Skip to main content
Pre-release

This release is a pre-release and may not be stable for production use.

CrowdyPy

The official Python SDK for Crowded Kingdoms: typed clients for the platform's one GraphQL API (identity, studio administration, world data, ck-exec) and a native UDP replication core.

CrowdyPy follows the CrowdyJS API surface (the same domains, the same two-token model, the same error codes) the way CrowdyCPP does, with Python names (mintAppToken is mint_app_token). Its realtime path is CrowdyCPP's native replication client, bound with nanobind and shipped inside the wheel. Python never touches a datagram.

v0.8.0: voice, channel audio, wide voxels, and pause and access refusals (CrowdyJS 18.7.0, CrowdyCPP 0.60.0).

  • Voice: crowdypy.media's voice helpers (an optional 10-byte header per codec frame, VoicePacketizer, VoiceJitterBuffer), and client.udp.send_channel_audio() with the channel_audio handler, which reaches every member of a channel wherever they are (party and guild voice).
  • World Stores: ChunkStore keeps voxel edits the 16x16x16 one-byte grid cannot hold in an overlay, and applies the echo of your own edit once. session.on("voxel_update") and session.on("generic_spatial") reach a game that keeps its own world.
  • Refusals: crowdypy.is_app_paused() reads the runtime gate that tokens and the bootstrap carry, and app_paused_of, access_refusal_of and actor_exists_of read the new refusals.
  • New calls: users.player_profile(s), app_access.suspend and unsuspend, and exec.restart_type.
  • 0.8.0 needs the ck-api release after v2.39.0, since the token mutations select runtimeGate. Channel audio and the voxel echo need replication server v0.37.0.
  • 0.7.0 brought the input log (client.input_log.sessions() and messages(), and replayLoggingEnabled). 0.6.0 brought distance-limited channel messages (udp.send_ranged_channel_message()) and the terms gate (auth.record_player_consents()).
  • 0.5.1 made ChunkStore.hydrate() keep every recorded voxel edit (voxelStates) and ensure_around() keep a chunk it already loaded.
  • 0.5.0 brought the ck-exec gateway check (client.exec.connect() sends the connect token only to a gateway on the game API's estate, and reports a refusal as Denied) and open grids (game_apps.open_permissions() and set_open_permissions()).
  • 0.4 brought the headless Crowdy Studio (crowdypy.studio), player-host observation (crowdypy.player_host), the roots CrowdyCPP covers beyond CrowdyJS, and the strict parity gate (docs/parity-matrix.md has no gaps); 0.3.0 the World Stores, the Game Kit, ck-exec and subscriptions; 0.2.0 native UDP replication (client.udp); 0.1.0 the GraphQL client.

See MIGRATION.md.

Install

pip install crowdypy

Wheels: CPython 3.12+ (one abi3 wheel per platform) and free-threaded CPython 3.14, on Linux x86_64 / aarch64, macOS arm64 / x86_64 and Windows x64. OpenSSL is linked statically; nothing else native is needed. docs/compatibility.md has the details, including the tier versions below.

Each tier of the platform has its own release line, and a build defaults to its own tier's API origin (crowdypy.CROWDY_DEFAULT_TIER says which):

Tier PyPI version Pin
dev X.Y.Z.devN crowdypy==0.4.0.dev1
test X.Y.ZrcN crowdypy==0.4.0rc1
prod X.Y.Z crowdypy==0.4.0

pip skips pre-releases unless a requirement names one, so a prod range never picks up a dev or test build. The same wheels and the sdist are attached to each GitHub release, and pip installs one from its URL (pip install https://github.com/CrowdedKingdoms/CrowdyPy/releases/download/<tag>/<wheel>).

