maxminddb-rust

A Rust-backed Python module for reading MaxMind DB files.

It mirrors the public API of the official maxminddb package and keeps the same programming model with the maxminddb_rust import name.

Performance

This project is intended to provide performance comparable to the maxminddb C extension while keeping API compatibility.

Performance depends on the database, lookup pattern, and hardware. Run the benchmark scripts in benchmarks/ against your own databases to measure expected throughput in your environment.

The reader is thread-safe and can be shared across threads. On standard CPython builds, CPU-bound lookups from Python threads remain constrained by the GIL. Free-threaded CPython 3.14 wheels allow lookup threads to run concurrently; scaling depends on the database and workload.

Features

API Compatibility

This package provides API compatibility with the official maxminddb Python module.

Supported:

Reader class with get(), get_with_prefix_len(), metadata(), and close() methods
open_database() function
Context manager support (with statement)
MODE_* constants (MODE_AUTO, MODE_MMAP, MODE_MMAP_EXT, MODE_FILE, MODE_MEMORY, and MODE_FD)
InvalidDatabaseError exception
Metadata class with all attributes and computed properties
Support for string IP addresses and ipaddress.IPv4Address/IPv6Address objects
closed attribute
Iterator support (__iter__) for iterating all database records

Extensions (not in the original package):

get_many() for batch lookups
get_path() for retrieving a specific field from a record (for example, ('country', 'iso_code')) without decoding the entire record
get_many_path() for retrieving a specific field for many IP addresses

Installation

From PyPI

pip install maxminddb-rust

From Source

git clone https://github.com/oschwald/maxminddb-rust-python.git
cd maxminddb-rust-python
uv run --with maturin maturin develop --release

Usage

This module follows the same API as maxminddb, with a different import name:

import ipaddress

import maxminddb_rust

# Open the database and release resources automatically when done.
with maxminddb_rust.open_database("/var/lib/GeoIP/GeoIP2-City.mmdb") as reader:
    result = reader.get("8.8.8.8")
    print(result)

    result, prefix_len = reader.get_with_prefix_len("8.8.8.8")
    print(f"Result: {result}, Prefix: {prefix_len}")

    ip = ipaddress.IPv4Address("8.8.8.8")
    result = reader.get(ip)
    print(result)

    metadata = reader.metadata()
    print(f"Database type: {metadata.database_type}")
    print(f"Node count: {metadata.node_count}")

Batch Lookup (Extension)

get_many() is an extension that is not available in the original maxminddb module:

import maxminddb_rust

with maxminddb_rust.open_database("/var/lib/GeoIP/GeoIP2-City.mmdb") as reader:
    ips = ["8.8.8.8", "1.1.1.1", "208.67.222.222"]
    results = reader.get_many(ips)

    for ip, result in zip(ips, results):
        print(f"{ip}: {result}")

Selective Field Lookup (Extension)

get_path() retrieves a specific field from a record:

import maxminddb_rust

with maxminddb_rust.open_database("/var/lib/GeoIP/GeoIP2-City.mmdb") as reader:
    # Retrieve a specific field without decoding the entire record.
    # Path elements can be strings (map keys) or integers (array indices).
    iso_code = reader.get_path("8.8.8.8", ("country", "iso_code"))
    print(f"ISO Code: {iso_code}")

    subdivision = reader.get_path("8.8.8.8", ("subdivisions", 0, "iso_code"))
    print(f"Subdivision: {subdivision}")

    ips = ["8.8.8.8", "1.1.1.1", "208.67.222.222"]
    iso_codes = reader.get_many_path(ips, ("country", "iso_code"))
    print(iso_codes)

Iterator Support

Iterate over all networks in the database:

import maxminddb_rust

with maxminddb_rust.open_database(
    "/var/lib/GeoIP/GeoLite2-Country.mmdb"
) as reader:
    for network, data in reader:
        print(f"{network}: {data['country']['iso_code']}")

Database Modes

Choose between memory-mapped files (default) and read-file modes:

import maxminddb_rust

# MODE_AUTO: currently resolves to MODE_MMAP.
reader = maxminddb_rust.open_database(
    "/var/lib/GeoIP/GeoIP2-City.mmdb", mode=maxminddb_rust.MODE_AUTO
)

# MODE_MMAP: explicitly use memory-mapped files.
reader = maxminddb_rust.open_database(
    "/var/lib/GeoIP/GeoIP2-City.mmdb", mode=maxminddb_rust.MODE_MMAP
)

# MODE_MMAP_EXT: accepted for compatibility; same Rust mmap reader as MODE_MMAP.
reader = maxminddb_rust.open_database(
    "/var/lib/GeoIP/GeoIP2-City.mmdb", mode=maxminddb_rust.MODE_MMAP_EXT
)

