status, and standards
- **[Parameter Validation](docs/developer/PARAMETER_VALIDATION.md)** - Pydantic parameter validation guide
- **[Architecture](docs/developer/ARCHITECTURE.md)** - System architecture and design patterns
- **[Integration](docs/developer/INTEGRATION.md)** - Integration patterns and best practices

### For Users

- **[Quick Start](docs/user/QUICK_START.md)** - Getting started guide
- **[Configuration](docs/user/CONFIGURATION.md)** - Setup and configuration options
- **[Deployment](docs/user/DEPLOYMENT.md)** - Deployment and production setup
- **[MCP Tools Reference](docs/user/MCP_TOOLS_REFERENCE.md)** - Complete tool documentation

### Features

- **[AI Integration](docs/features/AI_INTEGRATION.md)** - AI integration strategies and patterns
- **[Token Optimization](docs/features/TOKEN_OPTIMIZATION.md)** - Token management and chunking features
- **[Auto Lifecycle](docs/features/AUTO_LIFECYCLE.md)** - Automatic session management
- **[Crackerjack Integration](docs/CRACKERJACK.md)** - Comprehensive code quality integration
- **[Selective Auto-Store](docs/features/SELECTIVE_AUTO_STORE.md)** - Smart reflection storage

### Reference

- **[MCP Schema Reference](docs/reference/MCP_SCHEMA_REFERENCE.md)** - MCP protocol schemas
- **[Slash Command Shortcuts](docs/reference/slash-command-shortcuts.md)** - Command reference

## Troubleshooting

### Common Issues

- **Memory/embedding issues**: Ensure all dependencies are installed with `uv sync` (embeddings are now included by default)
- **Path errors**: Ensure `cwd` and `PYTHONPATH` are set correctly in `.mcp.json`
- **Permission issues**: Use `/session-mgmt:permissions` to trust operations
- **Project context**: Analyze current project health and structure

### Debug Mode

```bash
# Run with verbose logging
PYTHONPATH=/path/to/session-mgmt-mcp python -m session_mgmt_mcp.server --debug
```

            