Quick start

import asyncio

import crowdypy

API = "https://ck.dev.crowdedkingdoms.com"


async def main() -> None:
    # The identity client: sign-in, account and studio calls, minting.
    async with crowdypy.AsyncCrowdyClient(http_url=API) as identity:
        await identity.auth.login("player@example.com", "correct-horse-battery")
        minted = await identity.portal.mint_app_token("42")

    # The game client: one per app, at the app's own datacenter.
    async with crowdypy.AsyncCrowdyClient(
        http_url=minted.game_api_url or API, discovery_url=minted.discovery_url
    ) as game:
        game.set_app_token(minted)
        print(await game.server_status.server_with_least_clients())


asyncio.run(main())

Without an event loop, crowdypy.sync.CrowdyClient has the same methods, without await:

from crowdypy.sync import CrowdyClient

with CrowdyClient(http_url=API) as identity:
    identity.auth.login("player@example.com", "correct-horse-battery")
    print(identity.users.me())

Two tokens, two clients

There is one API origin but two tokens, as in every Crowded Kingdoms SDK:

  1. Sign-in (auth.login, a magic link, or social/OIDC) yields an identity session token: account, studio administration and minting. It is not accepted for gameplay.
  2. Gameplay needs a short-lived app-scoped token per app (portal.mint_app_token(app_id)), which is also the HMAC key for native UDP. Refresh it with client.refresh_gameplay_token() (concurrent callers share one refresh). It is refused with LEGAL_ACCEPTANCE_REQUIRED until the player's agreement to the legal documents and age attestation are stored: show both checkboxes, then call auth.record_player_consents(accept_legal=True, attest_age_of_majority=True).
  3. Build one identity client and one client per game. The game client points at the app's datacenter (game_api_url) with discovery_url set, so it can find the app again if that instance stops answering.

Persist them the same way: FileTokenStore.session_path(directory, api_origin) names the session file (one per origin, shared by every game) and FileTokenStore.app_path(directory, app_id) the gameplay one (one per app):

from crowdypy import FileTokenStore

identity = crowdypy.AsyncCrowdyClient(
    http_url=API, token_store=FileTokenStore(FileTokenStore.session_path(state_dir, API))
)

CrowdyPy sends no Origin header, so direct sign-in is served to it; hosted browser sign-in (portal.signIn in CrowdyJS) is a browser flow and is not part of this SDK.

Errors

Every error is a crowdypy.CrowdyError. A GraphQL refusal is a CrowdyGraphQLError with the server's stable code (error.code == "FORBIDDEN") and extensions; HTTP, network and timeout failures have their own classes. CrowdyAppUnavailableError (the app's datacenter is not serving) and CrowdyUserCodeFaultError (a player module faulted; player_fault_of(error) reads the fault) mirror CrowdyJS. A WRONG_DATACENTER refusal moves the client to the app's datacenter and retries once, by itself.

A paused app (its organization ran out of funds, hit a spend cap, or let a subscription lapse) still mints a token, so check crowdypy.is_app_paused(minted.runtime_gate) before entering the world, and tell the player it is paused. Replication then refuses sends with UDP error 33 (APP_PAUSED). crowdypy.app_paused_of(error), access_refusal_of(error) (ACCESS_REVOKED, ACCESS_SUSPENDED with suspended_until, ACCESS_NOT_GRANTED) and actor_exists_of(error) read those refusals. None of them clears by retrying.

Replication

minted = await identity.portal.mint_app_token("42")
async with crowdypy.AsyncCrowdyClient(
    http_url=minted.game_api_url or API, discovery_url=minted.discovery_url
) as game:
    await game.udp.connect(minted)  # assign a server, open the socket
    game.udp.subscribe({"actor_update": lambda n: print(n.uuid, n.chunk, n.payload)})
    await game.udp.send_actor_update((0, 0, 0), my_uuid, pose_bytes)
    echo = await game.udp.send_actor_update_and_wait((0, 0, 0), my_uuid, pose_bytes)

For a game loop, use the connection underneath: send a frame's entities in one call, and read whole batches.

conn = game.udp.connection
conn.send_actor_updates(chunks, uuids, poses, stride=88)  # numpy (n, 3) int64, n x 32 octets
async for batch in conn.batches():
    actors = batch.types == crowdypy.wire.MessageType.ACTOR_UPDATE_NOTIFICATION
    positions = batch.chunks[actors]  # a view, not a copy

crowdypy.replication.ReplicationConnection is the same for code without an event loop: wait() and then poll() from your own loop.

