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.

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

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

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.

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

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

Description: Programmatic advertising platform for Albanian-speaking markets.

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

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

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

uide for publishers joining the Mandeta programmatic advertising network.

Guide for advertisers running campaigns on the Mandeta programmatic advertising platform.

DoubleVerify — ad verification + measurement (NYSE: DV)