MRRC

Tests Lint Build CodSpeed

A Rust library for reading, writing, and manipulating MARC bibliographic records, with Python bindings.

Note: This project was developed using agentic coding tools (amp and Claude) and uses beads_rust for agentic issue tracking. The package has not yet had extensive practical testing by humans and should be considered experimental.

Features

  • Reads and writes ISO 2709 (MARC21) binary format
  • Python bindings with pymarc-compatible API (minor differences documented)
  • Multiple serialization formats: JSON, MARCXML, MARCJSON, CSV, Dublin Core, MODS, BIBFRAME
  • MARC-8 and UTF-8 character encoding support
  • Rust-core parsing with GIL release for multi-threaded Python workloads — roughly 8× pymarc on per-record reads in a recent single-host comparison; see benchmarks for the current three-way figures

Installation

Python (3.10+):

pip install mrrc
# or with uv:
uv add mrrc

Rust:

cargo add mrrc

Example

Python:

from mrrc import MARCReader

# Pass filename directly for best performance (releases GIL)
for record in MARCReader("records.mrc"):
    print(record.title)

File paths use pure Rust I/O, releasing Python's GIL for multi-threaded workloads. See the threading guide for details.

Rust:

use mrrc::MarcReader;
use std::fs::File;

let file = File::open("records.mrc")?;
let mut reader = MarcReader::new(file);
while let Some(record) = reader.read_record()? {
    if let Some(title) = record.title() {
        println!("{}", title);
    }
}

Documentation

Format Support

Format Read Write
ISO 2709 Yes Yes
JSON Yes Yes
MARCJSON Yes Yes
MARCXML Yes Yes
CSV - Yes
Dublin Core - Yes
MODS Yes Yes
BIBFRAME Yes Yes

CSV and Dublin Core are write-only: both are lossy exports of a MARC record, so mrrc emits them but does not read them back. Bring your own reader if you need to import such data into MARC.

Full format reference

Platforms

Pre-built Python wheels are available for:

Platform Architectures
Linux x86_64, aarch64, i686
macOS x86_64 (Intel), arm64 (Apple Silicon)
Windows x64

Status

Experimental. The Python API aims for pymarc compatibility but has some differences; see the migration guide. Rust APIs may change between minor versions.

Roadmap

Version 0.9.2 is suitable for testing but remains experimental. Before a 1.0 release, we plan to complete:

  1. Real-world data testing — Validate against large-scale MARC datasets from LOC, Internet Archive, and other sources to discover edge cases
  2. Code review — Thorough review of the codebase, particularly the Rust core and PyO3 bindings
  3. Performance analysis — Profile with production workloads, optimize bottlenecks, and update benchmark documentation

Contributing

Contributions are welcome — see the contributing guide for setup, testing, and pull request instructions. To report a security vulnerability, see the security policy.

License

MIT

Links

Project links

Data verified by PyPI on Jul 28, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Latest release

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for dchudnov from gravatar.com dchudnov

Credits

Author: Daniel Chudnov

GitHub Statistics

Data verified by PyPI on Jul 28, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License expression

MIT
View SPDX License List

Requires

Python >=3.10

Provides Extra

benchmark dev docs oracle test

Tags

marc bibliographic data rust

Classifiers

Report project as malware

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

mrrc-0.9.2.tar.gz (1.5 MB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

mrrc-0.9.2-cp314-cp314-win_amd64.whl (1.8 MB view details)

Uploaded CPython 3.14Windows x86-64

mrrc-0.9.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.9 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ x86-64

mrrc-0.9.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.9 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ ARM64

mrrc-0.9.2-cp314-cp314-manylinux_2_12_i686.manylinux2010_i686.whl (2.0 MB view details)

Uploaded CPython 3.14manylinux: glibc 2.12+ i686

mrrc-0.9.2-cp314-cp314-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl (3.6 MB view details)

Uploaded CPython 3.14macOS 10.12+ universal2 (ARM64, x86-64)macOS 10.12+ x86-64macOS 11.0+ ARM64

mrrc-0.9.2-cp313-cp313-win_amd64.whl (1.8 MB view details)