# MODE_MEMORY: load the database file into memory.
reader = maxminddb_rust.open_database(
    "/var/lib/GeoIP/GeoIP2-City.mmdb", mode=maxminddb_rust.MODE_MEMORY
)

# MODE_FILE: compatibility mode that also reads the file into memory.
reader = maxminddb_rust.open_database(
    "/var/lib/GeoIP/GeoIP2-City.mmdb", mode=maxminddb_rust.MODE_FILE
)

# MODE_FD: read from a file-like object into memory.
with open("/var/lib/GeoIP/GeoIP2-City.mmdb", "rb") as database:
    reader = maxminddb_rust.open_database(database, mode=maxminddb_rust.MODE_FD)

MODE_FD follows the official package's pure Python behavior: pass a readable binary object and the reader calls read() from its current position. Raw integer OS file descriptors are not accepted directly.

MODE_MMAP_EXT is accepted for official-package compatibility. This package does not have a separate C extension backend, so it uses the same Rust memory-mapped reader as MODE_MMAP.

Examples

The examples/ directory contains complete working examples:

basic_usage.py: simple IP lookups, metadata access, and database lifecycle
context_manager.py: using with for automatic cleanup
iterator_demo.py: iterating over all networks in the database
batch_processing.py: batch lookups with get_many()

Run any example:

uv run python examples/basic_usage.py
uv run python examples/batch_processing.py

Documentation

API documentation: classes and methods include docstrings. Use help():

import maxminddb_rust
help(maxminddb_rust.open_database)
help(maxminddb_rust.Reader.get)

Type hints: full type stub file (maxminddb_rust.pyi) is included for IDE autocomplete and type checking
Changelog: see CHANGELOG.md for version history and release notes
Migration Guide: see MIGRATION.md for migrating from the official maxminddb package

Benchmarking

Benchmark scripts are consolidated in the benchmarks/ directory. They default to commonly installed databases under /var/lib/GeoIP, preferring GeoLite2 City when available. Pass --file /path/to/database.mmdb to benchmark a different database. The comprehensive benchmark accepts --file more than once.

Run the included benchmarks after building from source:

# Single lookup benchmark
uv run python benchmarks/benchmark.py --count 250000

# Comprehensive benchmark across multiple databases
uv run python benchmarks/benchmark_comprehensive.py --count 250000

# Batch lookup benchmark
uv run python benchmarks/benchmark_batch.py --batch-size 100

# Threaded lookup benchmark (shared Reader across Python threads, default DB set)
uv run python benchmarks/benchmark_parallel.py --count 500000 --workers 1,2,4,8

# get() vs get_path() benchmark
uv run python benchmarks/benchmark_path.py --count 250000

# Compare benchmark throughput between two git refs
uv run python benchmarks/compare_refs.py --baseline-ref origin/main --candidate-ref HEAD

# CI-friendly comparison with JSON output and a 5% regression threshold
uv run python benchmarks/compare_refs.py --json-output bench.json --max-regression-pct 5

# Force successful lookups, including when using a sparse test database
uv run python benchmarks/compare_refs.py --workload database-hits

# Path cache profiling: cached tuple, new tuple per call, list path per call
uv run python benchmarks/compare_refs.py --case get_path --case get_path_new_tuple --case get_path_list

Testing

This project includes Python tests, Rust unit tests, and adapted upstream compatibility tests from MaxMind-DB-Reader-python.

# Initialize test data submodule (first time only)
git submodule update --init --recursive

# Run Python tests.
uv run pytest

# Run Rust unit tests.
cargo test --all-targets --all-features

# Run configured linters and formatters.
uv run precious lint .

For upstream test compatibility and syncing instructions, see tests/maxmind/README.md.

License

ISC License. See LICENSE for details.

Contributing

See CONTRIBUTING.md for development setup, code quality guidelines, and pull request procedures.

Metadata

Release files for maxminddb-rust 0.7.0

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

Source distribution (sdist)

