io.github.IamNishant51/atlas-pipeline

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

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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.

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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:

Bug Oracle Predictive bug detection system analyzing code patterns, complexity metrics, and historical data to forecast potential issues before they occur

Code Whisperer Intelligent code suggestion engine providing context-aware recommendations, pattern detection, and best practice enforcement

Codebase Surgeon Precision refactoring tool for large-scale codebase transformations with dependency-aware modifications and impact analysis

Enhanced Development Experience:

Semantic Search Advanced code search with natural language understanding, finding code by intent rather than keywords

Smart Merge Resolver Intelligent conflict resolution for git merges using code analysis and context understanding to suggest optimal merge strategies

Tech Debt Quantifier Technical debt measurement and tracking system with actionable metrics and prioritized remediation roadmaps

Frontend Developer Tools

Comprehensive suite for modern frontend development:

Performance Doctor Detects React/Vue re-render issues, bundle bloat, memory leaks, and provides specific code fixes with improvement estimates

CSS Wizard CSS architecture analyzer - detects specificity conflicts, generates design tokens, converts between BEM/Tailwind/CSS Modules/styled-components

Animation Studio Professional animation generator - CSS keyframes, Framer Motion, GSAP timelines, micro-interactions with accessibility support

API Helper API integration assistant - generates TypeScript types, React Query/SWR hooks, mock data, Zod schemas, and error handling

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Senior Developer Tools

Expert-level guidance and analysis:

Senior Mentor Architectural guidance from a 15+ year veteran perspective with trade-off analysis and senior lessons

Performance Optimizer Deep performance analysis with Web Vitals optimization and bottleneck detection

Security Scanner Enterprise-grade vulnerability detection with compliance assessment (GDPR, CCPA, HIPAA, PCI-DSS)

State Management Architect Pattern comparison and scalability analysis for Redux, Zustand, Jotai, Recoil, and more

API Design Consultant RESTful and GraphQL API design review with best practices and documentation templates

AI/ML Powered Tools

Advanced machine learning capabilities:

RAG Search Semantic code search with knowledge graphs and natural language queries

ML Predictor Bug & performance prediction with 70-85% accuracy using machine learning

Code Migration Intelligent migration (12 types: JS→TS, React upgrades, Callbacks→Async)

Test Generator Advanced test generation with edge cases, mocks, and property-based testing

Core Professional Tools

Essential development utilities:

Refactor Code refactoring engine with complexity analysis

Profiler Performance profiling & bottleneck detection (O(n), O(n²), etc.)

Review Automated code review with quality scores and security checks

Dependencies Dependency analysis, unused package detection, vulnerability scanning

Dashboard Interactive HTML metrics dashboards with real-time data

Security Security vulnerability scanning (CWE, OWASP standards)

Test Gen Comprehensive test case generation (Jest, Vitest, Pytest, Mocha)

Docs Gen Auto-generate documentation (JSDoc, TSDoc, PyDoc)

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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

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Installation

Quick Start (Recommended)

Step 1: Install Globally

Open your terminal and run:

npm install -g atlas-pipeline-mcp

Step 2: Run Auto-Setup

Automatically configure your IDE (Cursor or VS Code):

atlas-mcp-setup

Step 3: Restart IDE

Restart your editor. The Atlas server will be automatically connected and ready to use.

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Available Tools

Advanced Development & Analysis Tools

atlas_bug_oracle Bug Oracle
Predictive bug detection analyzing code patterns, complexity metrics, and historical data to forecast potential issues with 70-85% accuracy.

atlas_code_whisperer Code Whisperer
Context-aware code suggestions with pattern detection, best practice enforcement, and intelligent auto-completion.

atlas_codebase_surgeon Codebase Surgeon
Large-scale refactoring with dependency-aware modifications, impact analysis, and safe transformation strategies.

atlas_semantic_search Semantic Search
Natural language code search finding code by intent rather than keywords, with context understanding.

atlas_smart_merge Smart Merge Resolver
Intelligent git conflict resolution using code analysis and context to suggest optimal merge strategies.

atlas_tech_debt Tech Debt Quantifier
Measures and tracks technical debt with actionable metrics and prioritized remediation roadmaps.

