Skip to main content

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.

v0.14.0: the economy (CrowdyJS 18.13.0, CrowdyCPP 0.66.0). kit.player, the caller's own player hub, and its views kit.inventory, kit.wallet, kit.progression, kit.achievements, kit.quests, kit.crafting, kit.loot and kit.production; markets by name: kit.shops.at(key), kit.market.at(key) and kit.trades.at(key). It lives in hub state and is not a ledger. A change refused unavailable is sent again with its action id. They need ckx-sdk 0.12.1 in the tier's compute toolchain (dev: v1.15.0).

v0.13.0: the genre starters (CrowdyJS 18.12.0, CrowdyCPP 0.65.0). Nine more kit modules, one per ck-exec genre starter: kit.leaderboards.board(name), kit.tables.table(key) (the caller's hand as private state), kit.tactics.battle(key), kit.encounters.encounter(key), kit.minigames.duel(key), kit.instances.run(key), kit.arenas.arena(key), kit.racing.race(key) / ball(key) and kit.territory.map(key) / zone(key), in both clients. They need a compute toolchain with ckx-sdk 0.11.0 on the tier.

v0.12.0: the Game Kit on ck-exec (CrowdyJS 18.11.0, CrowdyCPP 0.64.0). client.kit(app_id) gains typed clients for the ck-exec starter hubs, the client half of the game kit whose server half is ckx_sdk::kit: kit.world (conditions and resource nodes mirrored, harvests, liveops for developers), kit.matchmaking.queue(name) (parties matched whole), kit.sessions.open(key) (lobby to result), kit.npcs.area(key) (mobs, NPCs, players' pets), kit.topology (compose, check, build and deploy the starters), and kit.spectate, kit.emotes and kit.shards. They share one exec connection (kit.runtime) that paces calls under the gateway's limit, resends only what is safe and mirrors topics with resync on gaps, epochs and reconnects; a hub's refusal is a KitError with its code. Both clients have it: the blocking one runs a mirror's resync beside the connection's reader thread. Exec reconnects wait with jitter. See MIGRATION.md.

v0.11.0: access that ends ends for good, and channel and team bans (CrowdyJS 18.10.0, CrowdyCPP 0.63.0). A host's 4403 close (ck-exec 0.16: the player was suspended, revoked, signed out or blocked) is final: ExecConnection.on_access_ended hears the reason, the call in flight fails Denied, and the connection does not redial. client.channels.ban / unban and client.teams.ban / unban manage bans, and account_blocked_of / group_member_banned_of read the two refusals. See MIGRATION.md.

v0.10.0: the input log says what it lost (CrowdyJS 18.9.0, CrowdyCPP 0.62.0). Every session from client.input_log.sessions carries missingRecords, the inputs the replication server accepted that never reached the log, which needs the Game API release after v2.40.2. Its docstrings name the new end reasons (paused among them), the two read refusals worth retrying with the same cursor, and how to stop a read nobody will see: cancel its task, which closes the request and frees its server read share. See MIGRATION.md.

v0.9.1: the input log's session filter sends userId as a string, and its reads document when to retry. See the 0.9.1 bullet below; 0.9.0 added the SDK a build compiled against.

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.
  • 0.9.0: every build (exec.build, build_status, wait_for_build and the mod builds) carries sdk_version, the ckx-sdk (CLIENT half: crowdy-client-sdk) version the platform compiled it against, whatever the crate names. It needs ck-api v2.40.2, since the build documents select it.
  • 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.

Game Kit

client.kit(app_id) drives the ck-exec starter hubs (the server half is ckx_sdk::kit), with the same modules as CrowdyJS's client.kit(appId):

kit = game.kit(app_id)
await kit.world.conditions.start()  # mirrored: time of day, weather, liveops modifiers
queue = kit.matchmaking.queue("ranked")
queue.on_matched(lambda session: print("matched into", session))
await queue.join(1200)
watching = asyncio.create_task(queue.watch())  # asks while the player waits
try:
    await kit.npcs.area_at(12, -3).attack(4)
except KitError as e:
    if e.code == "cooldown":
        ...

kit.world, kit.matchmaking, kit.sessions, kit.npcs and kit.topology (compose, check, build and deploy the starters) share one exec connection (kit.runtime): it paces calls under the gateway's 120 per 10 s, sends a call again only when that is safe (it did not run, or it carries an action_id the hub answers once), and its mirrors (HubState, CollectionMirror, PrivateState) take a new snapshot after a gap, another epoch or a reconnect. kit.spectate, kit.emotes and kit.shards are the client conventions, and kit.social the parties, guilds and chat rooms. The blocking client's kit is the same, with blocking calls.