Voxel positions and types are the app's signed 16-bit values, and a voxel state is at most 1,024 bytes (InvalidArgument otherwise, nothing sent). Replication server v0.37.0 echoes every accepted voxel edit back to its sender as a voxel_update.

Voice

send_audio_packet reaches players near a chunk and carries whatever bytes it is given; a game with a voice format of its own keeps it. The voice helpers in crowdypy.media are an optional format that every Crowded Kingdoms SDK shares, byte for byte. Each packet is a 10-byte header (version 1, the codec, a u16 seq, a u32 timestamp in codec samples, the frame's duration and two talk-spurt flags) followed by one codec frame. VoicePacketizer numbers one sender's frames. VoiceJitterBuffer puts each sender's packets back in order and plays them out 60 ms after the first packet of a talk spurt arrived. It reports a frame that never came as a gap, drops one that arrives after its playout time, and holds at most 64 frames a sender.

send_channel_audio reaches every member of a channel wherever they are (party or guild voice), at most 1,024 bytes a packet. The sender needs the channel's send_voice (members_can_speak=True on creation gives it to the member role) and the player's use_voice_chat. There is no echo, and members receive channel_audio:

from crowdypy.media import VoiceCodec, VoiceJitterBuffer, VoicePacketizer

party = VoicePacketizer(VoiceCodec.OPUS, 20)
# Every 20 ms while the player talks (`opus_frame` from your own encoder):
await game.udp.send_channel_audio(channel_id, my_uuid, party.packetize(opus_frame, last=released))
# ...and party.skip() for every 20 ms of silence that is not sent.

voices = VoiceJitterBuffer()
game.udp.subscribe({"channel_audio": lambda n: voices.push(f"{n.channel_id}:{n.uuid}", n.payload)})
for slot in voices.poll():  # at least once a frame, from your audio clock
    if slot.gap:
        conceal(slot.key, slot.frame_ms)  # the frame never came
    else:
        play(slot.key, slot.codec, slot.frame)

No codec ships with CrowdyPy, and the wheel links none: which codec an app uses (Opus, or G.711 µ-law where it has no Opus), and the library that encodes and decodes it, is the app's choice. Where a voice sits in the world (panning, distance attenuation) is the game's too.

World Stores

from crowdypy.codecs import f32, struct_codec, u16
from crowdypy.stores import create_world_session

pose = struct_codec({"x": f32(), "y": f32(), "z": f32(), "yaw": u16()})
session = create_world_session(game, app_id, actor_codec=pose, host=True, save=True)
session.self.join((0, 0, 0), {"x": 0.0, "y": 64.0, "z": 0.0, "yaw": 0})
session.actors.on_join(lambda actor: print("joined", actor.uuid, actor.value))
asyncio.create_task(session.run())  # tick 60 times a second

snapshot = session.actors.snapshot()  # once a frame: every actor at once
states = pose.decode_many(snapshot.state_offsets, snapshot.state_data)  # numpy, no loop

session.chunks is a helper for 16x16x16 chunks with one byte per voxel. An edit that grid cannot hold (a type outside 0-255, a position outside 0-15) is kept in the chunk's overlay(), and voxel_type_at reads it first. The echo of your own set_voxel is not applied a second time. A game with other addressing reads every edit from session.on("voxel_update", ...), which includes those echoes.

Crowdy Studio

from crowdypy.studio import CrowdyStudioController

studio = CrowdyStudioController.for_client(game, app_id=app_id, grid_id=grid_id)
await studio.initialize()  # opens the first project
studio.update_file("SERVER", "src/lib.rs", source)  # autosaves
result = await studio.test_draft()  # build, deploy and switch on the mod
print(result.status, studio.get_state().build_output)

A CLIENT target runs in a host you pass as broker_factory; the browser Studio runs it in a Web Worker.

