AgentIndex icon
AgentIndex
engram-mcp logo
engram-mcp
★ 18
vs
mcp-memory-server logo
mcp-memory-server
★ 27

engram-mcp vs mcp-memory-server

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.; mcp-memory-server: Mnemoverse is a hosted memory server for AI agents, designed to learn from interactions and manage context across multiple AI tools. It offers persistent memory that improves with use, allowing agents to retain information across sessions, projects, and platforms without re-explaining context.

01

TL;DR

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 →
mcp-memory-server logo
mcp-memory-serverMemory & Context · ★ 27

Remember user preferences (e.g., dark mode, preferred frameworks)

Read mcp-memory-server full review →
02

Side-by-Side Comparison

Field
engram-mcp logoengram-mcp
mcp-memory-server logomcp-memory-server
Category
Memory & Context
Memory & Context
Stars
★ 18
★ 27
License
Apache-2.0
MIT
Install Command
cargo install engram_mcp
claude mcp add mnemoverse -e MNEMOVERSE_API_KEY=mk_live_YOUR_KEY -e MNEMOVERSE_API_URL=https://core.mnemoverse.com/api/v1 -- npx -y @mnemoverse/mcp-memory-server@latest
Updated
5d ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Git-aware Memory, Coding Agent Tools, Context Management
AI Memory, Context Management, Agent Tooling
03

Features

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.
mcp-memory-server logomcp-memory-server
01Store memories (insights, preferences, lessons learned)
02Search memories by natural language query
03Rate memories as helpful or not to improve future recall
04Delete specific memories or wipe entire memory domains
04

Use Cases

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.
mcp-memory-server logomcp-memory-server
↳Remember user preferences (e.g., dark mode, preferred frameworks)
↳Store project context (e.g., tech stack, deployment strategy)
↳Record lessons learned and past mistakes for future reference
↳Track decisions made during development or planning
FAQ

FAQ

What is the difference between engram-mcp and mcp-memory-server?
Both engram-mcp and mcp-memory-server are in the Memory & Context category. engram-mcp has 18 stars, while mcp-memory-server has 27 stars.
Which is better, engram-mcp or mcp-memory-server?
The best choice depends on your use case. Choose engram-mcp if Developers can capture session state and structured notes (decisions, todos, blockers) at the end of a coding session for seamless handover., and mcp-memory-server if Remember user preferences (e.g., dark mode, preferred frameworks).
Is engram-mcp free or open source?
Yes, engram-mcp is open source on GitHub (Apache-2.0).
Is mcp-memory-server free or open source?
Yes, mcp-memory-server is open source on GitHub (MIT).
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