Source distribution for maxminddb-rust 0.7.0
File	Size	Uploaded
maxminddb_rust-0.7.0.tar.gz	71.4 kB	Jul 19, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for maxminddb-rust 0.7.0
File	Interpreter	ABI	Platform	Reset
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maxminddb_rust-0.7.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 393.2 kB Jul 19, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-64	Details
maxminddb_rust-0.7.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 386.4 kB Jul 19, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARM64	Details
maxminddb_rust-0.7.0-cp314-cp314t-macosx_11_0_arm64.whl 352.9 kB Jul 19, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
maxminddb_rust-0.7.0-cp314-cp314t-macosx_10_12_x86_64.whl 367.1 kB Jul 19, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.12+ x86-64	Details
maxminddb_rust-0.7.0-cp314-cp314-win_arm64.whl 256.6 kB Jul 19, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
maxminddb_rust-0.7.0-cp314-cp314-win_amd64.whl 268.8 kB Jul 19, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
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maxminddb_rust-0.7.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 389.1 kB Jul 19, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64	Details
maxminddb_rust-0.7.0-cp314-cp314-macosx_11_0_arm64.whl 355.0 kB Jul 19, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
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maxminddb_rust-0.7.0-cp313-cp313-win_arm64.whl 256.0 kB Jul 19, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
maxminddb_rust-0.7.0-cp313-cp313-win_amd64.whl 268.2 kB Jul 19, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
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maxminddb_rust-0.7.0-cp313-cp313-macosx_10_12_x86_64.whl 368.4 kB Jul 19, 2026	CPython 3.13	CPython 3.13	macOS 10.12+ x86-64	Details
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maxminddb_rust-0.7.0-cp312-cp312-win_amd64.whl 267.4 kB Jul 19, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
maxminddb_rust-0.7.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 392.6 kB Jul 19, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
maxminddb_rust-0.7.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 387.2 kB Jul 19, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details
maxminddb_rust-0.7.0-cp312-cp312-macosx_11_0_arm64.whl 353.8 kB Jul 19, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
maxminddb_rust-0.7.0-cp312-cp312-macosx_10_12_x86_64.whl 367.5 kB Jul 19, 2026	CPython 3.12	CPython 3.12	macOS 10.12+ x86-64	Details
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maxminddb_rust-0.7.0-cp311-cp311-win_amd64.whl 270.6 kB Jul 19, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
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maxminddb_rust-0.7.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 388.2 kB Jul 19, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details
maxminddb_rust-0.7.0-cp311-cp311-macosx_11_0_arm64.whl 357.6 kB Jul 19, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
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maxminddb_rust-0.7.0-cp310-cp310-macosx_11_0_arm64.whl 357.8 kB Jul 19, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
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Release files / maxminddb_rust-0.7.0-cp314-cp314t-macosx_11_0_arm64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
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Release files / maxminddb_rust-0.7.0-cp314-cp314t-macosx_10_12_x86_64.whl

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Release files / maxminddb_rust-0.7.0-cp314-cp314-win_amd64.whl

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Release files / maxminddb_rust-0.7.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl

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Release files / maxminddb_rust-0.7.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / maxminddb_rust-0.7.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Release files / maxminddb_rust-0.7.0-cp314-cp314-macosx_11_0_arm64.whl

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Release files / maxminddb_rust-0.7.0-cp314-cp314-macosx_10_12_x86_64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp313-cp313-win_arm64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
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Release files / maxminddb_rust-0.7.0-cp313-cp313-win_amd64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
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Release files / maxminddb_rust-0.7.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
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Release files / maxminddb_rust-0.7.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
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Release files / maxminddb_rust-0.7.0-cp313-cp313-macosx_11_0_arm64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
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Release files / maxminddb_rust-0.7.0-cp313-cp313-macosx_10_12_x86_64.whl

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
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Release files / maxminddb_rust-0.7.0-cp312-cp312-win_arm64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
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Release files / maxminddb_rust-0.7.0-cp312-cp312-win_amd64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
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Release files / maxminddb_rust-0.7.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / maxminddb_rust-0.7.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
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Publishing repository: github.com/oschwald/maxminddb-rust-python
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Release files / maxminddb_rust-0.7.0-cp312-cp312-macosx_10_12_x86_64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
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Publishing repository: github.com/oschwald/maxminddb-rust-python
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Release files / maxminddb_rust-0.7.0-cp311-cp311-win_amd64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
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Release files / maxminddb_rust-0.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp311-cp311-macosx_11_0_arm64.whl

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp311-cp311-macosx_10_12_x86_64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp310-cp310-win_amd64.whl

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp310-cp310-macosx_11_0_arm64.whl

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Upload date	Jul 19, 2026
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Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Artifact

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Release files / maxminddb_rust-0.7.0-cp310-cp310-macosx_10_12_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp39-cp39-win_amd64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp39-cp39-macosx_11_0_arm64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp39-cp39-macosx_10_12_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp38-cp38-win_amd64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Release files / maxminddb_rust-0.7.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Artifact

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Release files / maxminddb_rust-0.7.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Artifact

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Release files / maxminddb_rust-0.7.0-cp38-cp38-macosx_11_0_arm64.whl

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Upload date	Jul 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

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Artifact

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Release files / maxminddb_rust-0.7.0-cp38-cp38-macosx_10_12_x86_64.whl

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Upload date	Jul 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.13.13`

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Publishing platform: GitHub Actions
Publishing repository: github.com/oschwald/maxminddb-rust-python
Publishing commit: github.com/oschwald/maxminddb-rust-python/tree/9531768701cda1ef5c0b4b9e108be771cf391148

Workflow

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Artifact

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