Technical reports, case studies, and detailed analyses of projects and implementations. Newest reports first.
AnalyticsBot Repository Organization: Comprehensive Cleanup and Consolidation
Systematic repository cleanup removing 25 orphaned files, consolidating 3 archive directories, and eliminating 450KB of duplicate/unused content across Analy...
Similarity Algorithm Analysis: Scientific Recommendations for Code Clone Detection
Comprehensive analysis of code similarity algorithms with scientific recommendations for improving clone detection scalability from O(n²) to O(n) using MinHa...
MinHash + LSH Implementation: O(n) Code Clone Detection for ast-grep-mcp
Replaced O(n²) SequenceMatcher with O(n) MinHash + LSH for 100-1000x speedup in code clone detection, enabling analysis of 100,000+ function codebases.
IntegrityStudio.ai Bugfix Analysis and Sentry Configuration Improvements
Comprehensive error analysis identifying 7 bugs across IntegrityStudio.ai with prioritized bugfix plan, plus Sentry plugin configuration improvements for rel...
Slowly Building a Complete (and Distributed) 'Thing -> Relationship -> Thing' Graph
Slowly Building a Complete (and Distributed) ‘Thing -> Relationship -> Thing’ Graph
Phase 1+2 Complexity Refactoring: 100% Complete - Zero Violations Achieved
Final 1% of complexity refactoring completed, achieving zero violations across all 397 functions with 15/15 regression tests passing.
Schema.org Impact Analysis: Inspired Movement Dance Studio
Comprehensive JSON-LD structured data impact assessment achieving 91/100 score with projected 29% organic traffic increase.
Fisterra Dance Organization Schema.org Enhancement: SEO Score 47.5 to 100
Enhanced Schema.org structured data improving SEO completeness score from 47.5 to 100, enabling multiple Google Rich Results.
Phase 1+2 Complexity Refactoring: Quantitative Analysis of Zero Violations Achievement
Quantitative analysis verifying 100% elimination of technical debt with zero complexity violations across 397 functions.
Phase 1 Critical Complexity Refactoring: Reducing Technical Debt by 70%
Phase 1 critical refactoring reducing cognitive complexity by 90% and cyclomatic complexity by 70% with all 102 tests passing.
Phase 2 Performance Optimizations: Score Caching and Analysis Workflow Speedup
Implementation of SHA256-based score caching achieving 20-30% speedup with 85-120% cumulative performance improvement.
Session Documentation: Priority 1 Refactoring (applicator.py)
Successfully completed Priority 1 refactoring, transforming a 683-line monolithic file into clean modular architecture with 61% complexity reduction.
Optimization Analysis: analysis_orchestrator.py
Analysis identifying 15 optimization opportunities across performance, code quality, architecture, and error handling categories.
Batch Test Coverage Optimization - Implementation Summary
Implementation of optimized batch test coverage detection achieving 51-69% performance improvement over legacy implementation.
AnalyticsBot Refactoring - Summary Report
Summary report recommending manual implementation over automated refactoring for AnalyticsBot high-priority improvements.
AnalyticsBot Refactoring Implementation Guide
Detailed implementation guide for AnalyticsBot refactoring with manual approach recommendations and step-by-step instructions.
AnalyticsBot Code Analysis Report
Comprehensive code analysis of AnalyticsBot codebase covering complexity metrics, code smells, and security vulnerabilities across 303 files.
Code Quality Analysis - Refactoring Assistants Feature
Code quality analysis of refactoring assistants feature using MCP code analysis tools for complexity, code smells, and standards.
Accessibility Quick Wins: WCAG Compliance Improvements
Implementation of 3 high-impact accessibility quick wins reducing WCAG violations by 43-57% per page, completed 55% faster than estimated.
15-Day Modular Refactoring: Completion Report
Comprehensive completion report documenting the successful transformation of ast-grep-mcp from a 19,477-line monolithic codebase to a clean modular architect...
Parallel TODO Resolution and Cross-Platform CI/CD Fix
Resolved 6 TODO comments in parallel, fixed CI/CD build errors, and created reusable cross-platform CI/CD skill.
Test Fixture Migration: Documentation Review and Status Assessment
Review of test fixture migration achieving 18.4% code reduction with 100% test pass rate, identifying 41% tool registration limitation.
Reports Collection Formatting Audit and Sidebar Alignment Fix
Comprehensive audit of 30 reports in _reports collection achieving 93% formatting compliance, plus CSS fix for sidebar author profile center-alignment issue.
