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Think of a question, then invoke the spirits. Or switch to skeptic mode and watch every buffer, token and cent.
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Sweep radio static, hand it to a cheap LLM, and watch pareidolia happen in text — a ghost box for skeptics. RTL-SDR dongle or internet radio, Python CLI or the browser demo at ghost.purr.io.
Taken from the repository README
Loading the full README.
Read the full README ↗Try it in a browser at ghost.purr.io -- no dongle, no install. Nine live internet radio stations, a two-second snippet from each, and two language models deciding what the spirits said. Switch to skeptic mode to watch every connection, snippet pick, prompt, token count and cent as it happens.
A spirit box sweeps radio too quickly for whole words to get through, and believers hear the dead in the gaps. This repo builds one twice:
src/spiritbox/ -- the original, and the reason for the RTL-SDR
requirements below: a Python CLI that sweeps/scans real FM frequencies
through an SDR dongle (or hops internet radio stations, with no hardware
at all), plays what it hears live, and transcribes the parts you mark
near-real-time using a cheap model via OpenRouter.web/ -- the demo behind ghost.purr.io: an Astro + Cloudflare Worker
port that a stranger can open without owning a radio. Internet radio is
not a radio, and web/README.md is the account of what
that cost -- burst-on-connect, the browser's six-connection limit, and
MP3 fragments that refuse to decode alone.Speech-to-text models invent confident words out of noise, which happens to be exactly the property a spirit box runs on. Neither version pretends otherwise.
rtl-sdr
userspace tools (rtl_test, rtl_sdr, rtl_fm, rtl_power) on PATH --
only needed for the default sdr sweep source.ffmpeg on PATH -- only needed for the stream sweep source.paplay (PipeWire's PulseAudio-compatible CLI) for audio playback.uv.Note: audio acquisition shells out to the rtl_fm/rtl_sdr/rtl_power CLI
tools rather than using the pyrtlsdr Python bindings. On this machine the
installed driver is the RTL-SDR Blog fork (needed for V4 hardware support),
which doesn't export every symbol pyrtlsdr expects at import time.
uv run spiritbox check # verify the RTL-SDR tools/dongle are usable
uv run spiritbox start -f 100.0M # live-listen (antenna testing)
uv run spiritbox record -s 10 -o out.wav # record a fixed-duration clip
uv run spiritbox scan # SDR only: find local FM stations -> .run/hotspots.json
uv run spiritbox sweep # hop + live play, manual mark-to-transcribe, SDR source (default)
uv run spiritbox sweep --source stream # same, internet radio source
uv run spiritbox streams # list configured internet radio stations
uv run spiritbox --help
sweep hops across an audio source and plays each chunk live without
auto-transcribing anything. Press SPACE to send everything heard since
the last mark (or since start, for the first one) to OpenRouter -- not
just a fixed trailing window, so nothing said between two marks is lost
-- capped at --max-mark-seconds (default 60s) in case you wait a while
before marking. q quits; Ctrl+C does too, but first marks whatever's
been buffered since the last mark (so you don't lose the tail end).
--show-transcript (on by default) reprints every marked segment in
order, with timestamps, before exiting. Because nothing is sent
automatically, hops can be short (default 1.5s) without driving up API
cost -- in practice per-hop subprocess/connection overhead caps
real-world speed around 2-3s/hop regardless, well short of a hardware
ghost box's rapid tuner-based switching. Needs an interactive terminal
(reads raw keypresses from stdin).
sweep also skips chunks that exactly repeat recent audio from what
gets sent when you mark -- some internet radio relays intermittently
loop a short segment instead of true live audio (--dedup/--no-dedup,
--dedup-window).
Non-English transcripts (e.g. a foreign-language station) are translated
to English via a second, cheap LLM call before being reported
(--translate/--no-translate). If translation fails, the original
transcript is kept with a note appended rather than being dropped.
scan is SDR-only (sweeps real RF frequencies via rtl_power) and has
no effect on sweep --source stream, which picks from streams.json
instead and never reads scan's .run/hotspots.json.
OPENROUTER_API_KEY -- required for transcription; set in your
environment or a local, gitignored .env.streams.json -- list of {"name", "url", "weight"} internet radio
stations for sweep --source stream. weight (default 1) is a
relative selection weight -- bias toward talk/news stations over music
ones, since music chunks reliably come back empty (nothing to
transcribe, not a bug). Checked into the repo as a starting seed list;
edit freely to add your own. Includes Paranormalium, a Polish-language
paranormal/UFO/conspiracy talk station -- its output is auto-translated
to English (see --translate above).