io.github.IamNishant51/atlas-pipeline

Name: io.github.IamNishant51/atlas-pipeline
Author: iamnishant51

编码与调试

by iamnishant51

提供 7 阶段 AI pipeline 的 MCP server：从 Intent、Context、Git 到分解、变体、批评与优化。

GitHub

什么是 io.github.IamNishant51/atlas-pipeline？

提供 7 阶段 AI pipeline 的 MCP server：从 Intent、Context、Git 到分解、变体、批评与优化。

README

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.

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:

<table> <tr> <td width="30%">Bug Oracle</td> <td>Predictive bug detection system analyzing code patterns, complexity metrics, and historical data to forecast potential issues before they occur</td> </tr> <tr> <td>Code Whisperer</td> <td>Intelligent code suggestion engine providing context-aware recommendations, pattern detection, and best practice enforcement</td> </tr> <tr> <td>Codebase Surgeon</td> <td>Precision refactoring tool for large-scale codebase transformations with dependency-aware modifications and impact analysis</td> </tr> </table>

Enhanced Development Experience:

<table> <tr> <td width="30%">Semantic Search</td> <td>Advanced code search with natural language understanding, finding code by intent rather than keywords</td> </tr> <tr> <td>Smart Merge Resolver</td> <td>Intelligent conflict resolution for git merges using code analysis and context understanding to suggest optimal merge strategies</td> </tr> <tr> <td>Tech Debt Quantifier</td> <td>Technical debt measurement and tracking system with actionable metrics and prioritized remediation roadmaps</td> </tr> </table>

Frontend Developer Tools

Comprehensive suite for modern frontend development:

<table> <tr> <td width="30%">Performance Doctor</td> <td>Detects React/Vue re-render issues, bundle bloat, memory leaks, and provides specific code fixes with improvement estimates</td> </tr> <tr> <td>CSS Wizard</td> <td>CSS architecture analyzer - detects specificity conflicts, generates design tokens, converts between BEM/Tailwind/CSS Modules/styled-components</td> </tr> <tr> <td>Animation Studio</td> <td>Professional animation generator - CSS keyframes, Framer Motion, GSAP timelines, micro-interactions with accessibility support</td> </tr> <tr> <td>API Helper</td> <td>API integration assistant - generates TypeScript types, React Query/SWR hooks, mock data, Zod schemas, and error handling</td> </tr> </table>

Senior Developer Tools

Expert-level guidance and analysis:

<table> <tr> <td width="30%">Senior Mentor</td> <td>Architectural guidance from a 15+ year veteran perspective with trade-off analysis and senior lessons</td> </tr> <tr> <td>Performance Optimizer</td> <td>Deep performance analysis with Web Vitals optimization and bottleneck detection</td> </tr> <tr> <td>Security Scanner</td> <td>Enterprise-grade vulnerability detection with compliance assessment (GDPR, CCPA, HIPAA, PCI-DSS)</td> </tr> <tr> <td>State Management Architect</td> <td>Pattern comparison and scalability analysis for Redux, Zustand, Jotai, Recoil, and more</td> </tr> <tr> <td>API Design Consultant</td> <td>RESTful and GraphQL API design review with best practices and documentation templates</td> </tr> </table>

AI/ML Powered Tools

Advanced machine learning capabilities:

<table> <tr> <td width="30%">RAG Search</td> <td>Semantic code search with knowledge graphs and natural language queries</td> </tr> <tr> <td>ML Predictor</td> <td>Bug & performance prediction with 70-85% accuracy using machine learning</td> </tr> <tr> <td>Code Migration</td> <td>Intelligent migration (12 types: JS→TS, React upgrades, Callbacks→Async)</td> </tr> <tr> <td>Test Generator</td> <td>Advanced test generation with edge cases, mocks, and property-based testing</td> </tr> </table>

Core Professional Tools

Essential development utilities:

<table> <tr> <td width="30%">Refactor</td> <td>Code refactoring engine with complexity analysis</td> </tr> <tr> <td>Profiler</td> <td>Performance profiling & bottleneck detection (O(n), O(n²), etc.)</td> </tr> <tr> <td>Review</td> <td>Automated code review with quality scores and security checks</td> </tr> <tr> <td>Dependencies</td> <td>Dependency analysis, unused package detection, vulnerability scanning</td> </tr> <tr> <td>Dashboard</td> <td>Interactive HTML metrics dashboards with real-time data</td> </tr> <tr> <td>Security</td> <td>Security vulnerability scanning (CWE, OWASP standards)</td> </tr> <tr> <td>Test Gen</td> <td>Comprehensive test case generation (Jest, Vitest, Pytest, Mocha)</td> </tr> <tr> <td>Docs Gen</td> <td>Auto-generate documentation (JSDoc, TSDoc, PyDoc)</td> </tr> </table>

