Overview / Description
Covalence is a Mac application designed to solve the problem of fragmented context among different AI tools. It integrates an MCP server with a local vector database into a single package, enabling seamless sharing of memories between AI applications like Claude Desktop and Cursor without requiring external databases or cloud accounts. The app uses SQLite for data storage and CoreML for embedding text locally, ensuring no API keys or network calls are needed. Key features include persistent 'Core Memories' that the AI always remembers, separate memory contexts called 'Spaces', and global hotkey capture for easy context management. Covalence supports concurrent access from multiple sessions without deadlocks, thanks to SQLite's WAL mode. The app is free with no usage limits and requires macOS 15+.
Used For
AI tool for chat bot workflows
Pricing
Pros & Cons
Pros
• Shares persistent memory across Claude Desktop, Cursor, and other MCP-compatible AI clients • Uses SQLite and CoreML for fully local storage — no API keys, cloud accounts, or internet required • Persistent ‘Core Memories’ that AI always recalls across sessions • Separate ‘Spaces’ for isolating memory contexts across different projects or clients • Free with no usage limits — requires macOS 15 or later
Cons
• Requires macOS 15+ — incompatible with older Mac systems • macOS-only with no cross-platform support for Windows or Linux • Limited to AI clients that support MCP server integration • Memory accuracy depends on the quality and completeness of context provided
Questions & Answers
Alternatives
Compare this tool against close alternatives in the same category, focusing on output quality, onboarding speed, and workflow fit.