Backend Refactoring Phase 2: Large Class Modularization
Complete refactoring of 3 high-priority large classes (1,437 lines) into 16 focused modules achieving 70% code reduction per module with zero breaking changes.
Open Source Middleware & Controller Generation Tools for Full-Suite Applications
Comprehensive analysis of 15+ open-source tools for generating modular, observable, secure, and flexible middleware/controllers for full-suite software appli...
Writing Style Improvements: Batch Analysis and Fixes
Systematic improvement of 23 technical reports using Elements of Style analyzer, achieving 20-50 point score increases across the board.
Phase 1 Pattern Analysis Engine for Enhanced Duplication Detection
Implementation of Phase 1 Pattern Analysis Engine for enhanced duplication detection in ast-grep-mcp.
Elements of Style: Batch Writing Quality Improvements Across 23 Reports
Systematic improvement of 23 technical reports using automated style analysis achieving 20-50 point score increases.
AnalyticsBot: UUID v7 Migration for Distributed System Compatibility
AnalyticsBot: UUID v7 Migration for Distributed System Compatibility
IntegrityStudio.ai Sentry Migration Completion: 20 Error Handlers Migrated
IntegrityStudio.ai Sentry Migration Completion
ToolVisualizer: 4-Phase Refactoring and Build Optimization
ToolVisualizer: 4-Phase Refactoring and Build Optimization
Sentry Logging Migration Strategy - ISPublicSites
Sentry Logging Migration Strategy
Repository Refactoring: Comprehensive Architecture Documentation and Organization
Repository Refactoring: Comprehensive Architecture Documentation and Organization
Repository Cleanup and Architecture Documentation Session
Comprehensive repository cleanup removing 85MB+ of bloat, creation of data architecture documentation, and development of universal cleanup automation script
Repomix Optimization and Session Report Skill Creation
Repomix Optimization and Session Report Skill Creation
Code Duplication Analysis: ISPublicSites Repository Audit
Code Duplication Analysis: ISPublicSites Repository Audit
Code Consolidation System: Comprehensive Technical Documentation
Code Consolidation System: Comprehensive Technical Documentation
Bug #2 Fix: Unified Penalty System for Duplicate Detection
Bug #2 Fix: Unified Penalty System for Duplicate Detection
AST-Grep MCP: Batch Search Test Fixes and Task 15 Completion
AST-Grep MCP: Batch Search Test Fixes and Task 15 Completion
AlephAuto: Fixed Infinite Retry Loop and Test Infrastructure
AlephAuto: Fixed Infinite Retry Loop and Test Infrastructure
Scientific Analysis of Precision Problem in Duplicate Detection System
Scientific analysis of duplicate detection system achieving only 59.09% precision - identifying root causes and proposing solutions to reach 90% target.
Executive Summary: Duplicate Detection Precision Analysis
Executive summary of duplicate detection system precision analysis - identifying critical 64.29% false positive rate and root cause in code normalization.
Precision Root Cause Analysis: Debugging a Duplicate Detection Pipeline
A systematic scientific investigation into false positives in a duplicate code detection pipeline, uncovering critical bugs through hypothesis-driven debuggi...
Precision Improvement Refactoring - AlephAuto Duplicate Detection System
Implemented a comprehensive 5-phase refactoring plan to improve duplicate detection precision from 59.09% to 65.00%. Added semantic validation layers, method...
AST-Grep MCP Server: Phase 2 Performance Enhancements - Streaming & Large File Handling
Implementing streaming architecture and large file handling for the ast-grep MCP server to enable memory-efficient code search across massive codebases.
AST-Grep MCP Server: Phase 2 Complete - Performance & Scalability Achieved
Phase 2 completion report: Five major performance enhancements transforming the ast-grep MCP server from MVP to production-ready tool capable of handling mas...
ast-grep-mcp Documentation Enhancement and CLI Tools Development
Enhanced the ast-grep-mcp project documentation and created a new standalone CLI tool for Schema.org vocabulary queries. Improved developer experience throug...
Schema.org Impact Analysis: Austin Inspired Movement
Comprehensive schema.org analysis for austininspiredmovement.com with SEO, LLM, and performance scoring.
Projects, MCPs, and Agents Overview
Comprehensive analysis of 40+ projects including MCP servers, Claude Code agents, web applications, and automation systems.
Website Performance Baseline Report
Comprehensive performance testing baseline for IntegrityStudio.ai, fisterra.xyz, AustinInspiredMovement.com, and SoundSightATX.com before optimization improv...
Performance Test Report: Leora Home Health
Comprehensive performance analysis of Leora Home Health website including Core Web Vitals, load testing, stress testing, and scalability analysis.