Fast Python bindings for AIS-catcher's NMEA-to-JSON AIS decoder
Project description
aiscat
A fast, complete Python library for decoding AIS NMEA into structured dicts; messages come out compatible with the AIS-catcher JSON format.
Why
aiscat is built for fast, complete decoding of AIS NMEA from Python. Output dicts match the AIS-catcher JSON format field-for-field, so anything you've built around AIS-catcher's documented JSON output works the same when the source becomes a Python iterator.
Coverage is meant to be exhaustive: all standard message types (1–28), multi-part AIVDM reassembly, country-code resolution from MMSI prefix, lookup-table text fields (status_text, shiptype_text, …) populated from the same tables AIS-catcher uses, and decoding of binary application messages — type 6 and 8 ASMs across IMO, IALA, USA, and inland-waterway DAC/FID payloads (AtoN monitoring, meteo/hydro, route info, persons-on-board, and others).
For live decode of a single station (~50 msg/s) any decent AIS library is fast enough. aiscat earns its keep when throughput matters: replay of historical recordings, multi-receiver fan-in, batch analysis, and research workloads on millions to billions of messages.
Tradeoffs. aiscat is a C++ extension, so pip install either picks up a pre-built wheel for your platform or falls back to a source build that needs CMake and a C++11 compiler. The API is deliberately small — feed bytes, get dicts — without configuration knobs or custom output formats. And the licence is GPLv3 (inherited from AIS-catcher), so linking aiscat into a closed-source application makes that application GPL too; see the Licence section below for permissive alternatives.
Quickstart
pip install aiscat
import aiscat
dec = aiscat.Decoder()
dec.feed(b"!AIVDM,1,1,,A,15MgK45P3@G?fl0E`JbR0OwT0@MS,0*4E\r\n")
print(dec.next())
# {'type': 1, 'mmsi': 366730000, 'channel': 'A', 'rxuxtime': 1777739134.027,
# 'lat': 37.803802, 'lon': -122.392532, 'speed': 20.8, 'course': 51.3,
# 'status': 5, 'status_text': 'Moored', ...}
Benchmark
2,000,000 AIS messages (mixed types 1–4), Apple M-series, single thread:
| Tool | Time | msg/s | µs/msg | vs fastest |
|---|---|---|---|---|
AIS-catcher CLI (-r txt -o 5) |
1.04s | 1,922,000 | 0.52 | 1.00× |
| aiscat (this library) | 1.05s | 1,906,000 | 0.52 | 1.01× |
gpsdecode (gpsd, BSD-2) — CLI |
3.14s | 636,000 | 1.57 | 3.02× |
| libais 0.17 (C, Apache 2.0) | 5.33s | 375,000 | 2.67 | 5.12× |
| pyais 3.0.0 (pure Python, MIT) | 22.36s | 89,000 | 11.18 | 21.49× |
aiscat sits within 1% of the native AIS-catcher CLI despite producing rich Python dict objects (the CLI just stringifies JSON to stdout). It's 3× faster than gpsdecode, 5× faster than libais, and 21× faster than pyais.
For perspective: a busy AIS shore station produces ~50 msg/s. Throughput matters when you're replaying recordings or aggregating dozens of receivers, not for live decode of a single antenna.
API
class Decoder:
def __init__(self, *, annotated: bool = False, country: bool = False) -> None: ...
def feed(self, data: bytes | bytearray | str) -> int: ...
def next(self) -> dict | None: ...
def pending(self) -> int: ...
def iter_decode(
chunks: Iterable[bytes | str], *, annotated: bool = False, country: bool = False
) -> Iterator[dict]: ...
feed(data)parses NMEA AIVDM/AIVDO sentences out of the buffer. Multipart messages are reassembled internally; partial chunks are buffered until completed. Returns the number of decoded messages waiting.next()pops one decoded message as adict, orNoneif the queue is empty. Pop in a loop after eachfeed().- The queue is unbounded — drain it after each feed, or memory grows.
annotated=Truewraps every scalar as{"value": x, "unit": ..., "description": ..., "text": ...}(the latter three included only when defined for that key) — useful for self-describing displays and field reference. See Annotated mode below.country=Trueaddscountryandcountry_codeto every message, derived from the MMSI prefix (ITU-R M.585 MID table).
# Streaming pattern
import aiscat
dec = aiscat.Decoder()
with open("session.nmea", "rb") as f:
while chunk := f.read(65536):
dec.feed(chunk)
while (msg := dec.next()) is not None:
handle(msg)
Output format
Each decoded message is a dict containing the AIS protocol fields plus a small reception envelope. AIS-catcher's internal "meta" fields that don't apply to a Python decoder (SDR signal levels, decoder version, the original NMEA echo, etc.) are suppressed.
