Last commit on March 23, 2026·Created on October 23, 2025
obra/superpowers-lab
“Tools for auditing semantic duplication and managing on-demand MCP server integrations”
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#396
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TL;DR
This collection provides specialized utilities for developers managing AI-generated codebases and agentic workflows. It focuses on maintaining codebase hygiene by identifying functions with duplicate intent and streamlining how MCP servers are accessed via the command line.
These tools help automation builders discover resources and prompts without polluting agent context, while providing a structured way to audit code for semantic redundancy where LLMs may have created new functions instead of reusing existing ones.
WHO IT'S FOR
AI agent / automation builders
integrating on-demand MCP servers via CLI
Technical leads / architects
auditing LLM-generated code for semantic duplication
Platform / DevEx teams
managing headless Windows environments in Docker
Backend / infrastructure engineers
controlling interactive CLI tools via tmux
Compatible AgentsThe repository documents support for these agents. The skills may also work with other agents that can load SKILL.md files, but they may need some setup or small changes.
Want to install it?
Claude PluginRepository instructions