Automated Reverse Image Search Part 2: Vimeo

In a previous blog post I covered how to utilize the YouTube API to find the preview images for videos and then reverse search them using the TinEye API. In this blog post we will cover how to use the same techniques for Vimeo to retrieve the location of the preview image, and then we […]

When People Sleep: Determine Facebook Activity Using Google Chrome, Javascript and Python

It is always an interesting question and one that was posed over on the IntelTechniques.com forums. How can you tell what hour of the day people are most active on Facebook? There are tools out there for Twitter and other platforms, but due to Facebook’s limited API it is always a bit more of a […]

Automatically Finding Weapons in Social Media Images Part 2

In the first part of this series we examined how to write some code that can slice and dice an image and then submit it to Imagga. By examining the tags that come back we can make a fairly accurate guess as to whether there is a weapon present in the picture. Now we get […]

Automatically Finding Weapons in Social Media Images Part 1

As part of my previous post on gangs in Detroit, one thing had struck me: there are an awful lot of guns being waved around on social media. Shocker, I know. More importantly I began to wonder if there wasn’t a way to automatically identify when a social media post has guns or other weapons […]

Automatically Reverse Image Search YouTube Videos

Eliot Higgins had an excellent post where he shows how to grab preview images from YouTube videos and use them for verification, or potentially to find additional sites where that video might be shown or linked to. This technique is called reverse image searching which I have covered here on this blog as well. This OSINT […]

Wixful Thinking: Mining Hidden Wix Web Pages

Wix is a popular free website hosting platform, that has 73 million users across 180 countries (stats from Wix themselves). Recently while working on an investigation, I was spending time hunting around a website that is hosted on Wix and I discovered an interesting anomaly. Wix has a WYSIWYG editor that allows you to build your […]

Gangs of Detroit: OSINT and Indictment Documents

VICE News ran a story about a gang in Detroit, Michigan that was nabbed partly due to their use of social media. This of course caught my attention so I clicked the link to the indictment papers and began to have a read. I find court documents completely fascinating. It’s a weird hobby I will admit. However, […]

Follow the Money with Python

Lots of OSINT investigations involve looking at companies, their structure, and of course their directors. Just yesterday, CBC News here in Canada did a story about a wealthy family allegedly using tax havens as a means to avoid paying taxes. As part of the news story the reporters at CBC posted some court documents and […]

Automatically Discover Website Connections Through Tracking Codes

Fellow Bellingcat contributor Lawrence Alexander did some really interesting OSINT work on analyzing the hidden links between websites using tracking and analytics codes. In his how-to titled “Unveiling Hidden Connections With Google Analytics IDs” he shows how you can begin to see how websites are connected to one another using only the shared tracking code […]

Using Python to Mine Common Crawl

One of my Automating OSINT students Michael Rossi (@RossiMI01) pinged me with an interesting challenge. He had mentioned that the Common Crawl project is an excellent source of OSINT, as you can begin to explore any page snapshots they have stored for a target domain. Michael wanted to take this a step further and mine out […]