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    "description": "# Session Management MCP Server\n\n[![Code style: crackerjack](https://img.shields.io/badge/code%20style-crackerjack-000042)](https://github.com/lesleslie/crackerjack)\n[![Python: 3.13+](https://img.shields.io/badge/python-3.13%2B-green)](https://www.python.org/downloads/)\n![Coverage](https://img.shields.io/badge/coverage-34.4%25-red)\n\nA dedicated MCP server that provides comprehensive session management functionality for Claude Code sessions across any project.\n\n## Features\n\n- **\ud83d\ude80 Session Initialization**: Complete setup with UV dependency management, project analysis, and automation tools\n- **\ud83d\udd0d Quality Checkpoints**: Mid-session quality monitoring with workflow analysis and optimization recommendations\n- **\ud83c\udfc1 Session Cleanup**: Comprehensive cleanup with learning capture and handoff file creation\n- **\ud83d\udcca Status Monitoring**: Real-time session status and project context analysis\n- **\u26a1 Auto-Generated Shortcuts**: Automatically creates `/start`, `/checkpoint`, and `/end` Claude Code slash commands\n\n## \ud83d\ude80 Automatic Session Management (NEW!)\n\n**For Git Repositories:**\n\n- \u2705 **Automatic initialization** when Claude Code connects\n- \u2705 **Automatic cleanup** when session ends (quit, crash, or network failure)\n- \u2705 **Intelligent auto-compaction** during checkpoints\n- \u2705 **Zero manual intervention** required\n\n**For Non-Git Projects:**\n\n- \ud83d\udcdd Use `/start` for manual initialization\n- \ud83d\udcdd Use `/end` for manual cleanup\n- \ud83d\udcdd Full session management features available on-demand\n\nThe server automatically detects git repositories and provides seamless session lifecycle management with crash resilience and network failure recovery. Non-git projects retain manual control for flexible workflow management.\n\n## Available MCP Tools\n\n**Total: 70+ specialized tools** organized into 10 functional categories:\n\n### \ud83c\udfaf Core Session Management (8 tools)\n\n- **`start`** - Comprehensive session initialization with project analysis, UV sync, and memory setup\n- **`checkpoint`** - Mid-session quality assessment with V2 scoring system and workflow analysis\n- **`end`** - Complete session cleanup with learning capture and handoff documentation\n- **`status`** - Current session overview with health checks and diagnostics\n- **`permissions`** - Manage trusted operations to reduce permission prompts\n- **`auto_compact`** - Automatic context window compaction when needed\n- **`quality_monitor`** - Real-time quality monitoring and tracking\n- **`session_welcome`** - Session connection information and continuity\n\n### \ud83e\udde0 Memory & Conversation Search (14 tools)\n\n**Semantic Search & Retrieval**:\n\n- **`reflect_on_past`** / **`search_reflections`** - Semantic search through past conversations using local AI embeddings (all-MiniLM-L6-v2)\n- **`quick_search`** - Fast overview search with count and top results\n- **`search_summary`** - Aggregated insights without individual results\n- **`get_more_results`** - Pagination support for large result sets\n\n**Targeted Search**:\n\n- **`search_by_file`** - Find conversations about specific files\n- **`search_by_concept`** - Search for development concepts and patterns\n- **`search_code`** - Code-specific search with pattern matching\n- **`search_errors`** - Search error patterns and resolutions\n- **`search_temporal`** - Time-based search queries\n\n**Storage & Management**:\n\n- **`store_reflection`** - Store insights with tagging and embeddings\n- **`reflection_stats`** - Memory system statistics and health\n- **`reset_reflection_database`** - Reset/rebuild memory database\n\n**Advanced**:\n\n- **`_optimize_search_results`** - Token-aware result optimization\n\n### \ud83d\udcca Crackerjack Quality Integration (11 tools)\n\n**Command Execution**:\n\n- **`execute_crackerjack_command`** / **`crackerjack_run`** - Execute crackerjack with analytics\n- **`crackerjack_help`** - Comprehensive help for choosing commands\n\n**Metrics & Analysis**:\n\n- **`crackerjack_metrics`** - Quality metrics trends over time\n- **`crackerjack_quality_trends`** - Trend analysis with actionable insights\n- **`get_crackerjack_quality_metrics`** - Detailed quality metric extraction\n- **`get_crackerjack_results_history`** - Command execution history\n\n**Pattern Detection**:\n\n- **`crackerjack_patterns`** - Test failure pattern analysis\n- **`analyze_crackerjack_test_patterns`** - Deep test pattern analysis\n- **`crackerjack_history`** - Execution history with trends\n\n**Health & Status**:\n\n- **`crackerjack_health_check`** - Integration health diagnostics\n\n### \ud83e\udd16 LLM Provider Management (5 tools)\n\n- **`list_llm_providers`** - List available LLM providers and models\n- **`test_llm_providers`** - Test provider availability and functionality\n- **`generate_with_llm`** - Generate text using specified provider\n- **`chat_with_llm`** - Have conversations with LLM providers\n- **`configure_llm_provider`** - Configure provider credentials and settings\n\n### \u2601\ufe0f Serverless Session Management (8 tools)\n\n- **`create_serverless_session`** - Create session with external storage\n- **`get_serverless_session`** - Retrieve session state\n- **`update_serverless_session`** - Update session state\n- **`delete_serverless_session`** - Delete session\n- **`list_serverless_sessions`** - List sessions by user/project\n- **`test_serverless_storage`** - Test storage backend availability\n- **`cleanup_serverless_sessions`** - Clean up expired sessions\n- **`configure_serverless_storage`** - Configure storage backends (Redis, S3, local)\n\n### \ud83d\udc65 Team Collaboration & Knowledge Sharing (4 tools)\n\n- **`create_team`** - Create team for knowledge sharing\n- **`search_team_knowledge`** - Search team reflections with access control\n- **`get_team_statistics`** - Team activity and statistics\n- **`vote_on_reflection`** - Vote on team reflections (upvote/downvote)\n\n### \ud83d\udd17 Multi-Project Coordination (4 tools)\n\n- **`create_project_group`** - Create project groups for coordination\n- **`add_project_dependency`** - Add dependency relationships between projects\n- **`search_across_projects`** - Search conversations across related projects\n- **`get_project_insights`** - Cross-project insights and collaboration opportunities\n\n### \ud83d\udcf1 Application & Activity Monitoring (5 tools)\n\n- **`start_app_monitoring`** - Start IDE and browser activity monitoring\n- **`stop_app_monitoring`** - Stop activity monitoring\n- **`get_activity_summary`** - Activity summary over time period\n- **`get_context_insights`** - Generate insights from development behavior\n- **`get_active_files`** - Get recently active files\n\n### \ud83d\udd04 Interruption & Context Management (7 tools)\n\n- **`start_interruption_monitoring`** - Smart detection and context preservation\n- **`stop_interruption_monitoring`** - Stop interruption monitoring\n- **`create_session_context`** - Create session context snapshot\n- **`preserve_current_context`** - Preserve context during interruptions\n- **`restore_session_context`** - Restore preserved session context\n- **`get_interruption_history`** - Interruption history and statistics\n- **`get_interruption_statistics`** - Comprehensive interruption stats\n\n### \u23f0 Natural Language Scheduling (5 tools)\n\n- **`create_natural_reminder`** - Create reminder from natural language\n- **`list_user_reminders`** - List pending reminders\n- **`cancel_user_reminder`** - Cancel specific reminder\n- **`start_reminder_service`** - Start background reminder service\n- **`stop_reminder_service`** - Stop reminder service\n\n### \ud83c\udf33 Git Worktree Management (3 tools)\n\n- **`git_worktree_add`** - Create new git worktree\n- **`git_worktree_remove`** - Remove existing worktree\n- **`git_worktree_switch`** - Switch context between worktrees with session preservation\n\n### \ud83d\udd0d Advanced Search Features (3 tools)\n\n- **`advanced_search`** - Faceted search with filtering\n- **`search_suggestions`** - Search completion suggestions\n- **`get_search_metrics`** - Search and activity metrics\n\nAll tools use **local processing** for privacy, with **DuckDB vector storage** (FLOAT[384] embeddings) and **ONNX-based semantic search** requiring no external API calls.\n\n## \ud83d\ude80 Integration with Crackerjack\n\nSession-mgmt includes deep integration with [Crackerjack](https://github.com/lesleslie/crackerjack), the AI-driven Python development platform:\n\n**Integrated Features:**\n\n- **\ud83d\udcca Quality Metrics Tracking**: Automatically captures and tracks Crackerjack quality scores over time\n- **\ud83e\uddea Test Result Monitoring**: Learns from test patterns, failures, and successful fixes\n- **\ud83d\udd0d Error Pattern Recognition**: Remembers how specific errors were resolved and suggests solutions\n- **\ud83d\udcdd Command History Analysis**: Tracks which Crackerjack commands are most effective for different scenarios\n- **\ud83c\udfaf Progress Intelligence**: Predicts completion times based on historical data\n\n**Why Use Both Together:**\n\n- **Crackerjack**: Enforces code quality, runs tests, manages releases, and provides AI auto-fixing\n- **Session-mgmt**: