Zig-backed Python MaxMind DB Reader

This is an unofficial Zig-backed Python library to read MaxMind DB files. See also Rust, C, and pure Python implementations.

Quick start

pip install maxminddb-zig

import maxminddb_zig

with maxminddb_zig.Reader('GeoLite2-City.mmdb') as db:
    r, net = db.lookup('89.160.20.128')
    print(net, r['city']['names']['en'])

89.160.20.128/25 Linköping

FastAPI middleware example:

from fastapi import FastAPI, Request
import maxminddb_zig

app = FastAPI()
db = maxminddb_zig.Reader("GeoLite2-City.mmdb")
geo = db.query("country")


@app.middleware("http")
async def add_country(request: Request, call_next):
    r, _ = geo.lookup(request.client.host)
    request.state.country = r["country"]["iso_code"] if r else None
    return await call_next(request)

Usage

The Reader opens a MaxMind DB file for reading. Make sure to close it unless you're using a context manager.

import maxminddb_zig

db = maxminddb_zig.Reader('GeoLite2-City.mmdb')
db.lookup('89.160.20.128')
db.close()

with maxminddb_zig.Reader('GeoLite2-City.mmdb') as db:
    db.lookup('89.160.20.128')

You can scan the whole db or networks within a given IP range.

for r, net in db:
    print(net, r)

for r, net in db.scan("89.160.20.0/24"):
    print(net, r)

The lookup() and scan() methods support an optional fields argument. It is a comma-separated list of record fields to decode. You should decode only the fields you need to improve performance.

db.lookup("89.160.20.128", "city,continent")

db.scan(fields="city,country")

Use query() for repeated lookups or scans, e.g., in web services. Results are cached for faster access. Pass field names to decode only specific fields.

q = db.query("city,country")
r, net = q.lookup("89.160.20.128")

for r, net in q.scan():
    print(net, r)

Use json() for the fastest lookups.

j = db.json("city,country")
r, net = j.lookup("89.160.20.128")

You can check if an IP address is in the database without decoding the record.

"89.160.20.128" in db
True

You can access the database metadata.

db.metadata()["ip_version"]

The Reader could raise the following exceptions:

ValueError when lookup() and scan() arguments are invalid, e.g., invalid IP address
ReaderException when db reading fails, e.g., a file is corrupted

Thread safety

With the GIL, all methods are thread safe.

For free-threaded Python, use per-thread query() instances because each query() owns its caches. Don't share the same query() instance between threads.

db = maxminddb_zig.Reader('GeoLite2-City.mmdb')

def worker():
    q = db.query()
    for ip in ips:
        r, net = q.lookup(ip)

Free-threaded query().lookup() numbers on Apple M2 Pro (GeoLite2-City) show difference between GIL and no GIL concurrency.

Threads	GIL	Free-threading
1	~316K/s	~321K/s
2	~312K/s	~627K/s
4	~307K/s	~1,226K/s
8	~303K/s	~1,850K/s

With the GIL, throughput stays flat.

GIL vs Free-threading

$ for t in 1 2 4 8; do
      PYTHON_GIL=1 python benchmarks/threads_lookup.py \
          --file=GeoLite2-City.mmdb --threads=$t
  done

  echo '---'

  for t in 1 2 4 8; do
      PYTHON_GIL=0 python benchmarks/threads_lookup.py \
          --file=GeoLite2-City.mmdb --threads=$t
  done

1 threads: 316,004 lookups/s (3.16s)
2 threads: 311,858 lookups/s (6.41s)
4 threads: 306,872 lookups/s (13.03s)
8 threads: 303,335 lookups/s (26.37s)
---
1 threads: 320,845 lookups/s (3.12s)
2 threads: 627,379 lookups/s (3.19s)
4 threads: 1,225,835 lookups/s (3.26s)
8 threads: 1,849,511 lookups/s (4.33s)

Development

Clone the repository and its submodule.

$ git clone https://github.com/marselester/maxminddb.py.git
$ cd ./maxminddb.py/
$ git submodule update --init --recursive

Build the extension, run tests, and linters.

