# Hoyne Labs > For the complete documentation index, see [llms.txt](/llms.txt). A markdown version of this page is available at [/index.md](/index.md). > Hoyne Labs is a Chicago AI product studio building production multi-agent systems, MCP servers, and data pipelines. We ship them as free public tools and as custom AI and data solutions for businesses, public agencies, universities, and nonprofits. Site: https://hoynelabs.com · Contact: hoynelabs@gmail.com · Chicago, IL ## Data Intelligence, Built for Everyone Hoyne Labs is a Chicago AI product studio building production multi-agent systems, MCP servers, and data pipelines. We ship them as free public tools and as custom solutions for teams that need them. Highlights: 3 live products · 4 production MCP servers · 39+ agent tools · Fortune 500 experience. Built with experience from Fortune 500 entertainment, global healthcare, structured finance, and risk analytics. Education: MS, University of Notre Dame; BS, Drake University. ## What We Can Build For You ### AI Agents & Chatbots Intelligent systems that search documents, answer questions, query databases, and take actions. We've shipped multi-agent platforms at Fortune 500 scale and across 3 consumer products anyone can try today. ### MCP Servers & Agent Tools Connect AI models to your databases, APIs, and internal tools with production MCP servers. We run 39+ tools across 4 production MCP servers, and we'll build custom ones for your use case. ### Data Pipelines & Automation Systems that collect, clean, verify, and deliver data automatically. Web scraping, social media ingestion, newsletter parsing, and LLM extraction, running 24/7 so you don't have to. ### Analytics & Forecasting From enterprise-scale demand forecasting to neighborhood intelligence aggregating 9 data sources, we build ML systems that power real decisions. ## Enterprise Experience. Independent Execution. ### Production ML at Scale - Demand forecasting systems powering real-time pricing and inventory decisions at national scale - Predictive maintenance models reducing downtime across global hardware fleets - Multi-model ensembles that materially improve coverage over single-model baselines - Fully automated forecast pipelines requiring zero manual intervention - End-to-end MLOps: experiment tracking, automated retraining, model versioning, and production monitoring ### Natural Language Processing & AI Agents - Multi-agent AI systems deployed in enterprise production with document search, database access, and tool orchestration - NLP pipelines processing large record volumes into automated intelligence reports - Intelligent routing with confidence scoring across multiple domains - 4 production MCP servers with 39+ tools, each live in production - Significant compute-cost reduction through caching and content hashing ### Data Pipelines & Infrastructure - Multi-source data pipelines with automated fallback chains - Automated collection spanning web scraping, social media, newsletters, and LLM extraction - 9 real-time sources aggregated including Census, FRED, and municipal open data - Content deduplication that substantially reduces API costs - Sub-minute polling for real-time applications with adaptive scheduling Technologies: LLM APIs, FastMCP, MCP Protocol, WebMCP, multi-agent orchestration, LangGraph, Pydantic, Next.js, React, TypeScript, FastAPI, Node.js, Supabase, PostgreSQL, SQLite, Redis, Stripe, Vercel, Railway, LightGBM, XGBoost, time-series forecasting, NLP, MLflow, Databricks, AWS, Firecrawl, Apify, Playwright. ## Live Tools Products we've built and maintain. Our public tools are free to try, no account needed. ### 312Deals — https://312deals.com (LIVE) Chicagoland's Best Food & Drink Deals. Chicagoland's most comprehensive restaurant deals database. AI extraction processes thousands of venue pages weekly. Search by neighborhood, cuisine, time, or vibe across all of Chicagoland: city and suburbs. Stats: 65,000+ deals, 14,000+ venues, 149 neighborhoods. Stack: Next.js, FastAPI, SQLite, LLM APIs, FastMCP, Firecrawl. ### LakeShore IQ — https://lakeshoreiq.com (OPEN BETA) Intelligent Real Estate Insights for Illinois. Property search with real intelligence: instant valuations, crime and safety scores, school ratings, economic indicators, and 28 amenity categories across 150+ cities. 9 data sources. Completely free. Stats: 9 data sources, 150+ cities, 5,000+ schools. Stack: Next.js, FastAPI, Supabase, Redis, 10-tool MCP. ### DailyLocks — https://dailylocks.ai (LIVE) AI Sports Analytics & Predictive Modeling. A multi-agent sports analytics platform that turns pitcher stats, batting metrics, park factors, and market data into model-driven daily projections, with confidence scoring and a natural-language chat agent. Currently MLB, with prior NFL and NCAAB seasons archived. Stats: MLB projections, Stripe billing, LLM chat agent. Stack: Next.js, FastAPI, Python, R, Stripe. ## Recent Work Where our engineering is focused right now: production agent infrastructure and the platforms our tools plug into. - **Production MCP Servers**: our data products run as 4 production MCP servers exposing 39+ tools, so AI agents can query and act on them as first-class tools. - **Multi-Agent Systems**: multi-agent pipelines that collect, verify, and deliver data automatically across our products, running in production every day. - **Meta Developer Platform**: building on Meta's developer platform, including the Graph, Threads, and Instagram APIs and Meta's official developer MCP tooling. - **Emerging Surfaces**: prototyping spatial and wearable AI experiences as new consumer surfaces emerge. ## Our Mission Make data intelligence accessible to everyone. We build production-grade tools for Chicago and beyond. When useful data is trapped, across restaurants, real estate, or public records, we build a way to search it, understand it, and act on it. Our public tools are free to use. We work with public agencies, universities, and nonprofits on data integration, identity resolution, and analytics, turning fragmented institutional data into governed, decision-ready systems. We also partner with businesses, nonprofits, and institutions to build their own AI-powered systems: the same production quality, the same full-stack engineering. Whether you're a startup with an idea or an enterprise with a data problem, we can help. ## Custom Solutions We build whatever you need. Every project is custom-scoped around your use case, your data, and your systems, not a template. Startups, small businesses, nonprofits, and enterprise teams are all welcome. - **Project Sprint** (2-4 weeks): custom prototypes, specific integrations, one-off automations. - **Production Partnership** (1-3 months): full custom systems built around your use case, from architecture through deployment. - **Technical Advisory** (ongoing): an experienced AI builder on call for architecture, code review, strategy, and unblocking your team. Track record: 7+ years shipping AI, Fortune 500 experience, 3 live production products, available nationwide. Experience spans entertainment, healthcare, finance, real estate, and food service. ## MCP Servers Hoyne Labs runs 4 production MCP servers exposing 39+ agent tools: - **312Deals MCP** — 11 tools (endpoint available on request) - **LakeShore IQ MCP** — 10 tools (endpoint available on request) - **DailyLocks MCP** (endpoint available on request) - Plus 1 additional production MCP server (details on request) Email hoynelabs@gmail.com to request MCP endpoint access or a custom MCP server. ## Contact - Email: hoynelabs@gmail.com - Location: Chicago, IL (working with clients nationwide) - GitHub: https://github.com/ChristianVerdin - LinkedIn: https://www.linkedin.com/in/christian-verdin/ We typically respond within 24 hours.