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

Advertisements delivery system. Moved to:

AdOps reconciliation engine for automated discrepancy analysis. Compares internal (GAM) and external (SSP) revenue data, identifies impression/revenue gaps based on custom thresholds, and provides executive analytics dashboards using Streamlit and SQLAlchemy.

Bulk validation tool for AdOps to verify specific ads.txt and app-ads.txt lines across multiple domains. Features deep content parsing of Publisher IDs and Account Types with smart retry logic and Soft 404 detection. Supports CSV exports and error-only filtering for efficient inventory auditing.

🛡️ A powerful Chrome Extension (Manifest V3) for AdOps to validate ads.txt and app-ads.txt files. It features real-time syntax checking, OWNERDOMAIN verification, and cross-referencing with sellers.json to identify missing IDs and configuration errors.

Performance debugging tool for AdOps and Developers to analyze .har network logs. It automatically isolates ad-tech requests, calculates latency metrics, and generates interactive waterfall visualizations to identify SSP or bidder bottlenecks.

A client-side utility for validating ads.txt and app-ads.txt files against SSP partner lists and specific line entries.

Professional AdOps utility for high-performance app-ads.txt validation. Features browser impersonation to bypass bot detection, multithreaded IAB compliance parsing, and "Soft 404" HTML detection. Optimized for bulk inventory auditing with direct CSV export.

Batch-insert keyword tags into LinkedIn, Sales Navigator, and CRMs instantly. This extension automates repetitive typing by simulating real user input for curated lists of AdTech and Business terms across 6+ languages.

Professional AdOps utility for high-performance bulk validation of ads.txt and app-ads.txt files. Features multithreaded scanning, "Soft 404" detection, and advanced error filtering to verify partner compliance across hundreds of domains simultaneously.

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

Professional AdOps utility for automated IAB compliance validation of ads.txt and app-ads.txt files. Features real-time syntax error detection, supply chain visualization (DIRECT vs. RESELLER), and structured CSV exporting to streamline inventory auditing and partner management.

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

Professional web application for auditing ads.txt and app-ads.txt files. It validates IAB standards compliance, detects syntax errors and duplicates, and provides analytics on account types and ad systems. Supports automated fetching, data filtering, and CSV/JSON exports.

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

Broadsign Control HTML5 package for programmatic DOOH ads via Adlocaite API

OpenAPI specs, code examples, and AI-readable docs for the Trillboards DOOH advertising platform

Enterprise AI/ML platform for programmatic advertising auction optimization. Features floor price prediction, RL bid optimization, anomaly detection, and privacy-preserving federated learning. Production-ready with comprehensive documentation.

Trillboards — the first DOOH seller agent in the AI advertising ecosystem

📊 Analyze billions of ad impressions in real-time using Hadoop, Kafka, and Python to optimize programmatic advertising performance.

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