AgentIndex icon
AgentIndex
MCP-memento logo
MCP-memento
★ 11
vs
engram-mcp logo
engram-mcp
★ 18

MCP-memento vs engram-mcp

MCP-memento: Memento-mcp is a local-first MCP server designed to provide AI agents with durable, high-signal memory for code repositories. It offers indexed code context, semantic relationships, fast search capabilities, and explicit notes that persist across sessions.; 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

MCP-memento logo
MCP-mementoMemory & Context · ★ 11

Enhancing AI agent performance with rich, persistent code context.

Read MCP-memento 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
MCP-memento logoMCP-memento
engram-mcp logoengram-mcp
Category
Memory & Context
Memory & Context
Stars
★ 11
★ 18
License
MIT
Apache-2.0
Install Command
git clone https://github.com/caiowilson/MCP-memento.git && cd MCP-memento && make build
cargo install engram_mcp
Updated
1mo ago
5d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
AI Agent Memory, Code Indexing, Semantic Search
Git-aware Memory, Coding Agent Tools, Context Management
03

Features

MCP-memento logoMCP-memento
01Provides durable, high-signal memory for AI agents by indexing code context.
02Supports fast search and retrieval of code context based on semantic relationships.
03Stores explicit, repo-scoped notes that persist across sessions.
04Integrates with Claude Code and Claude Desktop as an MCP server.
05Offers a companion VS Code extension for installation and configuration.
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

MCP-memento logoMCP-memento
↳Enhancing AI agent performance with rich, persistent code context.
↳Enabling AI-powered code search and understanding within a repository.
↳Managing and retrieving explicit notes or institutional knowledge related to specific codebases.
↳Integrating long-term memory capabilities into AI development workflows via MCP clients.
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 MCP-memento and engram-mcp?
Both MCP-memento and engram-mcp are in the Memory & Context category. MCP-memento has 11 stars, while engram-mcp has 18 stars.
Which is better, MCP-memento or engram-mcp?
The best choice depends on your use case. Choose MCP-memento if Enhancing AI agent performance with rich, persistent code context., 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 MCP-memento free or open source?
Yes, MCP-memento 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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