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Atlas Pipeline MCP server

by IamNishant51·io.github.IamNishant51/atlas-pipeline·v1.0.2
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7-stage AI pipeline MCP server: Intent→Context→Git→Decompose→Variants→Critique→Optimize

B72/100grade B
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Safety scan
B72/100

full report

Adoption
New

0 stars70 downloads/wk

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Atlas Pipeline tools (9, 1 write)

write = sends, deletes, buys or posts

Read from the package source without running it. The installed server may list more.

  • atlas_context

    Gather context about a project or codebase. Analyzes files, dependencies, and project structure.

  • atlas_critique

    Review and critique code for quality, security, and best practices. Returns detailed feedback and scores.

  • atlas_decompose

    Break down a complex task into smaller subtasks with dependencies. Creates a DAG of work items.

  • atlas_git

    Analyze Git history and repository state. Returns recent commits, active branches, and file change history.

  • atlas_intent

    Analyze user intent from a natural language request. Extracts action type, target, context, and constraints.

  • atlas_optimize

    Optimize code based on critique feedback. Applies improvements while maintaining functionality.

  • atlas_pipelinewrite action

    Run the full Atlas pipeline: Intent → Context → Git → Decompose → Variants → Critique → Optimize

  • atlas_providers

    Check available LLM providers and their status.

  • atlas_variants

    Generate multiple solution variants for a coding task. Returns different approaches with pros/cons.

Public scan report

scanner v0.1.10 · 2026-09-28 · same rubric, same numbers if you re-run it

no findings
  • Code scan31 source files scanned25/25
  • –Live reliabilityno gateway calls yet and no remote to proben/a
  • –Tool poisoningtools not inspected (local package is not executed); not countedn/a
  • Auth qualitystatic API keys via environment variables6/15
  • Maintenancelast push 123 days ago8/15
  • Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
Overall 72/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How Atlas Pipeline compares

Against every graded Developer tools MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
72/100
higher than 33% of 1,119 Developer tools servers
Tools
9
the typical Developer tools server has 7
Tools that change things
11%
typical: 5%. Fewer write tools means less an agent can break
Downloads a week
70
more than 48% of 436 Developer tools servers with a package

What its tools let an agent do: 8 read · 1 change

Install Atlas Pipeline in Claude Code, Cursor or VS Code

Runs npx -y atlas-pipeline-mcp on your machine. Read the scan report first; the gateway never runs local packages.

claude mcp add atlas-pipeline -- npx -y atlas-pipeline-mcp
Add to Cursor

What the publisher says

From the Atlas Pipeline repository's README, as published. We do not edit it. Read it on GitHub

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:

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Atlas Pipeline: common questions

Is Atlas Pipeline MCP server safe?
Mostly: it is graded B (72/100). Read the Atlas Pipeline safety report
How do I install Atlas Pipeline?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does Atlas Pipeline need an API key?
Yes. The registry entry asks for OPENAI_API_KEY, ANTHROPIC_API_KEY.
Is Atlas Pipeline maintained?
The last commit was 160 days ago (2026-05-28). The latest release is v1.0.2.
What can I use instead of Atlas Pipeline?
Servers from other publishers that do the same job: Contextatlas MCP server, GitLab MCP Server and walkerOS Flow MCP server.
How does Atlas Pipeline compare with other Developer tools MCP servers?
safety score 72/100 (higher than 33% of 1,119 Developer tools servers); tools 9 (the typical Developer tools server has 7); tools that change things 11% (typical: 5%. Fewer write tools means less an agent can break). Full comparison.

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