Agentic Memory Server

Enterprise-grade persistent memory for AI assistants - completely offline and secure.

Overview

The Agentic Memory Server provides your AI with intelligent, persistent memory that works entirely offline. No internet required, no data breaches, complete privacy. Your project's knowledge stays local and secure while enabling powerful AI assistance.

graph TB
    subgraph "Your AI Workflow"
        Problem[Complex Project or Question]
        --> Memory{Check Memory}
        Memory -->|Found Context| Retrieve[Retrieve Relevant<br/>Knowledge]
        Memory -->|No Context| Learn[Learn & Store<br/>New Information]

        Learn --> Store[Store in Memory<br/>Organized by Branch]
        Store --> Search[Smart Search<br/>Across All Knowledge]

        Retrieve --> Apply[Apply Knowledge<br/>to Current Task]
        Search --> Apply
        Apply --> Results[Generate Results<br/>& Insights]
        Results --> Update[Update Memory<br/>with New Insights]
        Update --> Complete[Task Complete<br/>Knowledge Preserved]
    end

    subgraph "Memory System"
        MainBranch[Main Branch<br/>Core Knowledge]
        TopicBranches[Topic Branches<br/>Specialized Knowledge]
        CrossRefs[Cross-References<br/>Connected Concepts]
        SQLiteDB[SQLite Database<br/>High Performance Storage]
    end

    Store -.-> MainBranch
    Store -.-> TopicBranches
    Store -.-> CrossRefs
    Store -.-> SQLiteDB

    Search -.-> MainBranch
    Search -.-> TopicBranches
    Search -.-> CrossRefs
    Search -.-> SQLiteDB

What This Does for You

Before Agentic Memory	With Agentic Memory
I have to constantly re-explain project details	Persistent Memory: AI remembers your codebase and decisions.
The AI forgets everything between conversations.	Continuous Learning: The AI builds expertise over time.
No way to organize knowledge by domain.	Branch Organization: Separate knowledge by topic/domain.
Can't find related information across projects.	Smart Search: Intelligent search across all your knowledge.

Key Features

Complete Offline Operation

• Zero internet dependency - works entirely local to your machine
• No data transmission - your project knowledge never leaves your system
• Enhanced security - eliminates external attack vectors and data breach risks
• Team collaboration - SQLite database can be shared with your project for instant team onboarding

High-Performance Architecture

• Sub-second search responses across thousands of entities
• SQLite-powered storage with intelligent indexing and query optimization
• Smart relevance scoring - name matches (10pts) > type matches (8pts) > content matches (3pts)
• Memory optimization - automatic text compression and storage efficiency

Intelligent Organization

• Branch-based architecture - organize knowledge by domain (frontend, backend, security, etc.)
• Cross-branch search - find related information across your entire project
• Auto-relationship detection - automatically connects related concepts
• Smart observation management - detailed technical knowledge with version tracking

Getting Started

1. Installation & Configuration

Install the agentic memory server:

npm install -g @prism.enterprises/agentic-memory-server

Or run directly with npx:

npx @prism.enterprises/agentic-memory-server

2. IDE Configuration

Add to your IDE's MCP configuration (e.g., Cursor's mcp.json):

{
  "mcp": {
    "servers": {
      "contextual-memory": {
        "command": "npx",
        "args": ["@prism.enterprises/agentic-memory-server"],
        "env": {
          "MEMORY_PATH": "/path/to/your/project",
          "LOG_LEVEL": "info"
        }
      }
    }
  }
}

3. Basic Usage

Create organized knowledge branches:

Create a memory branch called "api-design" for our REST API architecture

Store complex technical information:

Remember that our Kafka cluster processes 500 million events daily with 12 brokers and replication factor 3

Intelligent search across domains:

Search for "authentication" across all branches
Search for "database optimization" in the backend-apis branch

Cross-reference related components:

Link the frontend auth guard to the OAuth2 integration in the security branch

Memory Storage Structure

your-project/
├── .memory/
│   ├── memory.db          # SQLite database (main storage)
│   ├── backups/           # Automatic JSON backups
│   │   ├── main_2024-01-15.json
│   │   └── frontend_2024-01-15.json
│   └── logs/              # Operation logs
├── your-code/
└── ...

Commit .memory/ to version control for team collaboration and project continuity.

Advanced Features

Smart Search Examples

• "microservices distributed system" → Finds service mesh, orchestration, scaling components
• "real-time stream processing" → Returns Kafka, Flink, event sourcing entities
• "API gateway rate limiting" → Discovers security, routing, performance entities

Branch Organization

• Technical domains: microservices-architecture, kubernetes-deployment
• Business domains: payment-processing, customer-experience
• Infrastructure: monitoring-observability, distributed-caching

Team Collaboration

• Shared SQLite database - commit .memory/ folder to version control
• Instant project onboarding - new team members get full project context immediately
• Consistent AI knowledge - entire team's AI assistants work from same knowledge base
• No setup required - works immediately when project is cloned

Technical Architecture

SQLite-Powered Backend

• WAL mode for concurrent read/write operations
• Optimized indexing on names, types, branches, and content
• Foreign key constraints for data integrity
• Automatic backup to JSON format

Memory Optimization

• Intelligent text compression reduces storage by up to 40%
• Relevance-based search with weighted scoring algorithms
• Connection pooling handles concurrent operations efficiently
• Resource monitoring tracks performance and usage patterns

Error Handling

• Graceful failure recovery for invalid operations
• Input validation prevents data corruption
• Edge case management handles empty queries, missing entities
• Transaction safety ensures data consistency

Privacy & Security

Complete Offline Operation

• No external API calls - works entirely on your local machine
• No data transmission - project knowledge stays private
• Local SQLite storage - industry-standard database security
• Version control friendly - team sharing through standard Git workflows

Data Protection

• Project-contained storage - all data stays within your project directory
• No cloud dependencies - eliminates external security risks
• Access control - standard file system permissions apply
• Audit trail - complete operation logging for transparency

More Information

For detailed implementation guides and API documentation, see the Memory Server Documentation.

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Transform your AI assistant into a project expert with persistent, intelligent memory - completely offline and secure.