Remembers what worked, tracks progress evolution, and maintains context\n- **Synergy**: Creates an intelligent development environment that learns from every interaction\n\n**Example Integrated Workflow:**\n\n1. \ud83d\ude80 **Session-mgmt `start`** - Sets up your session with accumulated context from previous work\n1. \ud83d\udd27 **Crackerjack runs** quality checks and applies AI agent fixes to resolve issues\n1. \ud83d\udcbe **Session-mgmt captures** successful patterns, quality improvements, and error resolutions\n1. \ud83e\udde0 **Next session starts** with all accumulated knowledge and learned patterns\n1. \ud83d\udcc8 **Continuous improvement** as both systems get smarter with each interaction\n\n**Technical Integration:**\nThe `crackerjack_integration.py` module (50KB+) provides:\n\n- Real-time progress tracking during Crackerjack operations\n- Quality metric extraction and trend analysis\n- Test result pattern detection and storage\n- Error resolution pattern matching for faster fixes\n- Command effectiveness scoring for workflow optimization\n\n**Configuration Example:**\n\n```json\n{\n  \"mcpServers\": {\n    \"crackerjack\": {\n      \"command\": \"python\",\n      \"args\": [\"-m\", \"crackerjack\", \"--start-mcp-server\"]\n    },\n    \"session-mgmt\": {\n      \"command\": \"python\",\n      \"args\": [\"-m\", \"session_mgmt_mcp.server\"]\n    }\n  }\n}\n```\n\nThe integration is automatic once both servers are configured - they coordinate through the MCP protocol without requiring additional setup.\n\n### Crackerjack MCP Tool Usage\n\nWhen using Crackerjack through MCP tools, follow these patterns for correct usage:\n\n#### \u2705 Correct Usage\n\n```python\n# Run tests with AI auto-fix\nawait crackerjack_run(command=\"test\", ai_agent_mode=True)\n\n# Run all checks with verbose output\nawait crackerjack_run(\n    command=\"check\",\n    args=\"--verbose\",\n    ai_agent_mode=True,\n    timeout=600,  # 10 minutes for complex fixes\n)\n\n# Dry-run to preview fixes\nawait crackerjack_run(command=\"test\", args=\"--dry-run\", ai_agent_mode=True)\n\n# Run security checks\nawait execute_crackerjack_command(command=\"security\")\n\n# Run with custom iteration limit\nawait crackerjack_run(command=\"test\", args=\"--max-iterations 15\", ai_agent_mode=True)\n```\n\n#### \u274c Common Mistakes\n\n```python\n# WRONG - Don't put flags in command parameter\nawait crackerjack_run(command=\"--ai-fix -t\")\n\n# WRONG - Don't put --ai-fix in args\nawait crackerjack_run(command=\"test\", args=\"--ai-fix\")\n\n# WRONG - Don't use CLI flag syntax\nawait execute_crackerjack_command(command=\"-t --verbose\")\n\n# CORRECT\nawait crackerjack_run(command=\"test\", ai_agent_mode=True)\n```\n\n#### Parameters\n\n- **`command`** (required): Semantic command name\n\n  - Valid: `test`, `lint`, `check`, `format`, `security`, `complexity`, `all`\n  - Invalid: `--ai-fix`, `-t`, any CLI flags\n\n- **`ai_agent_mode`** (optional, default False): Enable AI-powered auto-fix\n\n  - Replaces the `--ai-fix` CLI flag\n  - Requires Anthropic API key configured in crackerjack\n  - Max 10 iterations by default (configurable via `--max-iterations` in args)\n\n- **`args`** (optional): Additional arguments\n\n  - Examples: `--verbose`, `--dry-run`, `--max-iterations 5`\n  - Do NOT include `--ai-fix` here - use `ai_agent_mode=True` instead\n\n- **`working_directory`** (optional, default \".\"): Working directory for command execution\n\n- **`timeout`** (optional, default 300): Timeout in seconds\n\n  - Increase for complex auto-fix operations (e.g., 600-1200 seconds)\n\n#### Auto-Fix Workflow\n\nWhen `ai_agent_mode=True`, Crackerjack will:\n\n1. Run pre-commit hooks and detect issues\n1. Apply AI-powered fixes using Claude AI\n1. Re-run hooks to verify fixes\n1. Iterate up to 10 times (or custom `--max-iterations`) until convergence\n1. Stop when all hooks pass or no progress can be made\n\n**Configuration Requirements:**\n\n```bash\n# 1. Set API key\nexport ANTHROPIC_API_KEY=sk-ant-...\n\n# 2. Configure adapter in settings/adapters.yml\nai: claude\n```\n\nSee [Crackerjack AUTO_FIX_GUIDE.md](https://github.com/lesleslie/crackerjack/blob/main/docs/AUTO_FIX_GUIDE.md) for detailed auto-fix documentation.\n\n## Installation\n\n### From Source\n\n```bash\n# Clone the repository\ngit clone https://github.com/lesleslie/session-mgmt-mcp.git\ncd session-mgmt-mcp\n\n# Install with all dependencies (development + testing)\nuv sync --group dev\n\n# Or install minimal production dependencies only\nuv sync\n\n# Or use pip (for production only)\npip install session-mgmt-mcp\n```\n\n### MCP Configuration\n\nAdd to your project's `.mcp.json` file:\n\n```json\n{\n  \"mcpServers\": {\n    \"session-mgmt\": {\n      \"command\": \"python\",\n      \"args\": [\"-m\", \"session_mgmt_mcp.server\"],\n      \"cwd\": \"/path/to/session-mgmt-mcp\",\n      \"env\": {\n        \"PYTHONPATH\": \"/path/to/session-mgmt-mcp\"\n      }\n    }\n  }\n}\n```\n\n### Alternative: Use Script Entry Point\n\nIf installed with pip/uv, you can use the script entry point:\n\n```json\n{\n  \"mcpServers\": {\n    \"session-mgmt\": {\n      \"command\": \"session-mgmt-mcp\",\n      \"args\": [],\n      \"env\": {}\n    }\n  }\n}\n```\n\n### Dependencies\n\n**Core Requirements** (from pyproject.toml):\n\n- Python 3.13+\n- `fastmcp>=2` - MCP server framework\n- `duckdb>=0.9` - Conversation storage with vector support\n- `numpy>=1.24` - Numerical operations for embeddings\n- `pydantic>=2.0` - Data validation and settings management\n- `tiktoken>=0.5` - Token counting and optimization\n- `crackerjack` - Code quality and testing integration\n- `onnxruntime>=1.15` - Local ONNX model inference\n- `transformers>=4.21` - Tokenizer for embedding models\n- `psutil>=7.0.0` - System and process utilities\n- `rich>=14.1.0` - Terminal formatting and output\n- `structlog>=25.4` - Structured logging\n- `pydantic-settings>=2.0` - Settings management\n- `tomli>=2.2.1` - TOML parsing\n- `typer>=0.17.4` - CLI interface\n\n**Development Dependencies** (install with `--group dev`):\n\n- `pytest>=7` + `pytest-asyncio>=0.21` - Testing framework\n- `pytest-cov>=4`, `pytest-benchmark>=4` - Coverage and benchmarking\n- `pytest-xdist>=3`, `pytest-timeout>=2.1` - Parallel execution and timeouts\n- `hypothesis>=6.70` - Property-based testing\n- `coverage>=7` - Code coverage analysis\n- `pytest-mock>=3.10` - Mocking utilities\n- `psutil>=5.9` - Process monitoring\n\nInstall all dependencies:\n\n```bash\n# Full installation with development + testing tools\nuv sync --group dev\n\n# Minimal installation (production only)\nuv sync\n\n# Install from PyPI with pip\npip install session-mgmt-mcp\n\n# Add to existing UV project\nuv add session-mgmt-mcp\n\n# Add with development dependencies\nuv add session-mgmt-mcp --group dev\n```\n\n## Usage\n\nOnce configured, the following slash commands become available in Claude Code:\n\n### Primary Session Commands\n\n- `/session-mgmt:start` - Full session initialization with workspace verification\n- `/session-mgmt:checkpoint` - Quality monitoring checkpoint with scoring\n- `/session-mgmt:end` - Complete session cleanup with learning capture\n- `/session-mgmt:status` - Current status overview with health checks\n\n### Auto-Generated Shortcuts\n\nThe first time you run `/session-mgmt:start`, convenient shortcuts are automatically created:\n\n- **`/start`** \u2192 `/session-mgmt:start` - Quick session initialization\n- **`/checkpoint [name]`** \u2192 `/session-mgmt:checkpoint` - Create named checkpoints\n- **`/end`** \u2192 `/session-mgmt:end` - Quick session cleanup\n\n> These shortcuts are created in `~/.claude/commands/` and work across all projects\n\n### Memory & Search Commands\n\n- `/session-mgmt:reflect_on_past` - Search past conversations with semantic similarity\n- `/session-mgmt:store_reflection` - Store important insights with tagging\n- `/session-mgmt:quick_search` - Fast search with overview results\n- `/session-mgmt:permissions` - Manage trusted operations\n\n### Advanced Usage\n\n**Running Server Directly** (for development):\n\n```bash\npython -m session_mgmt_mcp.server\n# or\nsession-mgmt-mcp\n```\n\n**Testing Memory Features**:\n\n```bash\n# The memory system automatically stores conversations and provides:\n# - Semantic search across all past conversations\n# - Local embedding generation (no external API needed)\n# - Cross-project conversation history\n# - Time-decay prioritization for recent content\n```\n\n## Memory System Architecture\n\n### Built-in Conversation Memory\n\n- **Local Storage**: DuckDB database at `~/.claude/data/reflection.duckdb`\n- **Embeddings**: Local ONNX models (all-MiniLM-L6-v2) for semantic search\n- **Vector Storage**: FLOAT[384] arrays for similarity matching\n- **No External Dependencies**: Everything runs locally for privacy\n- **Cross-Project History**: Conversations tagged by project context\n\n### Search Capabilities\n\n- **Semantic Search**: Vector similarity with customizable thresholds\n- **Text Fallback**: Standard text search when embeddings unavailable\n- **Time Decay**: Recent conversations prioritized in results\n- **Project Context**: Filter searches by project or search across all\n- **Batch Operations**: Efficient bulk storage and retrieval\n\n## Data Storage\n\nThis server manages its data locally in the