Do I need specific MCPs to use this skill?

Yes, it requires either the ruv-swarm (preferred) or claude-flow MCP to orchestrate the parallel agent swarm effectively.

Does this skill modify my source code?

No, it is a read-only analysis tool that focuses on generating documentation and 'memory' files to enhance Claude's understanding of your project.

How does it handle environments without a swarm MCP?

The skill includes a fallback mode that performs sequential analysis; while it takes longer than the parallel approach, it still produces the same detailed results.

What size codebases is this skill best for?

It is specifically optimized for large-scale projects with 1000+ files where manual exploration is time-consuming and inefficient.

What information does the analysis extract?

The skill identifies configuration files, architectural layers, naming conventions, business domains, external system integrations, and dependency graphs.

Swarm Codebase Analyzer

Name: Swarm Codebase Analyzer
Author: EarthmanWeb

byEarthmanWeb

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Productivity & Workflow

Performs deep, multi-agent codebase analysis using Decentralized Autonomous Agents to map architecture and extract domain knowledge.

The Swarm Codebase Analyzer is a high-performance skill designed for the comprehensive exploration of large-scale software projects. By leveraging specialized swarm agents through MCPs like ruv-swarm or claude-flow, it executes parallel tasks to identify architectural patterns, dependency graphs, and business domains. This skill is particularly useful during initial onboarding to complex repositories, as it automatically generates structured memory files and indexes that provide Claude with the necessary context to navigate thousands of files with expert-level precision.

Key Features

01Adaptive learning capabilities through DAA agent feedback loops

02Parallel multi-agent analysis for large codebases exceeding 1000 files

03Support for ruv-swarm and claude-flow MCP orchestrators

041 GitHub stars

05Specialized DAA agents for architecture mapping and pattern detection

06Automatic generation of structured domain and system memory files

Use Cases

01Extracting business logic domains and external system integrations for documentation

02Rapid onboarding and context gathering for legacy or massive multi-module projects

03Identifying architectural debt and complex dependency chains across different layers

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add earthmanweb/serena-workflow-engine swe-swarm-analyze

For use in Claude.ai and ChatGPT

Download Skill