Atlas Pipeline

io.github.IamNishant51Published by GitHub account IamNishant51v1.0.2Updated Oct 24, 2026

7-stage AI pipeline MCP server: Intent→Context→Git→Decompose→Variants→Critique→Optimize

The publisher's own server: Red Atlas Api

VerifiedSTDIODesktop onlyDeveloper ToolsSecurity & MonitoringAI & ML

Overview

AI-generated overview

Atlas Pipeline is a local MCP server that gives an assistant a multi-stage code analysis and refactoring pipeline plus dozens of code review, testing…

What you can do
  • Run a staged pipeline: intent analysis, project context gathering, git history analysis, task decomposition, solution variants, critique and optimization
  • Analyze and improve code: review, critique, refactor, optimize, explain, debug and large-scale codebase transformation
  • Search and predict: semantic and RAG-style code search, bug and performance prediction, technical debt quantification
  • Generate artifacts: tests, documentation, TypeScript types, API clients, CSS and animation code, metrics dashboards
  • Scan for security issues, dependencies and performance bottlenecks, and resolve git merge conflicts
  • Check which LLM providers are available
When to use it
Useful when you want an assistant inside an IDE to run structured, multi-step code analysis and refactoring on an existing project, or to get automated review, test generation, security scanning and frontend performance advice without leaving the chat.
Requirements
Runs locally as an npm package (atlas-pipeline-mcp) over stdio, installed globally or via npx; a desktop IDE such as Cursor, VS Code, Windsurf or Claude Desktop. Optional credentials: ANTHROPIC_API_KEY, OPENAI_API_KEY, and OLLAMA_BASE_URL for a local Ollama endpoint. Without keys it delegates generation to the IDE's own AI.
Before you install
The README says no API keys are required, yet the manifest declares ANTHROPIC_API_KEY and OPENAI_API_KEY as secrets; if you supply them, they are read by the local server. Tools can propose or apply refactors, migrations and merge resolutions, so review changes before accepting them. Project code and git history are analyzed locally, and prompts may be sent to whichever LLM provider is configured.

Installation

In SourceWeft

  1. Open Atlas Pipeline in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

Atlas MCP Server

[npm version] [npm downloads] [License: MIT] [TypeScript] [Node.js]

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 OraclePredictive bug detection system analyzing code patterns, complexity metrics, and historical data to forecast potential issues before they occur
Code WhispererIntelligent code suggestion engine providing context-aware recommendations, pattern detection, and best practice enforcement
Codebase SurgeonPrecision refactoring tool for large-scale codebase transformations with dependency-aware modifications and impact analysis

Enhanced Development Experience:

Semantic SearchAdvanced code search with natural language understanding, finding code by intent rather than keywords
Smart Merge ResolverIntelligent conflict resolution for git merges using code analysis and context understanding to suggest optimal merge strategies
Tech Debt QuantifierTechnical debt measurement and tracking system with actionable metrics and prioritized remediation roadmaps

Frontend Developer Tools

Comprehensive suite for modern frontend development:

Performance DoctorDetects React/Vue re-render issues, bundle bloat, memory leaks, and provides specific code fixes with improvement estimates
CSS WizardCSS architecture analyzer - detects specificity conflicts, generates design tokens, converts between BEM/Tailwind/CSS Modules/styled-components
Animation StudioProfessional animation generator - CSS keyframes, Framer Motion, GSAP timelines, micro-interactions with accessibility support
API HelperAPI 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 MentorArchitectural guidance from a 15+ year veteran perspective with trade-off analysis and senior lessons
Performance OptimizerDeep performance analysis with Web Vitals optimization and bottleneck detection
Security ScannerEnterprise-grade vulnerability detection with compliance assessment (GDPR, CCPA, HIPAA, PCI-DSS)
State Management ArchitectPattern comparison and scalability analysis for Redux, Zustand, Jotai, Recoil, and more
API Design ConsultantRESTful and GraphQL API design review with best practices and documentation templates

AI/ML Powered Tools

Advanced machine learning capabilities:

RAG SearchSemantic code search with knowledge graphs and natural language queries
ML PredictorBug & performance prediction with 70-85% accuracy using machine learning
Code MigrationIntelligent migration (12 types: JS→TS, React upgrades, Callbacks→Async)
Test GeneratorAdvanced test generation with edge cases, mocks, and property-based testing

Core Professional Tools

Essential development utilities:

RefactorCode refactoring engine with complexity analysis
ProfilerPerformance profiling & bottleneck detection (O(n), O(n²), etc.)
ReviewAutomated code review with quality scores and security checks
DependenciesDependency analysis, unused package detection, vulnerability scanning
DashboardInteractive HTML metrics dashboards with real-time data
SecuritySecurity vulnerability scanning (CWE, OWASP standards)
Test GenComprehensive test case generation (Jest, Vitest, Pytest, Mocha)
Docs GenAuto-generate documentation (JSDoc, TSDoc, PyDoc)