Lookup-table values are decoded for you — status comes through as both the raw integer and status_text ("Moored", "Under way using engine", …); same for shiptype_text, aid_type_text, etc.
For the full field reference — every key, its unit, and the lookup tables — see the AIS-catcher JSON decoding documentation.
Annotated mode
Decoder(annotated=True) returns each scalar wrapped with its unit, description, and (where applicable) the human-readable text from the lookup table. Mirrors AIS-catcher's MSGFORMAT JSON_ANNOTATED (-o 6) output:
dec = aiscat.Decoder(annotated=True)
dec.feed(b"!AIVDM,1,1,,B,13`e;R001`PNcD2MH48KQq>P0@;5,0*63\n")
m = dec.next()
m["type"] # {'value': 1, 'description': 'Message Type', 'text': 'Position report'}
m["status"] # {'value': 0, 'description': 'Navigation Status', 'text': 'Under way using engine'}
m["speed"] # {'value': 10.4, 'unit': 'knots', 'description': 'Speed over Ground (SOG)'}
The 28 message-type names, status enums, ship types, AtoN types, and other lookups all come from the same tables AIS-catcher uses, so what you see matches the C++ output exactly.
See examples/pretty_print.py for a complete consumer that turns annotated output into a readable table:
$ python examples/pretty_print.py '!AIVDM,1,1,,B,13`e;R001`PNcD2MH48KQq>P0@;5,0*63'
Message 1 — Position report
!AIVDM,1,1,,B,13`e;R001`PNcD2MH48KQq>P0@;5,0*63
Field Value Unit Description
------------- ---------------------------------------- ------------------ -------------------------------------------------------------------------
rxuxtime 1777804294.817 (2026-05-03 10:31:34 UTC) Host receive time (Unix epoch s).
channel B VHF channel (A or B).
type 1 (Position report) Message Type
repeat 0 Repeat indicator (0..3; 3=do not repeat).
mmsi 244009864 MMSI
status 0 (Under way using engine) Navigation Status
status_text Under way using engine Navigation status text.
turn_unscaled 0 Raw ROT field (-128..127; 128=N/A).
turn 0 degrees per minute Rate of Turn (ROT)
speed 10.400001 knots Speed over Ground (SOG)
accuracy true Position accuracy (1=DGPS <10m; 0=GNSS >10m).
lon 6.701442 degrees Longitude
lat 51.338295 degrees Latitude
course 295.100006 degrees Course over Ground (COG)
heading 295 degrees True Heading (HDG)
second 16 UTC second (0..59; 60=N/A; 61=manual; 62=dead reckoning; 63=inoperative).
maneuver 0 (Not available (default)) Maneuver indicator.
power false Transmit power flag (type 22; 0=high power, 1=low power).
raim false RAIM flag (EPFD integrity monitoring in use).
radio 66245 Radio status (19-bit SOTDMA/ITDMA state).
sync_state 0 (UTC direct) TDMA sync state.
slot_timeout 4 Frames until new slot (0=next).
slot_number 709 TDMA slot number used.
Type hints
Decoded messages are plain dicts at runtime — zero overhead. For static type-checking and IDE autocomplete, aiscat.types provides one TypedDict per AIS message type (1–28) plus an AISMessage union:
from aiscat import Decoder, AISMessage
def handle(msg: AISMessage) -> None:
if msg["type"] == 1:
# mypy narrows to Type1; knows msg["lat"] is float
print(msg["mmsi"], msg["lat"], msg["lon"])
Licence
GPLv3, inherited from AIS-catcher. Linking aiscat into a closed-source application makes that application GPLv3.
If you need a permissive licence (BSD/MIT/Apache), use one of:
- pyais — pure-Python, MIT, the de facto standard for Python AIS work
- libais — older C extension, Apache 2.0
aiscat exists for users who want AIS-catcher's decoding (multipart handling, lookup tables, channel A/B disambiguation, country tables, message-type 6/8 ASMs) and can live with the licence.
Building from source
Requires CMake ≥ 3.15, a C++11 compiler, and Python ≥ 3.9 with development headers.
git clone https://github.com/jvde-github/AIS-catcher
cd AIS-catcher/python
pip install -e .
The build pulls a curated subset of AIS-catcher's source (Marine/, JSON/, Library/, Utilities/) — about 8K lines of C++ — and compiles them together with the binding into _core.cpython-*.so. Build takes ~10 seconds.
Status
Pre-1.0. The decoder itself is mature — it's the AIS-catcher decoder, battle-tested in shore-station and SDR deployments. The Python surface is new and may evolve — feedback welcome.
Versioning tracks AIS-catcher's: 0.68.x uses AIS-catcher v0.68's decoder. Patch releases bump independently for binding-only changes.
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