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AgentIndex
atlas-mcp-server logo
atlas-mcp-server
★ 478
vs
code-graph-rag logo
code-graph-rag
★ 5.3k

atlas-mcp-server vs code-graph-rag

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.; code-graph-rag: Code-Graph-RAG is an accurate Retrieval-Augmented Generation (RAG) system designed for multi-language codebases. It uses Tree-sitter to analyze code, build comprehensive knowledge graphs, and allows natural language querying of codebase structure and relationships. The system also includes advanced editing capabilities, enabling users to modify code directly through natural language prompts.

01

TL;DR

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 →
code-graph-rag logo
code-graph-ragRAG / Knowledge Base · ★ 5.3k
When to choose:
  • You want to parse a multi-language monorepo with Tree-sitter into a Memgraph knowledge graph and query or edit it via natural language or Claude Code MCP.
  • You want semantic code search using UniXcoder embeddings paired with Cypher graph queries.
When to skip:
  • You want RAG over PDFs, Word files, and slides rather than source code repositories; use RAGFlow or MaxKB.
  • You want a zero-dependency code context MCP server without running Docker and Memgraph; jCodeMunch or Context7 are much lighter.
Read code-graph-rag full review →
02

Side-by-Side Comparison

Field
atlas-mcp-server logoatlas-mcp-server
code-graph-rag logocode-graph-rag
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 478
★ 5.3k
License
Apache-2.0
MIT
Install Command
npm install
git clone https://github.com/vitali87/code-graph-rag.git && cd code-graph-rag && uv sync --extra treesitter-full && cp .env.example .env && docker-compose up -d
Updated
1y ago
1d ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
LLM Agents, Task Management, Project Management
ai, ast, claude-code
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
code-graph-rag logocode-graph-rag
01Multi-Language Support
02Tree-sitter Parsing
03Knowledge Graph Storage
04Natural Language Querying
05Advanced File Editing
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.
code-graph-rag logocode-graph-rag
↳Analyze and ingest multi-language codebases into a knowledge graph.
↳Query codebase structure and relationships using natural language.
↳Receive AI-powered optimization suggestions and perform surgical code edits.
FAQ

FAQ

What is the difference between atlas-mcp-server and code-graph-rag?
Both atlas-mcp-server and code-graph-rag are in the RAG / Knowledge Base category. atlas-mcp-server has 478 stars, while code-graph-rag has 5.3k stars.
Which is better, atlas-mcp-server or code-graph-rag?
The best choice depends on your use case. Choose atlas-mcp-server if AI-driven project execution and coordination via LLM agents., and code-graph-rag if Analyze and ingest multi-language codebases into a knowledge graph..
Is atlas-mcp-server free or open source?
Yes, atlas-mcp-server is open source on GitHub (Apache-2.0).
Is code-graph-rag free or open source?
Yes, code-graph-rag is open source on GitHub (MIT).
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