mem0 MCP Server for Project Management
**Version: 0.2.0**
mem0 MCP Server bridges MCP Host applications and the mem0 cloud service, enabling structured project memory management and semantic search for project-related information.
Release Notes
v0.2.0
- Switched from SSE-based to stdio-based invocation for better compatibility with MCP Hosts
- Added support for pipx-based installation and execution
- Simplified deployment via `pyproject.toml` script entrypoint
Features
- Project memory storage and retrieval
- Semantic search for project information
- Structured project management data handling
- Fully tested stdio-based MCP Server tools
- Flexible logging: stderr by default, file output via `--logfile`
- Smart CLI invocation via pipx-compatible interface
MCP Host Configuration
Example configuration for MCP Host:
Tools
- `add_project_memory`
- `get_all_project_memories`
- `search_project_memories`
- `update_project_memory`
- `delete_project_memory`
- `delete_all_project_memories`
All tools are available via stdio-based MCP protocol.
Logging
- Default: stderr
- Optional: `--logfile /path/to/logfile.log`
License
See LICENSE file.
Technical details
The uniqueness of this forked is the structured format between MCP Host and mem0 is expected in coding format like Javascript object.
Make sure you set the custom instruction to be able to handle better.
Custom instruction
In order to make mem0 working as fitting to project management purpose, this forked has the following instruction for AI.
For mem0
- Check the source code.
For MCP Host
- The following is just sample, find the best by yourself !!
mem0 Guide for Effective Project Memory (Enhanced)
This guide outlines strategies and templates for effectively managing project information using mem0. The aim is to improve searchability and reusability of project data through structured templates and metadata management.
Information Structure and Templates
mem0 can effectively manage the following types of information. Using structured templates improves searchability and reusability. Note that the templates provided are examples and should be adapted to fit specific project needs.
1. Project Status Management
**Template**:
2. Task Management
**Template**:
3. Meeting Summary
**Template**:
Effective Information Management Techniques
1. Context Management (run_id)
Using mem0's `run_id` parameter, you can logically group related information. This helps maintain specific conversation flows or project contexts.
**Recommended Format**:
**Usage Example**:
2. Effective Use of Metadata
Using metadata can enhance the searchability of information. We recommend using the following schema:
**Usage Example**:
3. Information Lifecycle Management
Using the `immutable` and `expiration_date` parameters, you can manage the lifecycle of information.
**Usage Example**:
Practical Usage Patterns
1. Sprint Management Example
2. Risk Management Example
Important Points
- **Standard Metadata**: Always include the project name and timestamp.
- **Data Format**: Use structured data (JavaScript objects, JSON, YAML).
- **Context Management**: Use `run_id` hierarchically to maintain information relevance.
- **Search Efficiency**: Consistent metadata and structure improve search efficiency.
4. Implementation Strategy
To implement the above improvements, we recommend the following steps:
- **Enhance the `add_project_memory` Method**: - Update documentation strings: Improve usage examples and parameter descriptions. - Error handling: Provide more detailed error information. - Response format: Explicitly state the parameters used.
- **Update Custom Instructions**: - Enrich template examples. - Clarify recommended usage of `run_id` (introduce hierarchical structure). - Standardize metadata schema. - Provide practical usage examples.
These improvements will enhance the usability and efficiency of information management while maintaining compatibility with existing APIs.
5. Summary
The proposed improvements provide value in the following ways while maintaining compatibility with existing mem0 MCP server functions: