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:

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.

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

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

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.

Description: Programmatic advertising platform for Albanian-speaking markets.

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

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

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

Magnite — independent sell-side platform (SSP) for programmatic CTV and display advertising

DoubleVerify — ad verification + measurement (NYSE: DV)

PubMatic — independent supply-side platform (SSP) for programmatic advertising

The open marketplace for agentic advertising. Agent directory, protocol news, analytics dashboard.