$ pyenv local 3.13.8t
$ python -m venv .venv
$ source .venv/bin/activate
$ pip install pytest ruff
$ make test
$ make lint

Benchmarks

The impact depends on the database:

fields helps most on databases with large records because there are fewer Python objects to build. On databases with tiny records it can be slower due to filtering overhead.
query() helps lookups by caching decoded records and interning map key strings. The benefit is highest on databases with few unique records, e.g., GeoLite2-Country. For scans, query() doesn't add meaningful benefit over scan(fields=...) because both use caching internally.
json() is the fastest path because it skips building Python objects and formats JSON directly from decoded data.

Here are reference results on Apple M2 Pro against GeoLite2-City.

Lookup

1M random IPv4 lookups in GeoLite2-City.

Benchmark	lookups per second
`lookup(ip)`	~170K
`query().lookup(ip)`	~277K
`json().lookup(ip)`	~511K
`lookup(ip, "city")`	~559K
`query("city").lookup(ip)`	~696K
`json("city").lookup(ip)`	~805K

lookup(ip) vs lookup(ip, "city")

$ for i in $(seq 1 10); do
    python benchmarks/lookup.py --file=GeoLite2-City.mmdb
  done

  echo '---'

  for i in $(seq 1 10); do
    python benchmarks/lookup.py --file=GeoLite2-City.mmdb --fields=city
  done

1,000,000 records in 5.9s (169,552 lookups per second)
1,000,000 records in 5.9s (169,227 lookups per second)
1,000,000 records in 5.9s (168,292 lookups per second)
1,000,000 records in 5.9s (169,891 lookups per second)
1,000,000 records in 5.9s (170,920 lookups per second)
1,000,000 records in 5.9s (170,487 lookups per second)
1,000,000 records in 5.9s (170,208 lookups per second)
1,000,000 records in 5.9s (169,469 lookups per second)
1,000,000 records in 6.0s (167,375 lookups per second)
1,000,000 records in 5.9s (170,594 lookups per second)
---
1,000,000 records in 1.8s (544,006 lookups per second)
1,000,000 records in 1.8s (555,160 lookups per second)
1,000,000 records in 1.8s (561,005 lookups per second)
1,000,000 records in 1.8s (564,637 lookups per second)
1,000,000 records in 1.8s (555,541 lookups per second)
1,000,000 records in 1.8s (557,924 lookups per second)
1,000,000 records in 1.8s (565,643 lookups per second)
1,000,000 records in 1.8s (568,964 lookups per second)
1,000,000 records in 1.8s (566,015 lookups per second)
1,000,000 records in 1.8s (556,172 lookups per second)

query().lookup(ip) vs query("city").lookup(ip)

$ for i in $(seq 1 10); do
    python benchmarks/query_lookup.py --file=GeoLite2-City.mmdb
  done

  echo '---'

  for i in $(seq 1 10); do
    python benchmarks/query_lookup.py --file=GeoLite2-City.mmdb --fields=city
  done

1,000,000 records in 3.6s (280,790 lookups per second)
1,000,000 records in 3.6s (276,033 lookups per second)
1,000,000 records in 3.6s (277,486 lookups per second)
1,000,000 records in 3.6s (277,271 lookups per second)
1,000,000 records in 3.6s (276,642 lookups per second)
1,000,000 records in 3.6s (277,696 lookups per second)
1,000,000 records in 3.6s (280,458 lookups per second)
1,000,000 records in 3.6s (278,194 lookups per second)
1,000,000 records in 3.6s (275,151 lookups per second)
1,000,000 records in 3.7s (272,327 lookups per second)
---
1,000,000 records in 1.4s (698,274 lookups per second)
1,000,000 records in 1.4s (695,933 lookups per second)
1,000,000 records in 1.5s (687,627 lookups per second)
1,000,000 records in 1.4s (695,669 lookups per second)
1,000,000 records in 1.4s (698,477 lookups per second)
1,000,000 records in 1.4s (695,712 lookups per second)
1,000,000 records in 1.4s (695,234 lookups per second)
1,000,000 records in 1.4s (707,865 lookups per second)
1,000,000 records in 1.5s (677,752 lookups per second)
1,000,000 records in 1.4s (704,295 lookups per second)

json().lookup(ip) vs json("city").lookup(ip)