Performance

Python does no work per datagram. Receive, HMAC verification and decoding happen on CrowdyCPP's network thread, which never takes the GIL; Python sees one batch object per poll. Sends release the GIL, and a batch releases it once for the whole batch. An asyncio loop is woken through a socket, not by polling. Measured against CrowdyCPP on the same machine (benchmarks/README.md): a 200-entity batch costs 1.06x CrowdyCPP's own send path per entity, Python takes in two million verified notifications a second, a notification reaches an asyncio handler 47 µs after it hits the wire (p50), and a 60 Hz loop stays within 0.2 ms of its schedule while receiving 60,000 a second.

Development

uv sync                       # builds the extension (CMake, a C++20 compiler) and installs dev tools
uv run pytest tests/unit
uv run ruff check . && uv run ruff format --check . && uv run mypy

The live suites in tests/e2e/ run against a deployment when the CROWDY_E2E_* variables are set; docs/e2e-coverage.md lists them, how to configure them and the last live runs.

The gates CI runs, all from a clean checkout:

Gate Command
Vendored CrowdyCPP is the pinned commit's tree python scripts/vendor_crowdycpp.py --check
schema.gql and operations are CrowdyJS's at the pin python scripts/schema_sync.py --check
Generated code is current python scripts/codegen.py --check
The blocking client is generated from the async one python scripts/unasync.py --check
Parity with CrowdyJS python tools/parity/parity.py --crowdyjs ../CrowdyJS --check docs/parity-matrix.md
No internal names in the tree or the artifacts python scripts/ci/check_content_policy.py

AGENTS.md covers maintenance: re-pinning CrowdyJS and CrowdyCPP, the tier branches and the release path.

License

MIT. Wheels also contain CrowdyCPP (MIT), yyjson (MIT) and OpenSSL (Apache-2.0).

Metadata

Release files for crowdypy 0.8.0.dev1

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

Source distribution (sdist)

Source distribution for crowdypy 0.8.0.dev1
File Size Uploaded
crowdypy-0.8.0.dev1.tar.gz 1.2 MB Details

Built distributions (wheels)

Table of built distributions (wheels) for crowdypy 0.8.0.dev1
File
crowdypy-0.8.0.dev1-cp314-cp314t-win_amd64.whl CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details
crowdypy-0.8.0.dev1-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
crowdypy-0.8.0.dev1-cp314-cp314t-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details
crowdypy-0.8.0.dev1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
crowdypy-0.8.0.dev1-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details
crowdypy-0.8.0.dev1-cp314-cp314t-macosx_11_0_x86_64.whl CPython 3.14 CPython 3.14 free-threading macOS 11.0+ x86-64 Details
crowdypy-0.8.0.dev1-cp314-cp314t-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64 Details
crowdypy-0.8.0.dev1-cp312-abi3-win_amd64.whl CPython 3.12 abi3 Windows x86-64 Details
crowdypy-0.8.0.dev1-cp312-abi3-musllinux_1_2_x86_64.whl CPython 3.12 abi3 Linux musl 1.2+ x86-64 Details
crowdypy-0.8.0.dev1-cp312-abi3-musllinux_1_2_aarch64.whl CPython 3.12 abi3 Linux musl 1.2+ ARM64 Details
crowdypy-0.8.0.dev1-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.12 abi3 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
crowdypy-0.8.0.dev1-cp312-abi3-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.12 abi3 Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details
crowdypy-0.8.0.dev1-cp312-abi3-macosx_11_0_x86_64.whl CPython 3.12 abi3 macOS 11.0+ x86-64 Details
crowdypy-0.8.0.dev1-cp312-abi3-macosx_11_0_arm64.whl CPython 3.12 abi3 macOS 11.0+ ARM64 Details