user's home directory:\n\n- **Memory Storage**: `~/.claude/data/reflection.duckdb`\n- **Session Logs**: `~/.claude/logs/`\n- **Configuration**: Uses pyproject.toml and environment variables\n\n## Recommended Session Workflow\n\n1. **Initialize Session**: `/session-mgmt:start`\n\n   - UV dependency synchronization\n   - Project context analysis and health monitoring\n   - Session quality tracking setup\n   - Memory system initialization\n   - Permission system setup\n\n1. **Monitor Progress**: `/session-mgmt:checkpoint` (every 30-45 minutes)\n\n   - Real-time quality scoring\n   - Workflow optimization recommendations\n   - Progress tracking and goal alignment\n   - Automatic Git checkpoint commits\n\n1. **Search Past Work**: `/session-mgmt:reflect_on_past`\n\n   - Semantic search through project history\n   - Find relevant past conversations and solutions\n   - Build on previous insights\n\n1. **Store Important Insights**: `/session-mgmt:store_reflection`\n\n   - Capture key learnings and solutions\n   - Tag insights for easy retrieval\n   - Build project knowledge base\n\n1. **End Session**: `/session-mgmt:end`\n\n   - Final quality assessment\n   - Learning capture across categories\n   - Session handoff file creation\n   - Memory persistence and cleanup\n\n## Benefits\n\n### Comprehensive Coverage\n\n- **Session Quality**: Real-time monitoring and optimization\n- **Memory Persistence**: Cross-session conversation retention\n- **Project Structure**: Context-aware development workflows\n\n### Reduced Friction\n\n- **Single Command Setup**: One `/session-mgmt:start` sets up everything\n- **Local Dependencies**: No external API calls or services required\n- **Intelligent Permissions**: Reduces repeated permission prompts\n- **Automated Workflows**: Structured processes for common tasks\n\n### Enhanced Productivity\n\n- **Quality Scoring**: Guides session effectiveness\n- **Built-in Memory**: Enables building on past work automatically\n- **Project Templates**: Accelerates development setup\n- **Knowledge Persistence**: Maintains context across sessions\n\n## Documentation\n\nThe project documentation is organized into the following categories:\n\n### For Developers\n\n- **[Testing Guide](docs/TESTING.md)** - Comprehensive testing strategy, status, and standards\n- **[Parameter Validation](docs/developer/PARAMETER_VALIDATION.md)** - Pydantic parameter validation guide\n- **[Architecture](docs/developer/ARCHITECTURE.md)** - System architecture and design patterns\n- **[Integration](docs/developer/INTEGRATION.md)** - Integration patterns and best practices\n\n### For Users\n\n- **[Quick Start](docs/user/QUICK_START.md)** - Getting started guide\n- **[Configuration](docs/user/CONFIGURATION.md)** - Setup and configuration options\n- **[Deployment](docs/user/DEPLOYMENT.md)** - Deployment and production setup\n- **[MCP Tools Reference](docs/user/MCP_TOOLS_REFERENCE.md)** - Complete tool documentation\n\n### Features\n\n- **[AI Integration](docs/features/AI_INTEGRATION.md)** - AI integration strategies and patterns\n- **[Token Optimization](docs/features/TOKEN_OPTIMIZATION.md)** - Token management and chunking features\n- **[Auto Lifecycle](docs/features/AUTO_LIFECYCLE.md)** - Automatic session management\n- **[Crackerjack Integration](docs/CRACKERJACK.md)** - Comprehensive code quality integration\n- **[Selective Auto-Store](docs/features/SELECTIVE_AUTO_STORE.md)** - Smart reflection storage\n\n### Reference\n\n- **[MCP Schema Reference](docs/reference/MCP_SCHEMA_REFERENCE.md)** - MCP protocol schemas\n- **[Slash Command Shortcuts](docs/reference/slash-command-shortcuts.md)** - Command reference\n\n## Troubleshooting\n\n### Common Issues\n\n- **Memory/embedding issues**: Ensure all dependencies are installed with `uv sync` (embeddings are now included by default)\n- **Path errors**: Ensure `cwd` and `PYTHONPATH` are set correctly in `.mcp.json`\n- **Permission issues**: Use `/session-mgmt:permissions` to trust operations\n- **Project context**: Analyze current project health and structure\n\n### Debug Mode\n\n```bash\n# Run with verbose logging\nPYTHONPATH=/path/to/session-mgmt-mcp python -m session_mgmt_mcp.server --debug\n```\n",
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    "license": "BSD 3-Clause License  Copyright (c) 2025, Wedgwood Web Works  Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met:  1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer.  2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution.  3. Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission.  THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.",
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