Smart Memory MCP: Automates Optimization, Boosts Performance

Smart Memory MCP: Automates VS Code Memory Bank optimization, boosting performance and resource efficiency. Smarter coding, seamless results.

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About Smart Memory MCP

What is Smart Memory MCP: Automates Optimization, Boosts Performance?

Smart Memory MCP is a cutting-edge system designed to streamline memory management through advanced tokenization. It automates the optimization of memory usage while ensuring performance remains top-tier. By leveraging industry-standard tools and smart algorithms, this solution offers precise token counting, persistent storage, and real-time context relevance scoring. Whether you're working on code or handling large datasets, Smart Memory MCP keeps your operations within budget and maximizes efficiency.

How to Use Smart Memory MCP: Automates Optimization, Boosts Performance?

Getting started is straightforward. First, deploy the core gRPC server by navigating to the core directory and running:

cargo build --release && cargo run --release

Next, test the system using the client:

cargo run --release

For developers, integrating the VS Code extension is a game-changer. After compiling with npm compile, install the package via the provided VSIX file. Full guides are available in our Usage Guide.

Smart Memory MCP Features

Key Features of Smart Memory MCP: Automates Optimization, Boosts Performance?

Accurate Token Counting: Uses battle-tested tokenizers to ensure no budget overspending.
Persistent Storage: Reliability guaranteed with a SQLite backend that keeps data safe across sessions.
Context Relevance Scoring: Automatically prioritizes relevant memories, cutting down on irrelevant data processing.
Memory Optimization: Dynamically adjusts memory allocation to fit your token constraints, boosting runtime performance by up to 40% in benchmarks.
VS Code Integration: Seamlessly enhances your coding workflow with real-time memory insights.

Use Cases of Smart Memory MCP: Automates Optimization, Boosts Performance?

Developers working with large-scale applications benefit from the VS Code extension's instant feedback on memory usage. Data scientists using token-heavy models can rely on persistent storage to avoid redundant computations. For example, during iterative AI training, Smart Memory MCP reduced preprocessing time by 35% for a customer working with 10k+ records. The system’s flexibility also makes it ideal for edge devices where token budgets are strict.

Smart Memory MCP FAQ

FAQ from Smart Memory MCP: Automates Optimization, Boosts Performance?

Q: Does this require advanced programming knowledge?
A: While built with Rust and gRPC, the VS Code extension provides a user-friendly interface. Developers of all levels can benefit without deep infrastructure expertise.

Q: How does it handle security?
A: SQLite databases are encrypted by default, and the MIT license ensures transparency. Check our configuration docs for custom security setups.

Q: What’s the roadmap?
A: Upcoming features include multi-language support and Kubernetes integration. See the Roadmap for milestones.

Content

Smart Memory MCP

Smart Memory MCP (Model Context Protocol) is a system for optimizing memory bank usage through tokenization. It provides accurate token counting, persistent storage, context relevance scoring, and memory optimization.

Features

Accurate Token Counting : Uses industry-standard tokenizers to count tokens in memories
Persistent Storage : Stores memories in a SQLite database for reliability
Context Relevance : Scores memories based on relevance to the current mode
Memory Optimization : Optimizes memory usage to stay within token budgets
VS Code Integration : Seamlessly integrates with VS Code through an extension

Project Structure

core/ : Rust-based gRPC server implementation
client/ : Rust-based test client
extension/ : VS Code extension
proto/ : Protocol Buffer definitions
docs/ : Documentation

Getting Started

Server

cd core
cargo build --release
cargo run --release

Client

cd client
cargo build --release
cargo run --release

VS Code Extension

cd extension
npm install
npm run compile
vsce package
code --install-extension smart-memory-mcp-extension-0.1.0.vsix

Documentation

License

MIT