Total release size: 40.3 MB

Release files / crowdypy-0.8.0.dev1.tar.gz

Download URL crowdypy-0.8.0.dev1.tar.gz
Size 1.2 MB
Tags Source
SHA-256 checksum
How to use checksums
4985291361cea387b5df2196febcd14ee7948b3e4c3388d4459373896ff61563
BLAKE2b-256 checksum
How to use checksums
973d054af9364e17100f3de253d5ef8911301eec02256f2dac590e3fecb9da7a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / crowdypy-0.8.0.dev1-cp314-cp314t-win_amd64.whl

Download URL crowdypy-0.8.0.dev1-cp314-cp314t-win_amd64.whl
Size 2.5 MB
Tags CPython 3.14 CPython 3.14 free-threading Windows x86-64
SHA-256 checksum
How to use checksums
19fb0c464da3fd7cb5216fc9923195094cdb5b418e37c7b5ff82e1c7e8bb4ffc
BLAKE2b-256 checksum
How to use checksums
800d6f04644673e18a3b76b6d7296837c2ec7de77b4672587dd131debfcbab79
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / crowdypy-0.8.0.dev1-cp314-cp314t-musllinux_1_2_x86_64.whl

Download URL crowdypy-0.8.0.dev1-cp314-cp314t-musllinux_1_2_x86_64.whl
Size 2.9 MB
Tags CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
dd9be573674f7725e23522490efa96b1ef74166e9b4cc094c50ed95f54219119
BLAKE2b-256 checksum
How to use checksums
210309474217300f8602a6150aef9ae1e3ec512909bbe31e573ca9eebf84a1a9
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / crowdypy-0.8.0.dev1-cp314-cp314t-musllinux_1_2_aarch64.whl

Download URL crowdypy-0.8.0.dev1-cp314-cp314t-musllinux_1_2_aarch64.whl
Size 3.2 MB
Tags CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
22d4e132547ac95b3f2e714a032643b4bb84bb8e920bbd8b8cc3d1db1f64f65e
BLAKE2b-256 checksum
How to use checksums
0181a302e3d86e2fc54274179d5d1f778c2d706023468c4cdc28df53b82d6122
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / crowdypy-0.8.0.dev1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL crowdypy-0.8.0.dev1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 2.8 MB
Tags CPython 3.14 CPython 3.14 free-threading Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
695414d4e9b28f6c87782f320f7a647650bad8a6a916276462c7e5cf1241e9f7
BLAKE2b-256 checksum
How to use checksums
af69c8e81434164675d1a032cad80204e90e1cea16fa88bf37475f2480628098
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / crowdypy-0.8.0.dev1-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL crowdypy-0.8.0.dev1-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size 3.1 MB
Tags CPython 3.14 CPython 3.14 free-threading Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
a7311838e27071da5d9467276c055e9926d6cc24e0387c249d3a21b41613ee8e
BLAKE2b-256 checksum
How to use checksums
d755a155246e547a083d89237e3e2275f88af18e23527fdffa30c9405f6e4970
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / crowdypy-0.8.0.dev1-cp314-cp314t-macosx_11_0_x86_64.whl

Download URL crowdypy-0.8.0.dev1-cp314-cp314t-macosx_11_0_x86_64.whl
Size 2.5 MB
Tags CPython 3.14 CPython 3.14 free-threading macOS 11.0+ x86-64
SHA-256 checksum
How to use checksums
31263c62a5e7da829311106faf0c0f4080a7e747b58d14b4f8e93eb810388a20
BLAKE2b-256 checksum
How to use checksums
4341affd79da4af590040313e2c3a542642ad06b582fd5913c3fa5811d331a14
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / crowdypy-0.8.0.dev1-cp314-cp314t-macosx_11_0_arm64.whl

Download URL crowdypy-0.8.0.dev1-cp314-cp314t-macosx_11_0_arm64.whl
Size 2.8 MB
Tags CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
d948ff69c79cd16ef90e9760171225b4b1e20ae8ed8f0ba093cffb34def040b8
BLAKE2b-256 checksum
How to use checksums
3677332578b427850861235c9f546fcb3df9a246f6552040c873da5c4c53c8a2
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / crowdypy-0.8.0.dev1-cp312-abi3-win_amd64.whl

