Uses SQLite as the storage backend for persistent AI memory, providing optimized indexing, WAL mode for concurrent operations, and automatic backup capabilities for managing knowledge entities and relationships.
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.
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:
Or run directly with npx:
2. IDE Configuration
Add to your IDE's MCP configuration (e.g., Cursor's mcp.json):
3. Basic Usage
Create organized knowledge branches:
Store complex technical information:
Intelligent search across domains:
Cross-reference related components:
Memory Storage Structure
Commit 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-deploymentBusiness domains:
payment-processing,customer-experienceInfrastructure:
monitoring-observability,distributed-caching
Team Collaboration
Shared SQLite database - commit
.memory/folder to version controlInstant 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.
Transform your AI assistant into a project expert with persistent, intelligent memory - completely offline and secure.
This server cannot be installed
local-only server
The server can only run on the client's local machine because it depends on local resources.
Provides enterprise-grade persistent memory for AI assistants with complete offline operation, enabling intelligent knowledge storage, branch-based organization, and smart search across project domains while keeping all data local and secure.