Uploaded CPython 3.13Windows x86-64

mrrc-0.9.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.9 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64

mrrc-0.9.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.9 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ ARM64

mrrc-0.9.2-cp313-cp313-manylinux_2_12_i686.manylinux2010_i686.whl (2.0 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.12+ i686

mrrc-0.9.2-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl (3.6 MB view details)

Uploaded CPython 3.13macOS 10.12+ universal2 (ARM64, x86-64)macOS 10.12+ x86-64macOS 11.0+ ARM64

mrrc-0.9.2-cp312-cp312-win_amd64.whl (1.8 MB view details)

Uploaded CPython 3.12Windows x86-64

mrrc-0.9.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.9 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

mrrc-0.9.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.9 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ ARM64

mrrc-0.9.2-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.whl (2.0 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.12+ i686

mrrc-0.9.2-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl (3.6 MB view details)

Uploaded CPython 3.12macOS 10.12+ universal2 (ARM64, x86-64)macOS 10.12+ x86-64macOS 11.0+ ARM64

mrrc-0.9.2-cp311-cp311-win_amd64.whl (1.8 MB view details)

Uploaded CPython 3.11Windows x86-64

mrrc-0.9.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.9 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

mrrc-0.9.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.9 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ ARM64

mrrc-0.9.2-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.whl (2.0 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.12+ i686

mrrc-0.9.2-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl (3.6 MB view details)

Uploaded CPython 3.11macOS 10.12+ universal2 (ARM64, x86-64)macOS 10.12+ x86-64macOS 11.0+ ARM64

mrrc-0.9.2-cp310-cp310-win_amd64.whl (1.8 MB view details)

Uploaded CPython 3.10Windows x86-64

mrrc-0.9.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.9 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

mrrc-0.9.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (1.9 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ ARM64

mrrc-0.9.2-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl (2.0 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.12+ i686

mrrc-0.9.2-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl (3.6 MB view details)

Uploaded CPython 3.10macOS 10.12+ universal2 (ARM64, x86-64)macOS 10.12+ x86-64macOS 11.0+ ARM64

File details

Details for the file mrrc-0.9.2.tar.gz.

File metadata

  • Download URL: mrrc-0.9.2.tar.gz
  • Upload date:
  • Size: 1.5 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for mrrc-0.9.2.tar.gz
Algorithm Hash digest
SHA256 0a4f78b9b3023a686c55116131040eb7c0050489fd446e96bff732b2433580c8
MD5 da8b9b04df36913c365a3bdb4c4f48fc
BLAKE2b-256 5dee4ea751f2832d4265ee6e0fc98cdcac705f4b5d5a338dc4ebd0564f2b836d

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2.tar.gz:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.9.2-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for mrrc-0.9.2-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 ecea8d53bf2249713f4a11dfac3a9fb6ebb6a8ed45d8572024c2fedaa6652248
MD5 366421e8edff44ddb82a2e7b0b041c16
BLAKE2b-256 f30083b0b236d0487f68121f69e6b7a2bdabf1ce7905b3df54d8d793e787feaf

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp314-cp314-win_amd64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 df203f89449fbb2cfdfab2ae4e85da2c16d782f1daa3f4ddbeeca228d4ac883a
MD5 df1450284ed75a9fad177ff164e7d633
BLAKE2b-256 7171ee6c5cc2f5ac1f0a6e97713046ee999e40b04e29b829577a1ebe538759cd

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 0d00b6b8b34e69b9ea6e4d0ee42f577c59fce8b5e57376640ac7fa197ca16f3b
MD5 742983c6df3aa55d67fdf0477eb4b031
BLAKE2b-256 165ce5019b11ef9ea760b39de71b261463ae394160b4ba8a2ce8356a5c9f1b36

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp314-cp314-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp314-cp314-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm Hash digest
SHA256 672993827242d5b370a027481cb6d22e36e6050395abfe0903211086328a1e2a
MD5 5ac889d3a58442b67e26f5248101eedc
BLAKE2b-256 d2b6cfdde8319ac007511357d92313451b1482bc0b732fad4a09173ac0f8d821

