AgentIndex icon
AgentIndex
memory-bank-mcp logo
memory-bank-mcp
★ 921
vs
engram-mcp logo
engram-mcp
★ 18

memory-bank-mcp vs engram-mcp

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-mcp: Engram is an MCP server that provides persistent, Git-aware session memory for coding agents, allowing structured handoffs between sessions and branches. It helps agents retain context, decisions, and tasks, backed by local SQLite and ONNX embeddings without cloud dependencies.

01

TL;DR

memory-bank-mcp logo
memory-bank-mcpMemory & Context · ★ 921

Centralized management of AI model context across various projects.

Read memory-bank-mcp full review →
engram-mcp logo
engram-mcpMemory & Context · ★ 18

Developers can capture session state and structured notes (decisions, todos, blockers) at the end of a coding session for seamless handover.

Read engram-mcp full review →
02

Side-by-Side Comparison

Field
memory-bank-mcp logomemory-bank-mcp
engram-mcp logoengram-mcp
Category
Memory & Context
Memory & Context
Stars
★ 921
★ 18
License
MIT
Apache-2.0
Install Command
npx -y @smithery/cli install @alioshr/memory-bank-mcp --client claude
cargo install engram_mcp
Updated
1y ago
5d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
MCP, Memory Bank, Node.js
Git-aware Memory, Coding Agent Tools, Context Management
03

Features

memory-bank-mcp logomemory-bank-mcp
01Multi-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-mcp logoengram-mcp
01Provides Git-aware session memory that scopes context to specific git branches, preventing information leakage.
02Enables structured session handoffs to capture summaries, decisions, todos, blockers, and mental models for continuity.
03Offers local-first persistent storage using SQLite and ONNX embeddings, ensuring no cloud or LLM calls are needed for storage.
04Features advanced memory retrieval with hybrid scoring (cosine, recency, importance), hierarchical clustering, and branch-aware queries.
05Includes automated memory management capabilities such as decay, semantic deduplication, and auto-pruning of low-relevance memories.
04

Use Cases

memory-bank-mcp logomemory-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-mcp logoengram-mcp
↳Developers can capture session state and structured notes (decisions, todos, blockers) at the end of a coding session for seamless handover.
↳Automatically retrieve relevant context and prior session details when resuming work on the same or a different Git branch.
↳LLM agents can proactively load relevant memories at the start of a conversation, building context from recent Git activity.
↳Passively capture coding decisions and session summaries into memory through integrated hooks without explicit tool calls.
↳Maintain a centralized, searchable, and structured memory of project-specific decisions, recurring patterns, and past debug solutions.
FAQ

FAQ

What is the difference between memory-bank-mcp and engram-mcp?
Both memory-bank-mcp and engram-mcp are in the Memory & Context category. memory-bank-mcp has 921 stars, while engram-mcp has 18 stars.
Which is better, memory-bank-mcp or engram-mcp?
The best choice depends on your use case. Choose memory-bank-mcp if Centralized management of AI model context across various projects., and engram-mcp if Developers can capture session state and structured notes (decisions, todos, blockers) at the end of a coding session for seamless handover..
Is memory-bank-mcp free or open source?
Yes, memory-bank-mcp is open source on GitHub (MIT).
Is engram-mcp free or open source?
Yes, engram-mcp is open source on GitHub (Apache-2.0).
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