$ for i in $(seq 1 10); do
    python benchmarks/json_lookup.py --file=GeoLite2-City.mmdb
  done

  echo '---'

  for i in $(seq 1 10); do
    python benchmarks/json_lookup.py --file=GeoLite2-City.mmdb --fields=city
  done

1,000,000 records in 2.0s (508,853 lookups per second)
1,000,000 records in 1.9s (513,942 lookups per second)
1,000,000 records in 1.9s (512,896 lookups per second)
1,000,000 records in 2.0s (505,046 lookups per second)
1,000,000 records in 2.0s (506,953 lookups per second)
1,000,000 records in 2.0s (512,477 lookups per second)
1,000,000 records in 2.0s (510,976 lookups per second)
1,000,000 records in 2.0s (510,270 lookups per second)
1,000,000 records in 2.0s (497,465 lookups per second)
1,000,000 records in 1.9s (513,094 lookups per second)
---
1,000,000 records in 1.2s (809,060 lookups per second)
1,000,000 records in 1.2s (803,894 lookups per second)
1,000,000 records in 1.3s (774,636 lookups per second)
1,000,000 records in 1.2s (811,619 lookups per second)
1,000,000 records in 1.2s (801,847 lookups per second)
1,000,000 records in 1.3s (798,536 lookups per second)
1,000,000 records in 1.2s (807,078 lookups per second)
1,000,000 records in 1.2s (807,707 lookups per second)
1,000,000 records in 1.2s (812,466 lookups per second)
1,000,000 records in 1.2s (801,383 lookups per second)

Scan

Full GeoLite2-City scan (5.5M records).

Benchmark	records per second
`scan()`	~531K
`query().scan()`	~526K
`scan(fields="city")`	~1,794K
`query("city").scan()`	~1,785K

scan() vs scan(fields="city")

$ for i in $(seq 1 10); do
    python benchmarks/scan.py --file=GeoLite2-City.mmdb
  done

  echo '---'

  for i in $(seq 1 10); do
    python benchmarks/scan.py --file=GeoLite2-City.mmdb --fields=city
  done

5,502,351 records in 10.3s (533,336 records per second)
5,502,351 records in 10.2s (541,393 records per second)
5,502,351 records in 10.3s (532,846 records per second)
5,502,351 records in 10.4s (530,385 records per second)
5,502,351 records in 10.3s (532,073 records per second)
5,502,351 records in 10.4s (530,863 records per second)
5,502,351 records in 10.4s (529,987 records per second)
5,502,351 records in 10.5s (524,235 records per second)
5,502,351 records in 10.4s (527,442 records per second)
5,502,351 records in 10.6s (521,197 records per second)
---
5,502,351 records in 3.1s (1,795,802 records per second)
5,502,351 records in 3.1s (1,798,097 records per second)
5,502,351 records in 3.1s (1,788,232 records per second)
5,502,351 records in 3.1s (1,794,434 records per second)
5,502,351 records in 3.0s (1,804,452 records per second)
5,502,351 records in 3.1s (1,787,658 records per second)
5,502,351 records in 3.1s (1,786,531 records per second)
5,502,351 records in 3.1s (1,796,017 records per second)
5,502,351 records in 3.1s (1,789,501 records per second)
5,502,351 records in 3.1s (1,793,517 records per second)

query().scan() vs query("city").scan()

$ for i in $(seq 1 10); do
    python benchmarks/query_scan.py --file=GeoLite2-City.mmdb
  done

  echo '---'

  for i in $(seq 1 10); do
    python benchmarks/query_scan.py --file=GeoLite2-City.mmdb --fields=city
  done