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp314-cp314-manylinux_2_12_i686.manylinux2010_i686.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp314-cp314-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp314-cp314-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 5a151fdda46a995db759d140843a2d5ab7a65f7a4d9805582ce74f94c28d9483
MD5 6c36e7bba413806fa2b25e5153164ba9
BLAKE2b-256 626aae04a15b704de81f802aca5948ec02a3da4bf47d584e074c693730c0eedc

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp314-cp314-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.9.2-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for mrrc-0.9.2-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 038e1028a7966e6ed0b4af0b77f6e5a76a8a56c51907903ea2fffba199744252
MD5 58c4fa1a2c7cc4d95ce6a66da8a0353a
BLAKE2b-256 7695fa1d2bad4435937dafde45e0522586b2749ba41417a4debcc6e9751bc5ab

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp313-cp313-win_amd64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 5a649bb8bea900272bfd540e03c2b4cfa1540e6ad2334a63e4981fd6a02a5ee3
MD5 50e007ebe88ae1fec8cbe9ffda583b47
BLAKE2b-256 bfbb7d77a6e89d13d922d5f9b9cbd8590b6ca197b8de77979a5f997c0549987e

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 59993ac079338cbec82b66081a2a4172e83b06ad46b4f80907a6c3fbace506f7
MD5 ac575c7eb4b8c274c1a73fbed6bc36f4
BLAKE2b-256 8456ee45b1c3d2912da78a6f7fbf08bf4e657b7371ecfd2a3b0d86f285ca0c92

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp313-cp313-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp313-cp313-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm Hash digest
SHA256 19e6bf6f4a0efa1cce2ad9912497346a0cbea249cf900c0be4346f0048264447
MD5 079fb9a821990b98b23a3c14ac2b0a68
BLAKE2b-256 a8b70a74bec2085ebe05db9e205fca95762f2e744d475171b7493acb375e5611

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp313-cp313-manylinux_2_12_i686.manylinux2010_i686.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 932648df8a5bc7cc148806519ae77c2e6b538d94f4ee05bcd81068d84a6d6086
MD5 1513cbf645f0234de32080e853f3de62
BLAKE2b-256 e938e2addbe524f230dfdded8c166d3825eafbd00a1b487946b8015cc7253691

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp313-cp313-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.9.2-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for mrrc-0.9.2-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 ec2ff56ce51f6224579f386e44eca6aa75dd68811ea5a220c45e68bf4228b43a
MD5 ad8959317aa49999b9b88a53cc8c635c
BLAKE2b-256 87f580ace46e1276bec8c3a2f0ed76596912c9f1929ba1eb847f1a827c4fc364

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp312-cp312-win_amd64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 73d4b7fdbb90b3910e02db59ae8a47ade06977a0f4802402b239a9a0a38cb4b1
MD5 c415dc5cbe71126160b14e41d5118191
BLAKE2b-256 0bd7f1bc2f11e387b96261ac1deed5edb6a68f192e9fca4c49df4f07e54e452c

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 ca6bc73d689f97aa915631fec82a0f8214c1318a03df9f7347c2b7998a37b092
MD5 5cbdc625296ea3fa047600a849054ee1
BLAKE2b-256 b3ca962169dae5ad31d58157843eed677c57cbf7394df95d4a6f8756bd3eb345

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm Hash digest
SHA256 368d25a663cb19ec1a1c733ce051b79cb98d8094017f9fc3116dca9453b4bc70
MD5 8ebd5a104df487719008b3f321a787a2
BLAKE2b-256 518001fada82752641afe9ac3f9bc684859d9c11a3a9e1b6aeb837694641522d

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 1d4488eb360b6239743aabcf9c10b83dfa16a3a8e066c741dcc53f16eeda1699
MD5 13748bbb55c39863f476850ae56553dc
BLAKE2b-256 ca94ad749aa6a38dd1cc11ee792e16c902dc36d12450c10125646bb6754bc17e

