zzhang82/Agent-Memory-Bridge

Overview

Provides persistent memory for coding agents using the Model Context Protocol (MCP). It stores engineering context across sessions so agents can maintain ongoing awareness of a codebase. Written in Python and published as an open source repository.

Best for

Best for
Developers building persistent memory workflows for MCP-based coding agents

Use cases

• Maintain agent context across multiple coding sessions
• Store engineering memory for AI-assisted code review
• Integrate persistent memory into MCP-compatible agent workflows

Notes

Provides persistent memory for coding agents using the Model Context Protocol (MCP). It stores engineering context across sessions so agents can maintain ongoing awareness of a codebase. Written in Python and published as an open source repository.

2 stars on GitHub. Last updated 2026-05-26. Licensed MIT.

Use cases

• Maintain agent context across multiple coding sessions
• Store engineering memory for AI-assisted code review
• Integrate persistent memory into MCP-compatible agent workflows

Pros

• Open source with permissive licensing
• Lightweight Python implementation
• Addresses a real gap in agent context management

Cons

• Very early stage with only 2 GitHub stars
• Limited documentation and community support
• Requires MCP-compatible agent systems to be useful

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.