5,502,351 records in 10.4s (527,939 records per second)
5,502,351 records in 10.4s (529,239 records per second)
5,502,351 records in 10.5s (523,321 records per second)
5,502,351 records in 10.4s (531,603 records per second)
5,502,351 records in 10.5s (526,033 records per second)
5,502,351 records in 10.5s (522,252 records per second)
5,502,351 records in 10.4s (528,354 records per second)
5,502,351 records in 10.5s (522,438 records per second)
5,502,351 records in 10.5s (525,263 records per second)
5,502,351 records in 10.5s (524,663 records per second)
---
5,502,351 records in 3.1s (1,788,935 records per second)
5,502,351 records in 3.1s (1,782,188 records per second)
5,502,351 records in 3.1s (1,786,643 records per second)
5,502,351 records in 3.1s (1,781,621 records per second)
5,502,351 records in 3.1s (1,786,342 records per second)
5,502,351 records in 3.1s (1,791,478 records per second)
5,502,351 records in 3.1s (1,783,888 records per second)
5,502,351 records in 3.1s (1,781,067 records per second)
5,502,351 records in 3.1s (1,780,360 records per second)
5,502,351 records in 3.1s (1,786,614 records per second)

Metadata

Release files for maxminddb-zig 0.1.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Built distributions (wheels)

Table of built distributions (wheels) for maxminddb-zig 0.1.0
File	Interpreter	ABI	Platform	Reset
maxminddb_zig-0.1.0-cp314-cp314t-win_amd64.whl 140.2 kB Apr 14, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
maxminddb_zig-0.1.0-cp314-cp314t-manylinux2014_x86_64.whl 399.7 kB Apr 14, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-64	Details
maxminddb_zig-0.1.0-cp314-cp314t-manylinux2014_aarch64.whl 377.2 kB Apr 14, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARM64	Details
maxminddb_zig-0.1.0-cp314-cp314t-macosx_11_0_arm64.whl 67.4 kB Apr 14, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
maxminddb_zig-0.1.0-cp314-cp314t-macosx_10_13_x86_64.whl 69.2 kB Apr 14, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.13+ x86-64	Details
maxminddb_zig-0.1.0-cp314-cp314-win_arm64.whl 127.1 kB Apr 14, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
maxminddb_zig-0.1.0-cp314-cp314-win_amd64.whl 145.6 kB Apr 14, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
maxminddb_zig-0.1.0-cp314-cp314-manylinux2014_x86_64.whl 408.8 kB Apr 14, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64	Details
maxminddb_zig-0.1.0-cp314-cp314-manylinux2014_aarch64.whl 377.3 kB Apr 14, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64	Details
maxminddb_zig-0.1.0-cp314-cp314-macosx_11_0_arm64.whl 67.4 kB Apr 14, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
maxminddb_zig-0.1.0-cp314-cp314-macosx_10_13_x86_64.whl 69.2 kB Apr 14, 2026	CPython 3.14	CPython 3.14	macOS 10.13+ x86-64	Details
maxminddb_zig-0.1.0-cp313-cp313t-win_amd64.whl 140.2 kB Apr 14, 2026	CPython 3.13	CPython 3.13 free-threading	Windows x86-64	Details
maxminddb_zig-0.1.0-cp313-cp313t-manylinux2014_x86_64.whl 399.7 kB Apr 14, 2026	CPython 3.13	CPython 3.13 free-threading	Linux glibc 2.17+ x86-64	Details
maxminddb_zig-0.1.0-cp313-cp313t-manylinux2014_aarch64.whl 377.3 kB Apr 14, 2026	CPython 3.13	CPython 3.13 free-threading	Linux glibc 2.17+ ARM64	Details
maxminddb_zig-0.1.0-cp313-cp313t-macosx_11_0_arm64.whl 67.4 kB Apr 14, 2026	CPython 3.13	CPython 3.13 free-threading	macOS 11.0+ ARM64	Details
maxminddb_zig-0.1.0-cp313-cp313t-macosx_10_13_x86_64.whl 69.2 kB Apr 14, 2026	CPython 3.13	CPython 3.13 free-threading	macOS 10.13+ x86-64	Details
maxminddb_zig-0.1.0-cp313-cp313-win_amd64.whl 146.3 kB Apr 14, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
maxminddb_zig-0.1.0-cp313-cp313-manylinux2014_x86_64.whl 410.1 kB Apr 14, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64	Details
maxminddb_zig-0.1.0-cp313-cp313-manylinux2014_aarch64.whl 377.2 kB Apr 14, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64	Details
maxminddb_zig-0.1.0-cp313-cp313-macosx_11_0_arm64.whl 67.4 kB Apr 14, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
maxminddb_zig-0.1.0-cp313-cp313-macosx_10_13_x86_64.whl 69.2 kB Apr 14, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
maxminddb_zig-0.1.0-cp312-cp312-win_amd64.whl 146.3 kB Apr 14, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
maxminddb_zig-0.1.0-cp312-cp312-manylinux2014_x86_64.whl 408.8 kB Apr 14, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
maxminddb_zig-0.1.0-cp312-cp312-manylinux2014_aarch64.whl 377.2 kB Apr 14, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details
maxminddb_zig-0.1.0-cp312-cp312-macosx_11_0_arm64.whl 67.4 kB Apr 14, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
maxminddb_zig-0.1.0-cp312-cp312-macosx_10_13_x86_64.whl 69.2 kB Apr 14, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
maxminddb_zig-0.1.0-cp311-cp311-win_amd64.whl 145.6 kB Apr 14, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
maxminddb_zig-0.1.0-cp311-cp311-manylinux2014_x86_64.whl 409.9 kB Apr 14, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
maxminddb_zig-0.1.0-cp311-cp311-manylinux2014_aarch64.whl 377.0 kB Apr 14, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details
maxminddb_zig-0.1.0-cp311-cp311-macosx_11_0_arm64.whl 67.4 kB Apr 14, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
maxminddb_zig-0.1.0-cp311-cp311-macosx_10_13_x86_64.whl 69.2 kB Apr 14, 2026	CPython 3.11	CPython 3.11	macOS 10.13+ x86-64	Details
maxminddb_zig-0.1.0-cp310-cp310-win_amd64.whl 140.2 kB Apr 14, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
maxminddb_zig-0.1.0-cp310-cp310-manylinux2014_x86_64.whl 408.7 kB Apr 14, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
maxminddb_zig-0.1.0-cp310-cp310-manylinux2014_aarch64.whl 377.0 kB Apr 14, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details
maxminddb_zig-0.1.0-cp310-cp310-macosx_11_0_arm64.whl 67.4 kB Apr 14, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
maxminddb_zig-0.1.0-cp310-cp310-macosx_10_13_x86_64.whl 69.2 kB Apr 14, 2026	CPython 3.10	CPython 3.10	macOS 10.13+ x86-64	Details