Download URL crowdypy-0.8.0.dev1-cp312-abi3-win_amd64.whl
Size 2.4 MB
Tags CPython 3.12 Windows x86-64 abi3
SHA-256 checksum
How to use checksums
6d4c1c7afd86fdca3ceb3e65d98f425a9abc8570ca4462e82f7a1991f337299a
BLAKE2b-256 checksum
How to use checksums
7672ec3c4a8b3ae6829614374465e01eee7c15f704fc7643661439ffb53fc116
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / crowdypy-0.8.0.dev1-cp312-abi3-musllinux_1_2_x86_64.whl

Download URL crowdypy-0.8.0.dev1-cp312-abi3-musllinux_1_2_x86_64.whl
Size 2.8 MB
Tags CPython 3.12 Linux musl 1.2+ x86-64 abi3
SHA-256 checksum
How to use checksums
11efead88405c97cf5746ca1780600f643f29ac014b6c44d7e1d0657a083413d
BLAKE2b-256 checksum
How to use checksums
ea15e6096665cc4f54979a130b3b184a2ba9ab6185707e5adfe0991ab88128bd
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / crowdypy-0.8.0.dev1-cp312-abi3-musllinux_1_2_aarch64.whl

Download URL crowdypy-0.8.0.dev1-cp312-abi3-musllinux_1_2_aarch64.whl
Size 3.2 MB
Tags CPython 3.12 Linux musl 1.2+ ARM64 abi3
SHA-256 checksum
How to use checksums
58af2a50c668c424e3484f7cafd87a40e8004543a36eb5e4fbde4937a4137881
BLAKE2b-256 checksum
How to use checksums
cbe359324d5c1c4302cfe9839e5e79f284ab5fc2b7e7387e05d1fd0fdef67e99
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / crowdypy-0.8.0.dev1-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL crowdypy-0.8.0.dev1-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 2.8 MB
Tags CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64 abi3
SHA-256 checksum
How to use checksums
7decd3fdc12e648fad9f5a62d0c0586de787950e62ca21d05ca163b9236a680b
BLAKE2b-256 checksum
How to use checksums
b0d4c6be13307a81ae720f95fc9b6d44c667f7089d52bc7dcf048e0cb8ecc182
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / crowdypy-0.8.0.dev1-cp312-abi3-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL crowdypy-0.8.0.dev1-cp312-abi3-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size 3.1 MB
Tags CPython 3.12 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64 abi3
SHA-256 checksum
How to use checksums
3ddc77fdfe58adc2792e33c67614c4ea417d7b377880b744b841552bfd9315d5
BLAKE2b-256 checksum
How to use checksums
696aaf6f6431eda746b40684925e49cb4cc1bbf694687ba6902956099d70b720
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / crowdypy-0.8.0.dev1-cp312-abi3-macosx_11_0_x86_64.whl

Download URL crowdypy-0.8.0.dev1-cp312-abi3-macosx_11_0_x86_64.whl
Size 2.5 MB
Tags CPython 3.12 abi3 macOS 11.0+ x86-64
SHA-256 checksum
How to use checksums
456848ec4912c1e1338f2964d55dac4d9f44808e4c1ff3730536c42019057ca7
BLAKE2b-256 checksum
How to use checksums
5cd07e67ce21525e397dfe0a9ba21596473249ebf5c63f1a47e5df9df8420827
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log

Release files / crowdypy-0.8.0.dev1-cp312-abi3-macosx_11_0_arm64.whl

Download URL crowdypy-0.8.0.dev1-cp312-abi3-macosx_11_0_arm64.whl
Size 2.8 MB
Tags CPython 3.12 abi3 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
ead5f4b03432c465ef0b60e972b002962650874532a8a0423ed65a466fb8d690
BLAKE2b-256 checksum
How to use checksums
82a34a64ea2d513dff249a8ccf96531f46ce7b7d8e00d4646c5bd6ef75924e7d
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 10, 2026.

Transparency log
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