Atlas MCP Server
Seamless integration with GitHub Copilot, allowing developers to access Atlas' advanced development tools directly within their Copilot-powered IDE.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@Atlas MCP Serveranalyze my authentication logic for bugs"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Atlas MCP Server
Enterprise-Grade Agentic AI Pipeline for Modern IDEs
Advanced AI/ML-powered development tools with RAG search, ML bug prediction, intelligent code migration, and comprehensive test generation.
Installation • Features • Tools • Usage • Documentation
Overview
Atlas MCP Server transforms your IDE with intelligent development capabilities through a comprehensive analysis pipeline:
Intent → Context → Decomposition → Variants → Critique → Optimization
Natively integrated with Cursor, Windsurf, Claude Desktop, GitHub Copilot, and VS Code.
Related MCP server: FastApply MCP Server
What's New in Latest Version
Advanced Development Tools Suite
The latest version introduces six powerful tools designed to address complex development challenges:
New Advanced Analysis Tools:
Enhanced Development Experience:
Frontend Developer Tools
Comprehensive suite for modern frontend development:
Senior Developer Tools
Expert-level guidance and analysis:
AI/ML Powered Tools
Advanced machine learning capabilities:
Core Professional Tools
Essential development utilities:
Key Features
AI/ML Capabilities
RAG Search - Semantic code understanding with knowledge graphs
ML Prediction - Bug & performance forecasting (70-85% accuracy)
Code Migration - 12 intelligent migration types
Test Generation - Advanced test suites with edge cases
Bug Oracle - Predictive bug detection and prevention
Semantic Search - Natural language code discovery
Professional Tools
Full Pipeline - Intent → Context → Variants → Optimize
Quality Analysis - Code review, security, complexity
Performance - Profiling, bottleneck detection
Automation - Tests, docs, refactoring
Tech Debt - Quantification and tracking
Merge Resolution - Intelligent conflict handling
Why Choose Atlas?
Zero Configuration: No API keys required - leverages your IDE's built-in AI (Copilot/Cursor)
33 Professional Tools: Comprehensive suite covering all development needs
Agentic Workflow: DAG-based task decomposition for complex problems
Context Aware: Deep project structure, dependencies, and git history analysis
High Performance: LRU caching, request deduplication, parallel execution
Enterprise Ready: Production-grade tools with security and compliance features
Installation
Quick Start (Recommended)
Step 1: Install Globally
Open your terminal and run:
npm install -g atlas-pipeline-mcpStep 2: Run Auto-Setup
Automatically configure your IDE (Cursor or VS Code):
atlas-mcp-setupStep 3: Restart IDE
Restart your editor. The Atlas server will be automatically connected and ready to use.
Available Tools
Advanced Development & Analysis Tools
AI/ML Powered Tools
Core Pipeline & Analysis Tools
Quality & Optimization Tools
Senior Developer Tools
UI/UX Design Tools
Frontend Developer Tools
Development Productivity Tools
Utility Tools
Usage Guide
Once installed, interact with your AI Assistant (Copilot Chat or Cursor Chat). The appropriate tool is automatically activated based on your request.
Advanced Development Tools
Goal | Example Request | Tool Used |
Predict Bugs | "Analyze bug probability in this module" |
|
Get Code Suggestions | "Suggest improvements for this function" |
|
Large-Scale Refactoring | "Refactor the entire authentication system" |
|
Search by Intent | "Find where we handle payment processing" |
|
Resolve Conflicts | "Help resolve this merge conflict intelligently" |
|
Measure Tech Debt | "Quantify technical debt in this project" |
|
AI/ML Tools
Goal | Example Request | Tool Used |
Semantic Code Search | "Search for authentication code using RAG" |
|
Predict Issues | "Predict bug probability in payment-processor.ts" |
|
Migrate Codebase | "Migrate this file from JavaScript to TypeScript" |
|
Advanced Testing | "Generate comprehensive tests with edge cases" |
|
Professional Development Tools
Goal | Example Request | Tool Used |
Full Pipeline | "Run the pipeline on utils.ts to refactor it" |
|
Refactor Code | "Refactor this code and reduce complexity" |
|
Performance Analysis | "Profile this code for performance bottlenecks" |
|
Code Review | "Review this PR for quality and security" |
|
Check Dependencies | "Analyze dependencies and find unused packages" |
|
Plan Feature | "Decompose the task of adding JWT auth" |
|
Explore Solutions | "Generate 3 variants for this button component" |
|
Review Code | "Critique this code for security issues" |
|
Polish Code | "Optimize this function based on best practices" |
|
Security Scan | "Scan this code for security vulnerabilities" |
|
Generate Tests | "Generate tests for this authentication module" |
|
Add Documentation | "Document this API with examples" |
|
Understand Code | "Explain how this algorithm works" |
|
Debug Error | "Debug this TypeError, here's the stack trace..." |
|
Complex Reasoning | "Think through how to design this system" |
|
Project Context | "Analyze the project context and dependencies" |
|
Advanced Integration
Using Local LLMs
If you prefer running models locally (e.g., Ollama) or want to use your own API keys instead of your IDE's subscription, configure the server manually in your settings:
{
"atlas": {
"command": "npx",
"args": ["-y", "atlas-pipeline-mcp"],
"env": {
"OLLAMA_BASE_URL": "http://localhost:11434",
"OPENAI_API_KEY": "sk-...",
"ANTHROPIC_API_KEY": "sk-..."
}
}
}Note: If no API keys are provided, Atlas defaults to Client Sampling mode, delegating generation to your IDE's AI capabilities.
Contributing
We welcome contributions to improve the Atlas pipeline.
Repository: github.com/IamNishant51/atlas-mcp-server
Issues: Report bugs or request features on GitHub
Pull Requests: Submit improvements and new features
License
MIT License - see LICENSE file for details
Built by Nishant Unavane
🌐 Check out my portfolio: nishantunavane.qzz.io
For support, documentation, or questions, visit our GitHub repository.
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