Proof of Usefulness Report
GUN101
Analysis completed on 6/4/2026
+77.6
Proof of Usefulness Score
You're In Business
GUN101 proposes an ambitious security utility for PDFs, but makes technically questionable claims about preventing access even with a compromised password. It is an extremely early-stage Python library with zero verified active users, no revenue, and missing core metrics. The submission lacks sufficient evidence of traction, resulting in a minimal PoU score indicative of a hobbyist project.
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Score Breakdown
Real World Utility+37.5
Audience Reach Impact+5.0
Technical Innovation+15.0
Evidence Of Traction+0.0
Market Timing Relevance+7.5
Functional Completeness+2.5
Subtotal+67.5
Usefulness Multiplierx1.15
Final Score+78
Project Details
Project URL
Description
GUN101 is a python library which uses 5 layer security to encrypt you data. The main idea for making this was "what is your document and the password, both are compromised. Why not make a security protocol which stops hackers from accessing the pdf even if they have the password".
Audience Reach
SInce its a python library, the whole world can use this simultaneously.
Target Users
Its for people who want the highest security for their documents, containing sensitive data.
Technologies
Other, Python, Hatchling
Traction Evidence
https://github.com/dialga-cmd/GUN101.git
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