Open Source Ad Serving Platform with ML-Powered CTR Prediction | Self-hosted alternative to Google Ad Manager | Python, FastAPI, PyTorch

The open-source one-stop shop for advertising platform APIs, MCP servers, AI agents, and PPC automation. 14 platforms (Google Ads, Meta, Microsoft, Amazon, LinkedIn, Pinterest, Reddit, Spotify, TTD, Criteo). 25+ AI agents. Production tooling for digital marketers and developers.

Supply-side ad ops diagnostic agent built on AAMP standards. MCP server with bid rate analysis, IVT detection, ads.txt compliance, and demand diagnostics.

Advertisements delivery system. Moved to:

A secure programmatic advertising and user profiling demo built with Flask. Demonstrates HTTPS setup, secure session tracking, cookie security best practices, and SQLite persistence.

Server side component to offload prebid processing to the cloud

🎯 Build and manage digital ads with OpenAdServer, an open-source platform featuring machine learning to enhance click-through rates for SMBs and startups.

Canonical supply descriptor contract for machine-readable advertising inventory.

Complete example: build a DOOH advertising agent using Trillboards MCP server and REST APIs. Free tier, 38 tools, real-time audience signals.

A simple Chrome extension for fast detection of missing sellers in ads.txt

Bidirectional taxonomy mappings between IAB Tech Lab and Google ad product categories, with LLM-assisted mapping tooling for the AdTech ecosystem.

Public-feedback draft specification and JSON Schema for machine-readable carbon-intensity disclosure by digital advertising systems.

Curated resources for AdTech engineers — OpenRTB, RTB, DSP, SSP, privacy & more

55% of ads.txt DIRECT claims are false. 962K cross-verified against 84 SSP registries. Evidence + methodology.

Real-Time Programmatic Advertising Analytics using Hadoop MapReduce, Kafka, and Python.

OpenRTB linter: validates OpenRTB 2.x bid requests and bid responses against versioned IAB spec snapshots. Rust core, CLI, npm/WASM, MCP server.

The flight simulator for programmatic advertising. A native macOS app that teaches the math of programmatic by doing it: 9 paths, 124 interactive lessons, certification exams, and a math-true bidding simulator.

Partnership guide for agencies and media buying houses working with the Mandeta programmatic advertising platform.

Source for stephenumunna.com. Interactive AdTech case studies, programmatic project deep-dives, and operating principles.

Интерактивный обучающий эмулятор OpenRTB v3.0: биржа и биддеры по реальному HTTP + анимированный дашборд с разбором аукционов первой и второй цены