pomazanbohdan/memory-mcp-1file

Overview

A self-contained memory server built as a single binary. It embeds a database and models with no external dependencies. It offers persistent semantic and graph-based memory for AI applications.

Best for

Best for
Developers needing a lightweight, self-contained memory server for AI agents or chatbots

Use cases

• Persisting AI agent context across sessions
• Storing and querying semantic relationships
• Running a lightweight memory backend without external services

How to use

Install

claude mcp add memory -- npx -y memory-mcp-1file

Tools exposed

• store_memory
• update_memory
• delete_memory
• list_memories
• get_memory
• get_valid
• search_memory
• knowledge_graph
• index_project
• delete_project
• recall_code
• search_symbols
• symbol_graph
• project_info
• get_status
• reset_all_memory
• e5_multi
• bge_m3
• e5_small

Tested with

Claude Desktop, Claude Code, Cursor, Windsurf, Cline, Continue, VS Code

Notes

A self-contained memory server built as a single binary. It embeds a database and models with no external dependencies. It offers persistent semantic and graph-based memory for AI applications.

23 stars on GitHub. Last updated 2026-05-28. Licensed MIT.

Use cases

• Persisting AI agent context across sessions
• Storing and querying semantic relationships
• Running a lightweight memory backend without external services

Pros

• Single binary deployment with no external dependencies
• Cross-platform support (Linux, macOS, Windows)
• Persistent semantic and graph memory

Cons

• Low star count (23) suggests limited community and testing
• Rust binary may not be easily modifiable by non-Rust developers
• Single-binary architecture may not suit distributed deployments

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