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:

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

atlas_bug_oracleBug Oracle
Predictive bug detection analyzing code patterns, complexity metrics, and historical data to forecast potential issues with 70-85% accuracy.
atlas_code_whispererCode Whisperer
Context-aware code suggestions with pattern detection, best practice enforcement, and intelligent auto-completion.
atlas_codebase_surgeonCodebase Surgeon
Large-scale refactoring with dependency-aware modifications, impact analysis, and safe transformation strategies.
atlas_semantic_searchSemantic Search
Natural language code search finding code by intent rather than keywords, with context understanding.
atlas_smart_mergeSmart Merge Resolver
Intelligent git conflict resolution using code analysis and context to suggest optimal merge strategies.
atlas_tech_debtTech Debt Quantifier
Measures and tracks technical debt with actionable metrics and prioritized remediation roadmaps.

AI/ML Powered Tools

atlas_rag_searchRAG-Powered Semantic Search
Natural language code search with knowledge graphs. Ask "how does auth work?" and get contextual results.
atlas_ml_predictML Bug & Performance Prediction
Predict bugs before production with 70-85% accuracy. Analyzes complexity, churn, and code patterns.
atlas_migrateIntelligent Code Migration
Automated migration support for 12 types: JS→TS, React upgrades, Callbacks→Async, and more.
atlas_testgen_advancedAdvanced Test Generation
Generate comprehensive test suites with edge cases, mocks, stubs, and 90%+ coverage projection.

Core Pipeline & Analysis Tools

atlas_pipelineFull Agentic Pipeline
Complete workflow: Intent → Context → Decompose → Variants → Critique → Optimize
atlas_intentIntent Analysis
Extract actionable intent from natural language requests
atlas_contextProject Context Gathering
Analyze project structure, dependencies, and file relationships
atlas_gitGit History Analysis
Analyze commits, branches, file changes, and code evolution
atlas_decomposeTask Decomposition
Break complex tasks into DAG (Directed Acyclic Graph) of subtasks
atlas_variantsSolution Variants
Generate multiple implementation approaches with pros/cons analysis

Quality & Optimization Tools

atlas_reviewAutomated Code Review
Comprehensive analysis with quality scores, security checks, and best practice validation
atlas_critiqueCode Critique
Deep review for quality, security, performance, and maintainability
atlas_optimizeCode Optimization
Apply improvements based on critique feedback and best practices
atlas_refactorSmart Refactoring
Code restructuring with complexity metrics and structural analysis
atlas_securitySecurity Scanner
Detect vulnerabilities with CWE IDs and OWASP category mapping

Senior Developer Tools

atlas_senior_mentorSenior Mentor
Architectural guidance from 15+ year veteran perspective with trade-off analysis and senior lessons
atlas_performance_optimizerPerformance Optimizer
Deep performance analysis with Web Vitals optimization and bottleneck detection
atlas_security_scannerSecurity Scanner Pro
Enterprise-grade vulnerability detection with compliance assessment (GDPR, CCPA, HIPAA, PCI-DSS)
atlas_state_architectState Management Architect
Pattern comparison and scalability analysis for Redux, Zustand, Jotai, Recoil
atlas_api_consultantAPI Design Consultant
RESTful and GraphQL API design review with best practices and documentation templates

UI/UX Design Tools

atlas_ui_ux_designerUI/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_doctorFrontend 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_wizardCSS 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_studioAnimation 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_helperAPI 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_profilerPerformance Profiling
Detect bottlenecks, analyze time complexity (O(n), O(n²)), and memory usage
atlas_testTest Case Generation
Generate comprehensive tests for Jest, Vitest, Pytest, Mocha
atlas_docsAuto Documentation
Generate JSDoc, TSDoc, or PyDoc documentation automatically
atlas_dependenciesDependency Analysis
Detect unused packages, analyze dependencies, scan for vulnerabilities
atlas_dashboardMetrics Dashboard
Generate interactive HTML dashboards with real-time metrics
atlas_explainCode Explanation
Explain code with complexity analysis and pattern detection
atlas_debugSmart Debugging
Root cause analysis, stack trace parsing, and fix suggestions
atlas_thinkAdvanced Reasoning
Sequential reasoning with branching logic for complex problems

Utility Tools

atlas_providersProvider Status
Check available LLM providers and their current status

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

GoalExample RequestTool 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

GoalExample RequestTool 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

GoalExample RequestTool 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.

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.

Source: README.md at commit ad86ee1

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v1.0.2LatestSep 16, 2026

Score

50% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

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