AI/ML Powered Tools

atlas_rag_search RAG-Powered Semantic Search
Natural language code search with knowledge graphs. Ask "how does auth work?" and get contextual results.

atlas_ml_predict ML Bug & Performance Prediction
Predict bugs before production with 70-85% accuracy. Analyzes complexity, churn, and code patterns.

atlas_migrate Intelligent Code Migration
Automated migration support for 12 types: JS→TS, React upgrades, Callbacks→Async, and more.

atlas_testgen_advanced Advanced Test Generation
Generate comprehensive test suites with edge cases, mocks, stubs, and 90%+ coverage projection.

Core Pipeline & Analysis Tools

atlas_pipeline Full Agentic Pipeline
Complete workflow: Intent → Context → Decompose → Variants → Critique → Optimize

atlas_intent Intent Analysis
Extract actionable intent from natural language requests

atlas_context Project Context Gathering
Analyze project structure, dependencies, and file relationships

atlas_git Git History Analysis
Analyze commits, branches, file changes, and code evolution

atlas_decompose Task Decomposition
Break complex tasks into DAG (Directed Acyclic Graph) of subtasks

atlas_variants Solution Variants
Generate multiple implementation approaches with pros/cons analysis

Quality & Optimization Tools

atlas_review Automated Code Review
Comprehensive analysis with quality scores, security checks, and best practice validation

atlas_critique Code Critique
Deep review for quality, security, performance, and maintainability

atlas_optimize Code Optimization
Apply improvements based on critique feedback and best practices

atlas_refactor Smart Refactoring
Code restructuring with complexity metrics and structural analysis

atlas_security Security Scanner
Detect vulnerabilities with CWE IDs and OWASP category mapping

Senior Developer Tools

atlas_senior_mentor Senior Mentor
Architectural guidance from 15+ year veteran perspective with trade-off analysis and senior lessons

atlas_performance_optimizer Performance Optimizer
Deep performance analysis with Web Vitals optimization and bottleneck detection

atlas_security_scanner Security Scanner Pro
Enterprise-grade vulnerability detection with compliance assessment (GDPR, CCPA, HIPAA, PCI-DSS)

atlas_state_architect State Management Architect
Pattern comparison and scalability analysis for Redux, Zustand, Jotai, Recoil

atlas_api_consultant API Design Consultant
RESTful and GraphQL API design review with best practices and documentation templates

UI/UX Design Tools

atlas_ui_ux_designer UI/UX Designer
Find best design inspirations online, generate multiple design options with images, and create production-ready code. Supports React, Vue, HTML, Svelte with accessibility guidance.

Frontend Developer Tools

atlas_performance_doctor Frontend Performance Doctor
Detects React/Vue re-render issues, bundle bloat, memory leaks, Core Web Vitals issues. Provides specific code fixes with improvement estimates (e.g., "30-50% fewer re-renders").

atlas_css_wizard CSS Architecture Wizard
Analyzes CSS specificity conflicts, generates design tokens, converts between BEM/Tailwind/CSS Modules/styled-components/Emotion. Finds unused CSS and duplicates.

atlas_animation_studio Animation Studio
Professional animation generator with 30+ presets. Creates CSS keyframes, Framer Motion, GSAP, React Spring, and Anime.js code. Includes micro-interactions, scroll animations, and accessibility support.

atlas_api_helper API Integration Helper
Generates TypeScript types from API responses, React Query/SWR hooks, MSW mock handlers, Zod validation schemas, and complete API clients with error handling.

Development Productivity Tools

atlas_profiler Performance Profiling
Detect bottlenecks, analyze time complexity (O(n), O(n²)), and memory usage

atlas_test Test Case Generation
Generate comprehensive tests for Jest, Vitest, Pytest, Mocha

atlas_docs Auto Documentation
Generate JSDoc, TSDoc, or PyDoc documentation automatically

atlas_dependencies Dependency Analysis
Detect unused packages, analyze dependencies, scan for vulnerabilities

atlas_dashboard Metrics Dashboard
Generate interactive HTML dashboards with real-time metrics

atlas_explain Code Explanation
Explain code with complexity analysis and pattern detection

atlas_debug Smart Debugging
Root cause analysis, stack trace parsing, and fix suggestions

atlas_think Advanced Reasoning
Sequential reasoning with branching logic for complex problems

Utility Tools

atlas_providers Provider Status
Check available LLM providers and their current status

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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

AI/ML Tools

Professional Development Tools

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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.

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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

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License

MIT License - see LICENSE file for details

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Built by Nishant Unavane

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🌐 Check out my portfolio: nishantunavane.qzz.io

For support, documentation, or questions, visit our GitHub repository.