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

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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

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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:

bash

npm install -g atlas-pipeline-mcp

Step 2: Run Auto-Setup

Automatically configure your IDE (Cursor or VS Code):

bash

atlas-mcp-setup

Step 3: Restart IDE

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

Available Tools

Advanced Development & Analysis Tools

<table> <tr> <td width="30%"><code>atlas_bug_oracle</code></td> <td>Bug Oracle Predictive bug detection analyzing code patterns, complexity metrics, and historical data to forecast potential issues with 70-85% accuracy.</td> </tr> <tr> <td><code>atlas_code_whisperer</code></td> <td>Code Whisperer Context-aware code suggestions with pattern detection, best practice enforcement, and intelligent auto-completion.</td> </tr> <tr> <td><code>atlas_codebase_surgeon</code></td> <td>Codebase Surgeon Large-scale refactoring with dependency-aware modifications, impact analysis, and safe transformation strategies.</td> </tr> <tr> <td><code>atlas_semantic_search</code></td> <td>Semantic Search Natural language code search finding code by intent rather than keywords, with context understanding.</td> </tr> <tr> <td><code>atlas_smart_merge</code></td> <td>Smart Merge Resolver Intelligent git conflict resolution using code analysis and context to suggest optimal merge strategies.</td> </tr> <tr> <td><code>atlas_tech_debt</code></td> <td>Tech Debt Quantifier Measures and tracks technical debt with actionable metrics and prioritized remediation roadmaps.</td> </tr> </table>

AI/ML Powered Tools

<table> <tr> <td width="30%"><code>atlas_rag_search</code></td> <td>RAG-Powered Semantic Search Natural language code search with knowledge graphs. Ask "how does auth work?" and get contextual results.</td> </tr> <tr> <td><code>atlas_ml_predict</code></td> <td>ML Bug & Performance Prediction Predict bugs before production with 70-85% accuracy. Analyzes complexity, churn, and code patterns.</td> </tr> <tr> <td><code>atlas_migrate</code></td> <td>Intelligent Code Migration Automated migration support for 12 types: JS→TS, React upgrades, Callbacks→Async, and more.</td> </tr> <tr> <td><code>atlas_testgen_advanced</code></td> <td>Advanced Test Generation Generate comprehensive test suites with edge cases, mocks, stubs, and 90%+ coverage projection.</td> </tr> </table>

Core Pipeline & Analysis Tools

<table> <tr> <td width="30%"><code>atlas_pipeline</code></td> <td>Full Agentic Pipeline Complete workflow: Intent → Context → Decompose → Variants → Critique → Optimize</td> </tr> <tr> <td><code>atlas_intent</code></td> <td>Intent Analysis Extract actionable intent from natural language requests</td> </tr> <tr> <td><code>atlas_context</code></td> <td>Project Context Gathering Analyze project structure, dependencies, and file relationships</td> </tr> <tr> <td><code>atlas_git</code></td> <td>Git History Analysis Analyze commits, branches, file changes, and code evolution</td> </tr> <tr> <td><code>atlas_decompose</code></td> <td>Task Decomposition Break complex tasks into DAG (Directed Acyclic Graph) of subtasks</td> </tr> <tr> <td><code>atlas_variants</code></td> <td>Solution Variants Generate multiple implementation approaches with pros/cons analysis</td> </tr> </table>

Quality & Optimization Tools

<table> <tr> <td width="30%"><code>atlas_review</code></td> <td>Automated Code Review Comprehensive analysis with quality scores, security checks, and best practice validation</td> </tr> <tr> <td><code>atlas_critique</code></td> <td>Code Critique Deep review for quality, security, performance, and maintainability</td> </tr> <tr> <td><code>atlas_optimize</code></td> <td>Code Optimization Apply improvements based on critique feedback and best practices</td> </tr> <tr> <td><code>atlas_refactor</code></td> <td>Smart Refactoring Code restructuring with complexity metrics and structural analysis</td> </tr> <tr> <td><code>atlas_security</code></td> <td>Security Scanner Detect vulnerabilities with CWE IDs and OWASP category mapping</td> </tr> </table>

Senior Developer Tools

<table> <tr> <td width="30%"><code>atlas_senior_mentor</code></td> <td>Senior Mentor Architectural guidance from 15+ year veteran perspective with trade-off analysis and senior lessons</td> </tr> <tr> <td><code>atlas_performance_optimizer</code></td> <td>Performance Optimizer Deep performance analysis with Web Vitals optimization and bottleneck detection</td> </tr> <tr> <td><code>atlas_security_scanner</code></td> <td>Security Scanner Pro Enterprise-grade vulnerability detection with compliance assessment (GDPR, CCPA, HIPAA, PCI-DSS)</td> </tr> <tr> <td><code>atlas_state_architect</code></td> <td>State Management Architect Pattern comparison and scalability analysis for Redux, Zustand, Jotai, Recoil</td> </tr> <tr> <td><code>atlas_api_consultant</code></td> <td>API Design Consultant RESTful and GraphQL API design review with best practices and documentation templates</td> </tr> </table>

