7-stage AI pipeline MCP server: Intent→Context→Git→Decompose→Variants→Critique→Optimize
Quick Install
Automated & IDE SetupCopy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.
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Manual Client & Custom JSON ConfigExpand JSON ▾
Client Config & Setup
Choose your client or environment
Target File:
💡 Paste the JSON block into your client's configuration file under mcpServers, then restart the application.
Documentation Overview
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.
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 |
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) |
Key Features
AI/ML Capabilities
|
Professional Tools
|
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:
Step 2: Run Auto-Setup
Automatically configure your IDE (Cursor or VS Code):
Step 3: Restart IDE
Restart your editor. The Atlas server will be automatically connected and ready to use.
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
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Frequently Asked Questions about Atlas Pipeline
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CategoryCloud Platforms
11/15 checks healthy over the last 45d
36Quality signal: Fair · 36/100How this signal is calculated ▾
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Verified ownership10/20
Documentation & tools16/30
Adoption & activity1/15
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Scanned 2d ago via OSV.dev · atlas-pipeline-mcp (npm)
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