punkpeye/awesome-mcp-servers
Nov 2025 – Dec 2025
2 Months active
Languages Used
PythonMarkdown
Technical Skills
AI DevelopmentCode AuditingPython Programmingdocumentationreadme formattingversion control
Sim-xia
PROFILE
Sim-xia
During a two-month period, Jae Kim developed and documented the Blind Auditor MCP Server for the punkpeye/awesome-mcp-servers repository. He implemented a Python-based server architecture that enables AI-driven code auditing, using prompt injection and context isolation to allow self-correction of generation messages and improve auditability. His work established a scalable foundation for automated quality checks within the MCP ecosystem. In addition to feature development, Jae enhanced project documentation by refining README formatting and removing redundancies, which improved onboarding and maintainability. His contributions demonstrated skills in Python programming, AI development, code auditing, and effective use of version control systems.
Overall Statistics
Feature vs Bugs
50%Features
Repository Contributions
3Total
Bugs
1
Commits
3
Features
1
Lines of code
6
Activity Months2
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Work History
December 2025
2 Commits
Dec 1, 2025December 2025 focused on documentation quality and maintainability for the punkpeye/awesome-mcp-servers repository. Delivered targeted fixes to improve readability and accessibility of critical docs around the Blind Auditor project, and eliminated redundancy in the coding agents list. These efforts reduce onboarding time and support overhead, setting a foundation for smoother collaboration and future feature work.
2 Commits
Dec 1, 2025December 2025 focused on documentation quality and maintainability for the punkpeye/awesome-mcp-servers repository. Delivered targeted fixes to improve readability and accessibility of critical docs around the Blind Auditor project, and eliminated redundancy in the coding agents list. These efforts reduce onboarding time and support overhead, setting a foundation for smoother collaboration and future feature work.
December 2025
November 2025
1 Commits • 1 Features
Nov 1, 2025Month 2025-11 delivered automation-enhanced code auditing capabilities within the MCP server ecosystem. Key feature introduced: Blind Auditor MCP Server (Python-based) enabling AI to self-correct generation messages through prompt injection and context isolation. This work establishes an architecture for automated auditing, improves auditability, and lays the foundation for faster iteration and higher-quality outputs in future sprints. No critical bugs were reported this month; the focus was on feature delivery and architectural groundwork. Technologies demonstrated include Python-based server architecture, AI prompt engineering, and context isolation, with thorough commit traceability for accountability and review.
November 2025
1 Commits • 1 Features
Nov 1, 2025Month 2025-11 delivered automation-enhanced code auditing capabilities within the MCP server ecosystem. Key feature introduced: Blind Auditor MCP Server (Python-based) enabling AI to self-correct generation messages through prompt injection and context isolation. This work establishes an architecture for automated auditing, improves auditability, and lays the foundation for faster iteration and higher-quality outputs in future sprints. No critical bugs were reported this month; the focus was on feature delivery and architectural groundwork. Technologies demonstrated include Python-based server architecture, AI prompt engineering, and context isolation, with thorough commit traceability for accountability and review.
Activity
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Quality Metrics
Correctness93.4%
Maintainability93.4%
Architecture93.4%
Performance93.4%
AI Usage40.0%
Skills & Technologies
Programming Languages
MarkdownPython
Technical Skills
AI DevelopmentCode AuditingPython Programmingdocumentationreadme formattingversion control
Repositories Contributed To
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