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Built with ❤️ by Krishna Goyal

    Cipher

    Byterover Cipher is an opensource memory layer specifically designed for coding agents. Compatible with Cursor, Codex, Claude Code, Windsurf, Cline, Claude D...

    3,076 stars
    TypeScript
    Updated Oct 19, 2025
    agent
    llm
    mcp
    memory
    vibe-coding

    Table of Contents

    • Overview
    • Quick Start 🚀
    • NPM Package (Recommended for Most Users)
    • Docker
    • From Source
    • CLI Usage 💻
    • Configuration
    • Basic Configuration ⚙️
    • Environment Variables 🔐
    • MCP Server Usage
    • Installing via Smithery
    • Quick Setup
    • Tutorial Video: Claude Code with Cipher MCP
    • Documentation
    • 📚 Complete Documentation
    • 🚀 Next Steps
    • Contributing
    • Community & Support
    • Contributors
    • MseeP.ai Security Assessment Badge
    • Star History
    • License

    Table of Contents

    • Overview
    • Quick Start 🚀
    • NPM Package (Recommended for Most Users)
    • Docker
    • From Source
    • CLI Usage 💻
    • Configuration
    • Basic Configuration ⚙️
    • Environment Variables 🔐
    • MCP Server Usage
    • Installing via Smithery
    • Quick Setup
    • Tutorial Video: Claude Code with Cipher MCP
    • Documentation
    • 📚 Complete Documentation
    • 🚀 Next Steps
    • Contributing
    • Community & Support
    • Contributors
    • MseeP.ai Security Assessment Badge
    • Star History
    • License

    Documentation

    Byterover Cipher

    Overview

    Byterover Cipher is an opensource memory layer specifically designed for coding agents. Compatible with Cursor, Codex, Claude Code, Windsurf, Cline, Claude Desktop, Gemini CLI, AWS's Kiro, VS Code, Roo Code, Trae, Amp Code and Warp through MCP, and coding agents, such as Kimi K2. (see more on examples)

    Built by Byterover team

    Key Features:

    • 🔌 MCP integration with any IDE you want.
    • 🧠 Auto-generate AI coding memories that scale with your codebase.
    • 🔄 Switch seamlessly between IDEs without losing memory and context.
    • 🤝 Easily share coding memories across your dev team in real time.
    • 🧬 Dual Memory Layer that captures System 1 (Programming Concepts & Business Logic & Past Interaction) and System 2 (reasoning steps of the model when generating code).
    • ⚙️ Install on your IDE with zero configuration needed.

    Quick Start 🚀

    NPM Package (Recommended for Most Users)

    bash
    # Install globally
    npm install -g @byterover/cipher
    
    # Or install locally in your project
    npm install @byterover/cipher

    Docker

    Show Docker Setup

    bash
    # Clone and setup
    git clone https://github.com/campfirein/cipher.git
    cd cipher
    
    # Configure environment
    cp .env.example .env
    # Edit .env with your API keys
    
    # Start with Docker
    docker-compose up --build -d
    
    # Test
    curl http://localhost:3000/health

    💡 Note: Docker builds automatically skip the UI build step to avoid ARM64 compatibility issues with lightningcss. The UI is not included in the Docker image by default.

    To include the UI in the Docker build, use: docker build --build-arg BUILD_UI=true .

    From Source

    bash
    pnpm i && pnpm run build && npm link

    CLI Usage 💻

    Show CLI commands

    bash
    # Interactive mode
    cipher
    
    # One-shot command
    cipher "Add this to memory as common causes of 'CORS error' in local dev with Vite + Express."
    
    # API server mode
    cipher --mode api
    
    # MCP server mode
    cipher --mode mcp
    
    # Web UI mode
    cipher --mode ui

    ⚠️ Note: When running MCP mode in terminal/shell, export all environment variables as Cipher won't read from .env file.

    💡 Tip: CLI mode automatically continues or creates the "default" session. Use /session new to start a fresh session.

    Cipher Web UI

    _The Cipher Web UI provides an intuitive interface for interacting with memory-powered AI agents, featuring session management, tool integration, and real-time chat capabilities._

    Configuration

    Cipher supports multiple configuration options for different deployment scenarios. The main configuration file is located at memAgent/cipher.yml.

    Basic Configuration ⚙️

    Show YAML example

    yaml
    # LLM Configuration
    llm:
      provider: openai # openai, anthropic, openrouter, ollama, qwen
      model: gpt-4-turbo
      apiKey: $OPENAI_API_KEY
    
    # System Prompt
    systemPrompt: 'You are a helpful AI assistant with memory capabilities.'
    
    # MCP Servers (optional)
    mcpServers:
      filesystem:
        type: stdio
        command: npx
        args: ['-y', '@modelcontextprotocol/server-filesystem', '.']

    📖 **See Configuration Guide** for complete details.

