Founder at WinstonRed. I ship automation, OSINT platforms, and research engines with governance gates, test-first delivery, and clear operational handover.
Need fast scope clarity? Book a 15-minute discovery call.
About
I founded WinstonRed to create software that follows a simple philosophy: minimal dependencies, maximum reliability, everything tested.
My work spans OSINT platforms, multi-source research engines, sports analytics, AI-powered workflows, policy gate systems, and end-to-end application development. Every project ships with full test coverage and production-ready architecture.
Projects
The core monorepo powering all WinstonRed applications — 61+ apps, 1400+ tests, CI/CD green. A Python & PowerShell policy gate system with automated quality checks, governance rules, and a daily signal intelligence pipeline.
Multi-source OSINT & research engine with 15 adapters (Reddit, GitHub, X, web scraper, repo audit, username OSINT, email intel, name lookup, and more). Watch mode, scheduled runs, HTML dashboard, and full CLI.
Sports analytics pipeline that merges Forebet predictions, live odds, and statistical models into a unified signal. Kelly Criterion bet sizing, automated PDF reports, and a Streamlit dashboard.
GitHub repo health dashboard with webhook auto-refresh, trend history, and tier-based pricing (Free/Pro/Agency). FastAPI + SQLite, GitHub OAuth, 5 async collectors, 0–100 Pulse Score. Live on Railway.
Electron-based desktop command center for the WinstonRedGuard ecosystem. OSINT dashboard, match radar controls, ecosystem overview, and real-time operational metrics.
Academic paper impact scorer. Fetches papers from arXiv, collects adoption signals across GitHub, social media, and news, then computes a 0–100 Impact Score with 5 weighted categories.
Lightweight agent execution engine with tool integration and chain-of-thought planning. Connected to Research Motor for a full artifact chain producing automated intelligence reports.
Policy rule authoring and testing workbench. 9 modules, 62 tests. Built from scratch as part of the WinstonRedGuard governance ecosystem.
LinkedIn comment generation assistant. Analyzer classifies topic/tone/intent, generator produces 5 styles, quality filter scores on a 100-point scale with spam detection.
Fully local AI chat powered by Ollama with RAG and ModelOps. SQLite vector store, FTS5 keyword search, model lifecycle management, and support for multiple models including Gemma and Qwen.
Self-learning pattern memory for AI coding agents. Observe repeated tool sequences, user preferences, and fix patterns — auto-promote to suggestions when confidence is high. Works with Claude Code, Cursor, Windsurf.
Facebook affiliate post manager for home office niche. Product catalog, post generation, scheduling, tracking, and a Streamlit Cloud UI.
Case Studies
Problem: Many apps, fragmented standards, and review overhead.
Solution: Governance rules + automated policy gates + registry alignment.
Outcome: 61+ apps, 1400+ tests, CI/CD consistently green.
Problem: Repo health signals were scattered and hard to prioritize.
Solution: FastAPI + SQLite dashboard with 5 async collectors and unified scoring.
Outcome: One operational view with actionable 0-100 pulse score.
Problem: Manual research cycles were slow and inconsistent.
Solution: 5-source adapter pipeline with watch mode and scheduled runs.
Outcome: Repeatable intelligence reports and faster decision cycles.
Problem: AI agents forget learned patterns between sessions.
Solution: Observe → track → promote pipeline with SQLite and MCP integration.
Outcome: Open-source on PyPI, reusable across Claude Code, Cursor, Windsurf.
Services
End-to-end development of lightweight, test-driven SaaS products. From CLI tools to web dashboards, built with minimal dependencies and production-ready from day one.
Custom Python applications with robust architecture. Automation pipelines, data processing tools, AI integrations, and full CI/CD setup with GitHub Actions.
Multi-source data collection, automated scoring systems, and reporting dashboards. Turn raw data streams into actionable intelligence with scheduled pipelines.
Open-source intelligence platforms for username scanning, email investigation, and digital footprint analysis. Automated report generation with multi-source correlation.
Custom MCP server development for AI coding agents. Tool integration, memory pipelines, and multi-agent setups for Claude Code, Cursor, and Windsurf.
Multi-app monorepo architecture with automated governance pipelines, quality gates, release checks, and registry alignment. Battle-tested across 61+ apps.
Multi-source data collection pipelines with automated scoring algorithms and reporting dashboards. From raw signals to actionable 0-100 scores.
Integrate AI agents into existing workflows. RAG pipelines, tool-use patterns, persistent memory, and local-first LLM setups with Ollama.
Why WinstonRed
Core flows are covered with automated tests before handover to reduce regressions.
Lean stacks, explicit contracts, and operational simplicity for long-term maintainability.
Delivery includes runbooks, CI/CD setup, and practical onboarding so teams can continue safely.
Contact
I'm open to freelance projects, collaborations, and interesting problems. Reach out through any of the channels below.