memory-bank-mcp
★ 921
vs
engram-memory
★ 38
memory-bank-mcp vs engram-memory
memory-bank-mcp: The Memory Bank MCP Server provides a centralized service for managing memory bank files remotely. It supports multiple projects, ensures file structure consistency, and offers secure, isolated access via the MCP protocol.; engram-memory: Engram Memory provides AI agents with persistent, self-hosted memory, eliminating session-end forgetfulness and API costs. It features a three-tiered recall engine for efficient storage, search, and retrieval of semantic embeddings on your own hardware.
01
TL;DR
memory-bank-mcpMemory & Context · ★ 921
Centralized management of AI model context across various projects.
engram-memoryMemory & Context · ★ 38
Providing long-term memory for AI agents (e.g., Claude Code, Cursor) to remember codebase details, user preferences, and architectural decisions across sessions.
02
Side-by-Side Comparison
Field
memory-bank-mcpengram-memoryCategory
Memory & Context
Memory & Context
Stars
★ 921
★ 38
License
MIT
NOASSERTION
Install Command
npx -y @smithery/cli install @alioshr/memory-bank-mcp --client claude
docker run -d --name engram-memory --restart unless-stopped -p 6333:6333 -p 11435:11435 -p 8585:8585 -v engram_data:/data engrammemory/engram-memory:latest
Updated
1y ago
4mo ago
Open Source
Yes
Yes
Tags
MCP, Memory Bank, Node.js
AI Agent Memory, Self-hosted, Vector Database
03
Features
memory-bank-mcp01Multi-project memory bank management
02Remote access to memory banks via MCP protocol
03Consistent file structure enforcement and validation
04Project isolation for enhanced security
05Comprehensive CRUD operations for memory bank files
engram-memory01Three-tiered recall engine (Hot-Tier Cache, Multi-Head Hash Index, Hybrid Vector Search) for fast and efficient memory retrieval.
02Persistent memory management with semantic embedding (store, search, recall, forget, consolidate) for AI agents.
03Local-first operation with self-hosted components (Qdrant, FastEmbed, MCP server) for data privacy and zero API costs.
04Kuzu-backed entity graph for tracking entities, co-retrieval patterns, and spreading activation.
05Advanced memory capabilities including conflict detection, temporal queries, and an "answer from memory" function.
06Hive Memory for multi-device sharing, enabling shared memory pools across different agents and devices.
04
Use Cases
memory-bank-mcp↳Centralized management of AI model context across various projects.
↳Providing remote memory bank capabilities to multiple AI assistants or development tools.
↳Integrating with AI clients like Claude, Cursor, or VS Code extensions to enhance their memory functions.
engram-memory↳Providing long-term memory for AI agents (e.g., Claude Code, Cursor) to remember codebase details, user preferences, and architectural decisions across sessions.
↳Enabling multi-agent systems to share a common knowledge base and collaborate effectively through shared memory pools (Hive Memory).
↳Answering complex questions by synthesizing information from an agent's stored memories, both locally and optionally with cloud enhancement.
↳Auditing an agent's knowledge at specific points in time or over date ranges using temporal queries for incident analysis or historical context.
↳Storing and retrieving user preferences, facts, decisions, goals, and insights efficiently and semantically for personalized agent interactions.
FAQ
FAQ
What is the difference between memory-bank-mcp and engram-memory?
Both memory-bank-mcp and engram-memory are in the Memory & Context category. memory-bank-mcp has 921 stars, while engram-memory has 38 stars.
Which is better, memory-bank-mcp or engram-memory?
The best choice depends on your use case. Choose memory-bank-mcp if Centralized management of AI model context across various projects., and engram-memory if Providing long-term memory for AI agents (e.g., Claude Code, Cursor) to remember codebase details, user preferences, and architectural decisions across sessions..
Is memory-bank-mcp free or open source?
Yes, memory-bank-mcp is open source on GitHub (MIT).
Is engram-memory free or open source?
Yes, engram-memory is open source on GitHub (NOASSERTION).
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