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp312-cp312-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.9.2-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for mrrc-0.9.2-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 014a10c06fa043ceb22f2cd651943d5f4179fe9b110e0575dac7b0ccbea59a30
MD5 0901e30f43487fe086b07695e768fff3
BLAKE2b-256 9b1da18ef4c42ae47abe882d112ba4f92967851499e2f02202db5fc8ebd183e8

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp311-cp311-win_amd64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 050579e2fa84f2cec30a1670667c3921e789084b71a01acad7a5ba1e5a5a6176
MD5 9bb675e5474c0b49497b94a1b685f127
BLAKE2b-256 95c52d778e943eea497b2a73204c70d9d5f9aac504657daf4bb9b0a1a2ef6833

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 4a57c1f9fe38bfaf5bfd6d6387a568f172739070f65c961e6b17863338d03738
MD5 ecac6a75c5c7820decff13da7de16f6a
BLAKE2b-256 4032062018095265533342d4af9cd9f8421343890086c5c7f535e95d175bac63

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm Hash digest
SHA256 0f996fe845443302c069e352231c0645da7b984477a000727275d731a2531742
MD5 24d7202e91985a370a7f6f3c178c396e
BLAKE2b-256 b11bcb8985393ac6141bd9bc493d7590dfa3df112c88872647fffbc4fd2f9d70

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 b5a661993fb20870c0e24ecffb01fa1e06df523460f7867a5c3b6800e9862230
MD5 3848306994091e231a74ba2027ff999d
BLAKE2b-256 a92b18359da7fe7d3b15d1971e35412762de4cc03d7c36f94f4089808480168c

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp311-cp311-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: mrrc-0.9.2-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 1.8 MB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for mrrc-0.9.2-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 906a5efe3ba2dae6b3c849d6e3214423fc4c1c7351d8c2caccd2b7415994bb15
MD5 a3b42dbdc6fe16578a49b4adf6aaff20
BLAKE2b-256 f41de541ca6a88bb3136d0dd6fc9eb47799f119793d037ccfa4e59f2f13513a5

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp310-cp310-win_amd64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f71b923f487151ea3620463b94f4c65da53a4692c47498e7cf16736864d4087e
MD5 a2e63b38d963a82b520390dc8b315ff4
BLAKE2b-256 1301983159999357be55b4e84fc9635861162f5b18ecdd54ddedbed81ef8121d

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 0b1ab421718d5376e6890666db82bf54c8fdfcea367ad75649ecf73fe1b5d159
MD5 2ecb7a82f792c1b675e9dbeafb6e5b48
BLAKE2b-256 f4b868c07c15c8c62bb39114bd48291c6bcb0917e818308628c14e064eb324c6

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm Hash digest
SHA256 b401bc0ab3fd6f97114e6689fe92fa015419d6d55dcd034fec030233235212f3
MD5 b1bbafc73e231fd964ba054eac1a5748
BLAKE2b-256 d75471ad00fce0c23e1e9d3db9b0fc31bde0354b65c284874edb3ff91022807f

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file mrrc-0.9.2-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl.

File metadata

File hashes

Hashes for mrrc-0.9.2-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl
Algorithm Hash digest
SHA256 dd2918b1f1ff6c1213a017941bd5ab83cf5158d10c4ec7bbd202e035a0641ab9
MD5 3ef855b6fa882ce8be76db22f8909d0a
BLAKE2b-256 f9cea932199cc97c9fda8b1c7e8bf395671007cab04ba39badad7a564cf22e6b

See more details on using hashes here.

Provenance

The following attestation bundles were made for mrrc-0.9.2-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl:

Publisher: python-release.yml on dchud/mrrc

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Release history Release notifications | RSS feed

This release

0.9.2 This release

26 files

0.9.1

26 files

0.9.0

26 files

0.8.2

25 files

0.8.1

25 files

0.8.0

25 files

0.7.6

25 files

0.7.5

25 files

0.7.4

25 files

0.7.3

25 files

0.7.2

25 files

0.7.1

15 files

0.7.0

15 files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page