MakeaMouse/fish-bridge-mcp

Overview

A Python-based MCP (Model Context Protocol) tool that provides graph-structured session memory for extended AI chat conversations. It aims to reduce token consumption by storing and retrieving context efficiently, enabling long-running sessions without excessive fuel costs.

Best for

Best for
Developers building cost-sensitive AI chat applications requiring long-term session memory

Use cases

• Maintaining conversation history across very long chat sessions with minimal token usage
• Building AI assistants that need persistent memory without reloading full context
• Reducing API costs in applications with extended user interactions

Notes

A Python-based MCP (Model Context Protocol) tool that provides graph-structured session memory for extended AI chat conversations. It aims to reduce token consumption by storing and retrieving context efficiently, enabling long-running sessions without excessive fuel costs.

1 stars on GitHub. Last updated 2026-05-20. Licensed MIT.

Use cases

• Maintaining conversation history across very long chat sessions with minimal token usage
• Building AI assistants that need persistent memory without reloading full context
• Reducing API costs in applications with extended user interactions

Pros

• Token-efficient memory management lowers operational costs
• Graph-based structure allows flexible context retrieval
• Open source and lightweight Python implementation

Cons

• Very early stage with only 1 GitHub star, indicating limited community validation
• Documentation and examples may be sparse
• Python-only, limiting integration with non-Python stacks

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