Total release size: 7.6 MB

Release files / maxminddb_zig-0.1.0-cp314-cp314t-win_amd64.whl

Download URL	maxminddb_zig-0.1.0-cp314-cp314t-win_amd64.whl
Size	140.2 kB
Tags	CPython 3.14 CPython 3.14 free-threading Windows x86-64
SHA-256 checksum How to use checksums	`5dce73ff8df358b92c255a5f325610d60720e6f5e56a0477afef9488e7d62898`
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Release files / maxminddb_zig-0.1.0-cp314-cp314t-manylinux2014_x86_64.whl

Download URL	maxminddb_zig-0.1.0-cp314-cp314t-manylinux2014_x86_64.whl
Size	399.7 kB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`2291dd9b5b9b854b2b466ddc4a84166a591e034bc0b0d7b1cbe0e86a5e88123a`
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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.12`

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Publishing platform: GitHub Actions
Publishing repository: github.com/marselester/maxminddb.py
Publishing commit: github.com/marselester/maxminddb.py/tree/4d7dc9a50373f8203cd9fcb2be0b7aa414629533

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Artifact

Subject: maxminddb_zig-0.1.0-cp314-cp314t-manylinux2014_x86_64.whl
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This release

0.1.0 This release

Apr 14, 2026 36 release files

maxminddb-zig 0.1.0

Zig-backed Python MaxMind DB Reader

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