    Environment Variables 🔐

    Create a .env file in your project root with these essential variables:

    Show .env template

    bash
    # ====================
    # API Keys (At least one required)
    # ====================
    OPENAI_API_KEY=sk-your-openai-api-key
    ANTHROPIC_API_KEY=sk-ant-your-anthropic-key
    GEMINI_API_KEY=your-gemini-api-key
    QWEN_API_KEY=your-qwen-api-key
    
    # ====================
    # Vector Store (Optional - defaults to in-memory)
    # ====================
    VECTOR_STORE_TYPE=qdrant  # qdrant, milvus, or in-memory
    VECTOR_STORE_URL=https://your-cluster.qdrant.io
    VECTOR_STORE_API_KEY=your-qdrant-api-key
    
    # ====================
    # Chat History (Optional - defaults to SQLite)
    # ====================
    CIPHER_PG_URL=postgresql://user:pass@localhost:5432/cipher_db
    
    # ====================
    # Workspace Memory (Optional)
    # ====================
    USE_WORKSPACE_MEMORY=true
    WORKSPACE_VECTOR_STORE_COLLECTION=workspace_memory
    
    # ====================
    # AWS Bedrock (Optional)
    # ====================
    AWS_ACCESS_KEY_ID=your-aws-access-key
    AWS_SECRET_ACCESS_KEY=your-aws-secret-key
    AWS_DEFAULT_REGION=us-east-1
    
    # ====================
    # Advanced Options (Optional)
    # ====================
    # Logging and debugging
    CIPHER_LOG_LEVEL=info  # error, warn, info, debug, silly
    REDACT_SECRETS=true
    
    # Vector store configuration
    VECTOR_STORE_DIMENSION=1536
    VECTOR_STORE_DISTANCE=Cosine  # Cosine, Euclidean, Dot, Manhattan
    VECTOR_STORE_MAX_VECTORS=10000
    
    # Memory search configuration
    SEARCH_MEMORY_TYPE=knowledge  # knowledge, reflection, both (default: knowledge)
    DISABLE_REFLECTION_MEMORY=true  # default: true

    💡 Tip: Copy .env.example to .env and fill in your values:

    ```bash

    cp .env.example .env

    ```

    MCP Server Usage

    Cipher can run as an MCP (Model Context Protocol) server, allowing integration with MCP-compatible clients like Codex, Claude Desktop, Cursor, Windsurf, and other AI coding assistants.

    Installing via Smithery

    To install cipher for Claude Desktop automatically via Smithery:

    bash
    npx -y @smithery/cli install @campfirein/cipher --client claude

    Quick Setup

    To use Cipher as an MCP server in your MCP client configuration:

    json
    {
    	"mcpServers": {
    		"cipher": {
    			"type": "stdio",
    			"command": "cipher",
    			"args": ["--mode", "mcp"],
    			"env": {
    				"MCP_SERVER_MODE": "aggregator",
    				"OPENAI_API_KEY": "your_openai_api_key",
    				"ANTHROPIC_API_KEY": "your_anthropic_api_key"
    			}
    		}
    	}
    }

    📖 **See MCP Integration Guide** for complete MCP setup and advanced features.

    👉 Built‑in tools overview — expand the dropdown below to scan everything at a glance. For full details, see [docs/builtin-tools.md](./docs/builtin-tools.md) 📘.

    Built-in Tools (overview)

    • Memory
    • cipher_extract_and_operate_memory: Extracts knowledge and applies ADD/UPDATE/DELETE in one step
    • cipher_memory_search: Semantic search over stored knowledge
    • cipher_store_reasoning_memory: Store high-quality reasoning traces
    • Reasoning (Reflection)
    • cipher_extract_reasoning_steps (internal): Extract structured reasoning steps
    • cipher_evaluate_reasoning (internal): Evaluate reasoning quality and suggest improvements
    • cipher_search_reasoning_patterns: Search reflection memory for patterns
    • Workspace Memory (team)
    • cipher_workspace_search: Search team/project workspace memory
    • cipher_workspace_store: Background capture of team/project signals
    • Knowledge Graph
    • cipher_add_node, cipher_update_node, cipher_delete_node, cipher_add_edge
    • cipher_search_graph, cipher_enhanced_search, cipher_get_neighbors
    • cipher_extract_entities, cipher_query_graph, cipher_relationship_manager
    • System
    • cipher_bash: Execute bash commands (one-off or persistent)

    Tutorial Video: Claude Code with Cipher MCP

    Watch our comprehensive tutorial on how to integrate Cipher with Claude Code through MCP for enhanced coding assistance with persistent memory:

    Cipher + Claude Code Tutorial

    Click the image above to watch the tutorial on YouTube.

    For detailed configuration instructions, see the CLI Coding Agents guide.

    Documentation

    📚 Complete Documentation

    TopicDescription
    ConfigurationComplete configuration guide including agent setup, embeddings, and vector stores
    LLM ProvidersDetailed setup for OpenAI, Anthropic, AWS, Azure, Qwen, Ollama, LM Studio
    Embedding ConfigurationEmbedding providers, fallback logic, and troubleshooting
    Vector StoresQdrant, Milvus, In-Memory vector database configurations
    Chat HistoryPostgreSQL, SQLite session storage and management
    CLI ReferenceComplete command-line interface documentation
    MCP IntegrationAdvanced MCP server setup, aggregator mode, and IDE integrations
    Workspace MemoryTeam-aware memory system for collaborative development
    ExamplesReal-world integration examples and use cases

    🚀 Next Steps

    For detailed documentation, visit:

    • Quick Start Guide
    • Configuration Guide
    • Complete Documentation

    Contributing

    We welcome contributions! Refer to our Contributing Guide for more details.

    Community & Support

    cipher is the opensource version of the agentic memory of byterover which is built and maintained by the byterover team.

    • Join our Discord to share projects, ask questions, or just say hi!
    • If you enjoy cipher, please give us a ⭐ on GitHub—it helps a lot!
    • Follow @kevinnguyendn on X

    Contributors

    Thanks to all these amazing people for contributing to cipher!

    Contributors

    MseeP.ai Security Assessment Badge

    MseeP.ai Security Assessment Badge

    Star History

    License

    Elastic License 2.0. See LICENSE for full terms.

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