UI/UX Design Tools

<table> <tr> <td width="30%"><code>atlas_ui_ux_designer</code></td> <td>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.</td> </tr> </table>

Frontend Developer Tools

<table> <tr> <td width="30%"><code>atlas_performance_doctor</code></td> <td>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").</td> </tr> <tr> <td><code>atlas_css_wizard</code></td> <td>CSS Architecture Wizard Analyzes CSS specificity conflicts, generates design tokens, converts between BEM/Tailwind/CSS Modules/styled-components/Emotion. Finds unused CSS and duplicates.</td> </tr> <tr> <td><code>atlas_animation_studio</code></td> <td>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.</td> </tr> <tr> <td><code>atlas_api_helper</code></td> <td>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.</td> </tr> </table>

Development Productivity Tools

<table> <tr> <td width="30%"><code>atlas_profiler</code></td> <td>Performance Profiling Detect bottlenecks, analyze time complexity (O(n), O(n²)), and memory usage</td> </tr> <tr> <td><code>atlas_test</code></td> <td>Test Case Generation Generate comprehensive tests for Jest, Vitest, Pytest, Mocha</td> </tr> <tr> <td><code>atlas_docs</code></td> <td>Auto Documentation Generate JSDoc, TSDoc, or PyDoc documentation automatically</td> </tr> <tr> <td><code>atlas_dependencies</code></td> <td>Dependency Analysis Detect unused packages, analyze dependencies, scan for vulnerabilities</td> </tr> <tr> <td><code>atlas_dashboard</code></td> <td>Metrics Dashboard Generate interactive HTML dashboards with real-time metrics</td> </tr> <tr> <td><code>atlas_explain</code></td> <td>Code Explanation Explain code with complexity analysis and pattern detection</td> </tr> <tr> <td><code>atlas_debug</code></td> <td>Smart Debugging Root cause analysis, stack trace parsing, and fix suggestions</td> </tr> <tr> <td><code>atlas_think</code></td> <td>Advanced Reasoning Sequential reasoning with branching logic for complex problems</td> </tr> </table>

Utility Tools

<table> <tr> <td width="30%"><code>atlas_providers</code></td> <td>Provider Status Check available LLM providers and their current status</td> </tr> </table>

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"	`atlas_bug_oracle`
Get Code Suggestions	"Suggest improvements for this function"	`atlas_code_whisperer`
Large-Scale Refactoring	"Refactor the entire authentication system"	`atlas_codebase_surgeon`
Search by Intent	"Find where we handle payment processing"	`atlas_semantic_search`
Resolve Conflicts	"Help resolve this merge conflict intelligently"	`atlas_smart_merge`
Measure Tech Debt	"Quantify technical debt in this project"	`atlas_tech_debt`

AI/ML Tools

Goal	Example Request	Tool Used
Semantic Code Search	"Search for authentication code using RAG"	`atlas_rag_search`
Predict Issues	"Predict bug probability in payment-processor.ts"	`atlas_ml_predict`
Migrate Codebase	"Migrate this file from JavaScript to TypeScript"	`atlas_migrate`
Advanced Testing	"Generate comprehensive tests with edge cases"	`atlas_testgen_advanced`

Professional Development Tools

Goal	Example Request	Tool Used
Full Pipeline	"Run the pipeline on utils.ts to refactor it"	`atlas_pipeline`
Refactor Code	"Refactor this code and reduce complexity"	`atlas_refactor`
Performance Analysis	"Profile this code for performance bottlenecks"	`atlas_profiler`
Code Review	"Review this PR for quality and security"	`atlas_review`
Check Dependencies	"Analyze dependencies and find unused packages"	`atlas_dependencies`
Plan Feature	"Decompose the task of adding JWT auth"	`atlas_decompose`
Explore Solutions	"Generate 3 variants for this button component"	`atlas_variants`
Review Code	"Critique this code for security issues"	`atlas_critique`
Polish Code	"Optimize this function based on best practices"	`atlas_optimize`
Security Scan	"Scan this code for security vulnerabilities"	`atlas_security`
Generate Tests	"Generate tests for this authentication module"	`atlas_test`
Add Documentation	"Document this API with examples"	`atlas_docs`
Understand Code	"Explain how this algorithm works"	`atlas_explain`
Debug Error	"Debug this TypeError, here's the stack trace..."	`atlas_debug`
Complex Reasoning	"Think through how to design this system"	`atlas_think`
Project Context	"Analyze the project context and dependencies"	`atlas_context`

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:

json

{
  "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

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

常见问题