atlas-mcp-server logo
atlas-mcp-server
★ 478
vs
superlocalmemory logo
superlocalmemory
★ 255

atlas-mcp-server vs superlocalmemory

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.; superlocalmemory: SuperLocalMemory V3 is a local-first AI agent memory system that uses mathematical techniques (differential geometry, algebraic topology, stochastic analysis) to replace cloud LLM dependency. It offers three operating modes, achieves high benchmark scores, and is EU AI Act compliant.

01

TL;DR

atlas-mcp-server logo
atlas-mcp-serverRAG / Knowledge Base · ★ 478

AI-driven project execution and coordination via LLM agents.

superlocalmemory logo
superlocalmemoryRAG / Knowledge Base · ★ 255

IDE integration (Claude Code, Cursor, Windsurf)

02

Side-by-Side Comparison

Field
atlas-mcp-server logoatlas-mcp-server
superlocalmemory logosuperlocalmemory
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 478
★ 255
License
Apache-2.0
AGPL-3.0
Install Command
npm install
npm install -g superlocalmemory
Updated
1y ago
1d ago
Open Source
Yes
Yes
Tags
LLM Agents, Task Management, Project Management
agent-memory, agent-reliability, ai-agents
03

Features

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
superlocalmemory logosuperlocalmemory
015-channel hybrid retrieval (Semantic, BM25, Entity Graph, Temporal, Hopfield)
02Auto-learned soft prompts and adaptive memory lifecycle
03Skill evolution with performance tracking
04Tiered storage (active/warm/cold/archived)
05Trust & Security (Bayesian trust scoring, ABAC, audit trail)
04

Use Cases

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.
superlocalmemory logosuperlocalmemory
↳IDE integration (Claude Code, Cursor, Windsurf)
↳CI/CD pipelines
↳Agent frameworks (OpenClaw, Codex, Goose)
FAQ

FAQ

What is the difference between atlas-mcp-server and superlocalmemory?
Both atlas-mcp-server and superlocalmemory are in the RAG / Knowledge Base category. atlas-mcp-server has 478 stars, while superlocalmemory has 255 stars.
Which is better, atlas-mcp-server or superlocalmemory?
The best choice depends on your use case. Choose atlas-mcp-server if AI-driven project execution and coordination via LLM agents., and superlocalmemory if IDE integration (Claude Code, Cursor, Windsurf).
Is atlas-mcp-server free or open source?
Yes, atlas-mcp-server is open source on GitHub (Apache-2.0).
Is superlocalmemory free or open source?
Yes, superlocalmemory is open source on GitHub (AGPL-3.0).
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