AgentIndex icon
AgentIndex
claude-engram logo
claude-engram
★ 16
vs
atlas-mcp-server logo
atlas-mcp-server
★ 478

claude-engram vs atlas-mcp-server

claude-engram: Claude Engram provides persistent memory and self-awareness for Claude Code, automatically tracking mistakes, decisions, and context across sessions via hooks. It includes loop detection, scope guards, tiered memory with archiving, semantic intent scoring, and optional local LLM for code analysis.; atlas-mcp-server: ATLAS (Adaptive Task & Logic Automation System) is an MCP server designed for LLM Agents to manage projects, tasks, and knowledge. It utilizes a 3-node architecture (Projects, Tasks, Knowledge) and a Neo4j graph database to provide comprehensive management capabilities and standardized communication.

01

TL;DR

claude-engram logo
claude-engramRAG / Knowledge Base · ★ 16

Automatically remembering past mistakes and decisions across Claude Code sessions

Read claude-engram full review →
atlas-mcp-server logo
atlas-mcp-serverRAG / Knowledge Base · ★ 478

AI-driven project execution and coordination via LLM agents.

Read atlas-mcp-server full review →
02

Side-by-Side Comparison

Field
claude-engram logoclaude-engram
atlas-mcp-server logoatlas-mcp-server
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 16
★ 478
License
MIT
Apache-2.0
Install Command
git clone https://github.com/20alexl/claude-engram.git && cd claude-engram && python -m venv venv && source venv/bin/activate && pip install -e . && python install.py
npm install
Updated
3w ago
1y ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
ai-memory-system, claude, claude-code
LLM Agents, Task Management, Project Management
03

Features

claude-engram logoclaude-engram
01Auto-tracks mistakes
02Auto-captures decisions
03Detects edit loops
04Survives compaction
05Saves session handoffs
atlas-mcp-server logoatlas-mcp-server
01Comprehensive Project Tracking and Dependency Handling
02Full Task Lifecycle Management with Prioritization and Dependencies
03Structured Knowledge Repository with Domain Categorization and Citations
04Native Graph Database Integration using Neo4j for Robust Relationships and Scalability
05Unified Cross-Entity Search for Projects, Tasks, and Knowledge
04

Use Cases

claude-engram logoclaude-engram
↳Automatically remembering past mistakes and decisions across Claude Code sessions
↳Context-aware code editing with relevant memory injection
↳Multi-project memory scoping and workspace-level conventions
atlas-mcp-server logoatlas-mcp-server
↳AI-driven project execution and coordination via LLM agents.
↳Automated management of development tasks and workflows by AI.
↳Centralized knowledge base creation and retrieval for intelligent systems.
FAQ

FAQ

What is the difference between claude-engram and atlas-mcp-server?
Both claude-engram and atlas-mcp-server are in the RAG / Knowledge Base category. claude-engram has 16 stars, while atlas-mcp-server has 478 stars.
Which is better, claude-engram or atlas-mcp-server?
The best choice depends on your use case. Choose claude-engram if Automatically remembering past mistakes and decisions across Claude Code sessions, and atlas-mcp-server if AI-driven project execution and coordination via LLM agents..
Is claude-engram free or open source?
Yes, claude-engram is open source on GitHub (MIT).
Is atlas-mcp-server free or open source?
Yes, atlas-mcp-server is open source on GitHub (Apache-2.0).
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