Proof of Usefulness Report

Claude Code Organizer

Analysis completed on 4/2/2026

+87.94
Proof of Usefulness Score
You're In Business

Claude Code Organizer addresses a highly relevant and rapidly growing pain point in the AI-assisted development space: managing Model Context Protocol (MCP) servers and configurations. While overall audience reach is still in the 'minimal traction' tier (<50K users), achieving 12K npm downloads and over 200 GitHub stars within two weeks indicates an exceptional market-timing fit and strong early developer adoption. Technical innovation scores highly due to the inclusion of security scanning for tool poisoning and context budget tracking. The project is small but promising and perfectly calibrated for early-stage momentum.

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Score Breakdown

Real World Utility+20.00
Audience Reach Impact+10.00
Technical Innovation+20.25
Evidence Of Traction+15.00
Market Timing Relevance+14.25
Functional Completeness+4.25
Subtotal+83.75
Usefulness Multiplierx1.05
Final Score+88

Project Details

Project URL
github.com/mcpware/claude-code-organizer
Description
Dashboard to manage Claude Code memories, configs, and MCP servers — security scanner for tool poisoning, context token budget tracker, duplicate cleanup, scope management. One command: npx @mcpware/claude-code-organizer. 209 GitHub stars and 12K npm downloads in 2 weeks.
Audience Reach
12,025 npm downloads in March 2026 (first month). 8,135 downloads in the last week alone, trending upward. 209 GitHub stars and 19 forks in 2 weeks. Used by Claude Code developers worldwide who manage complex multi-project setups with dozens of MCP servers, memories, and custom skills.
Target Users
Software engineers and AI-assisted developers who use Claude Code (Anthropic's CLI coding agent). Anyone managing multiple MCP servers, custom memories, skills, and hooks across global and project scopes. Power users who need visibility into what Claude actually loads — and security-conscious developers worried about MCP tool poisoning attacks.
Technologies
Other, Node.js, MCP (Model Context Protocol), Claude Code, Anthropic API, JavaScript, Security scanning, AST parsing
Traction Evidence
https://github.com/mcpware/claude-code-organizer (209 stars, 19 forks) https://www.npmjs.com/package/@mcpware/claude-code-organizer (12K+ downloads in first month) https://dev.to/ithiria894 (multiple articles about Claude Code reaching dev.to audience) https://glama.ai/mcp/servers/@mcpware/claude-code-organizer (listed on Glama MCP registry)

Algorithm Insights

Market Position
Growing utility with room for optimization
User Engagement
Documented reach suggests active user community
Technical Stack
Modern tech stack aligned with sponsor technologies

Recommendations to Increase Usefulness Score

Document User Growth

Provide specific metrics on user acquisition and retention rates

Showcase Revenue Model

Detail sustainable monetization strategy and current revenue streams

Expand Evidence Base

Include testimonials, case studies, and third-party validation

Technical Roadmap

Share development milestones and feature completion timeline