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This is a collection of command-line and GUI tools for capturing and analyzing audio data.


The most interesting tool is called keytap - it can guess pressed keyboard keys only by analyzing the audio captured from the computer's microphone.

Check this blog post for more details:

Keytap: description and some random thoughts

Video: short demo of Keytap in action

Try it online:


The keytap2 tool is another interesting tool for recovering text from audio. It does not require training data - instead it uses statistical information about the frequencies of the letters and n-grams in the English language.

A more detailed description of the tool is available here: Keytap2 discussion

Video: short demo of Keytap2 in action

CTF: can you guess the text being typed?

Try it online:


This version introduces significant algorithm improvements and better n-gram statistics compared to keytap2. The attack is now fully automated and does not require any manual intervation during the text recovery process.

Video: short demo of using Keytap3

Video: another example of using Keytap3

GUI for Keytap3

Check if your keyboard is vulnerable to Keytap:

What people say about Keytap

"This works incredibly well.
I hope you realize what you've created (and made available to every person in the world)."
-- ffpip

"I just tried it and it works incredibly well. It kind of makes me want to stop using a mechanical keyboard." -- Karawebnetwork

"This attack and Van Eck phreaking are why Edward Snowden, while typing passwords and other sensitive information, would pull a blanket over himself and his laptop." -- aarchi

"This is what mechanical keyboard users deserve" -- super guy

"fuck.." -- Lluis Franco

Build instructions


  • SDL2 - used to capture audio and to open GUI windows libsdl

    $ sudo apt install libsdl2-dev
    [Mac OS with brew]
    $ brew install sdl2
    $ pacman -S git cmake make mingw-w64-x86_64-dlfcn mingw-w64-x86_64-gcc mingw-w64-x86_64-SDL2
  • FFTW3 (optional) - some of the helper tools perform Fourier transformations fftw

Linux, FreeBSD, Mac OS, Windows (MSYS2 + MinGW)

git clone
cd kbd-audio
git submodule update --init
mkdir build && cd build
cmake ..


Short summary of the available tools. If the status of the tool is not stable, expect problems and non-optimal results.

Name Type Status
record text stable
record-full text stable
play text stable
play-full text stable
view-gui gui stable
view-full-gui gui stable
key-detector text stable
keytap text stable
keytap-gui gui stable
keytap2-gui gui stable
keytap3 text stable
keytap3-gui gui stable
- extra -
guess-qp text experiment
guess-qp2 text experiment
keytap3-multi text experiment
scale text experiment
subreak text experiment
key-average-gui gui experiment
keytap2 text experiment

Tool details

  • record-full

    Record audio to a raw binary file on disk

    ./record-full output.kbd [-cN]

  • play-full

    Playback a recording captured via the record-full tool

    ./play-full input.kbd [-pN]

  • record

    Record audio only while typing. Useful for collecting training data for keytap

    ./record output.kbd [-cN] [-CN]

  • play

    Playback a recording created via the record tool

    ./play input.kbd [-pN]

  • keytap

    Detect pressed keys via microphone audio capture in real-time. Uses training data captured via the record tool.

    ./keytap input0.kbd [input1.kbd] [input2.kbd] ... [-cN] [-CN] [-pF] [-tF]

  • keytap-gui

    Detect pressed keys via microphone audio capture in real-time. Uses training data captured via the record tool. GUI version.

    ./keytap-gui input0.kbd [input1.kbd] [input2.kbd] ... [-cN] [-CN]

    Online demo:

  • keytap2-gui record.kbd n-gram-dir [-pN] [-cN] [-CN]

    Detect pressed keys via microphone audio capture. Uses statistical information (n-gram frequencies) about the language. No training data is required. The 'record.kbd' input file has to be generated via the record-full tool and contains the audio data that will be analyzed. The 'n-gram-dir' folder file has to contain n-gram probability files for the corresponding language.

    ./keytap2-gui record.kbd ../data

    Online demo:

  • keytap3

    Fully automated recovery of unknown text from audio recordings.

    ./keytap3 input.kbd ../data [-cN] [-CN] [-pF] [-tF] [-FN] [-fN]

    Online demo:

  • keytap3-gui

    GUI version of the keytap3 tool.

    ./keytap3-gui input.kbd ../data [-cN] [-CN] [-pF] [-tF] [-FN] [-fN]

    Online demo:

  • view-full-gui

    Visualize waveforms recorded with the record-full tool. Can also playback the audio data.

    ./view-full-gui input.kbd [-pN]


  • view-gui

    Visualize training data recorded with the record tool. Can also playback the audio data.

    ./view-gui input.kbd [-pN]



Any feedback about the performance of the tools is highly appreciated. Please drop a comment here.