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 0.14.0

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

Source distribution (sdist)

Source distribution for crowdypy 0.14.0
File Size Uploaded Provenance
crowdypy-0.14.0.tar.gz 1.4 MB With provenance Details

Built distributions (wheels)

Table of built distributions (wheels) for crowdypy 0.14.0
File
crowdypy-0.14.0-cp314-cp314t-win_amd64.whl CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details
crowdypy-0.14.0-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details
crowdypy-0.14.0-cp314-cp314t-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details
crowdypy-0.14.0-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-0.14.0-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-0.14.0-cp314-cp314t-macosx_11_0_x86_64.whl CPython 3.14 CPython 3.14 free-threading macOS 11.0+ x86-64 Details
crowdypy-0.14.0-cp314-cp314t-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64 Details
crowdypy-0.14.0-cp312-abi3-win_amd64.whl CPython 3.12 abi3 Windows x86-64 Details
crowdypy-0.14.0-cp312-abi3-musllinux_1_2_x86_64.whl CPython 3.12 abi3 Linux musl 1.2+ x86-64 Details
crowdypy-0.14.0-cp312-abi3-musllinux_1_2_aarch64.whl CPython 3.12 abi3 Linux musl 1.2+ ARM64 Details
crowdypy-0.14.0-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-0.14.0-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-0.14.0-cp312-abi3-macosx_11_0_x86_64.whl CPython 3.12 abi3 macOS 11.0+ x86-64 Details
crowdypy-0.14.0-cp312-abi3-macosx_11_0_arm64.whl CPython 3.12 abi3 macOS 11.0+ ARM64 Details

Total release size: 41.9 MB

Release files / crowdypy-0.14.0.tar.gz

Download URL crowdypy-0.14.0.tar.gz
Size 1.4 MB
Tags Source
SHA-256 checksum
How to use checksums
33e409ce2c0ce6cae2431132095c229c91f44287c3dbe2da3fd4d3b5ab2234a1
BLAKE2b-256 checksum
How to use checksums
8bb28dd18d268a6be61614a2ebec197c60f8be3cf9a8d156fca6c4e5f0d9193a
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 16, 2026.

Transparency log

Release files / crowdypy-0.14.0-cp314-cp314t-win_amd64.whl

Download URL crowdypy-0.14.0-cp314-cp314t-win_amd64.whl
Size 2.6 MB
Tags CPython 3.14 CPython 3.14 free-threading Windows x86-64
SHA-256 checksum
How to use checksums
018224a5df6d0841176ff7a48fed39300ecab74d5f948c877b2a9e9c1cc936c2
BLAKE2b-256 checksum
How to use checksums
f143e894df2a063d33d51bec46a92585fbad999a40b0794bb634351e98ee7b20
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 16, 2026.

Transparency log

Release files / crowdypy-0.14.0-cp314-cp314t-musllinux_1_2_x86_64.whl

Download URL crowdypy-0.14.0-cp314-cp314t-musllinux_1_2_x86_64.whl
Size 3.0 MB
Tags CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64
SHA-256 checksum
How to use checksums
9e42601c73e1d92706ee24b286e729d7edf7ec296b2709bb2861aa16cce7e1ca
BLAKE2b-256 checksum
How to use checksums
4202be20a07d4c03b73a27f18d5d3970bb150c04e4167c27d20ee96f7cb4baaf
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 16, 2026.

Transparency log

Release files / crowdypy-0.14.0-cp314-cp314t-musllinux_1_2_aarch64.whl

Download URL crowdypy-0.14.0-cp314-cp314t-musllinux_1_2_aarch64.whl
Size 3.3 MB
Tags CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64
SHA-256 checksum
How to use checksums
9886f1bf11fd5dfdad6f8c1a3ca2eb9efb52ca5a9970e949d649293c87dbf4ca
BLAKE2b-256 checksum
How to use checksums
5c44ead61f196c6ad3c9936729c55e1a9c2a2bf77c7343d762019e33d2729f2f
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 16, 2026.

Transparency log

Release files / crowdypy-0.14.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL crowdypy-0.14.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 2.9 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
0314756caa90cdd2e5bd7800c385d99fd34573c5410593a17964442ce34e95ca
BLAKE2b-256 checksum
How to use checksums
29c00c9431b27b6669c18f9ada8c6c12854f17ed214462a33018d4d3a264a3e7
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 16, 2026.

Transparency log

Release files / crowdypy-0.14.0-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL crowdypy-0.14.0-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size 3.2 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
d91a300b0a52a0650c0e0dd547e62e733ee7d909bfe3a9e95b6da0544ffab0f3
BLAKE2b-256 checksum
How to use checksums
6876f936127fd4589d5a0d5ee743a115e6cfe576fd0df9b3dadbf3d8be354a7c
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 16, 2026.

Transparency log

Release files / crowdypy-0.14.0-cp314-cp314t-macosx_11_0_x86_64.whl

Download URL crowdypy-0.14.0-cp314-cp314t-macosx_11_0_x86_64.whl
Size 2.6 MB
Tags CPython 3.14 CPython 3.14 free-threading macOS 11.0+ x86-64
SHA-256 checksum
How to use checksums
bf44acb1b9270f49ceb65cba42c6cfce703f8891ffd9bcebc2d254af99a798d0
BLAKE2b-256 checksum
How to use checksums
c0faff922f9950310676808911cffe53fe82853aa967f375a1aebca841031efd
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 16, 2026.

Transparency log

Release files / crowdypy-0.14.0-cp314-cp314t-macosx_11_0_arm64.whl

Download URL crowdypy-0.14.0-cp314-cp314t-macosx_11_0_arm64.whl
Size 2.9 MB
Tags CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
c6022f7ab1a07124e6c1ce830105dd3e7880f02cf39f693c008761cb6bb4adfe
BLAKE2b-256 checksum
How to use checksums
b7b760f62a6d91dbfb3d130ac9c93c2d142300bbeae5475d4cd6ec61dbc133ec
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 16, 2026.

Transparency log

Release files / crowdypy-0.14.0-cp312-abi3-win_amd64.whl

Download URL crowdypy-0.14.0-cp312-abi3-win_amd64.whl
Size 2.5 MB
Tags CPython 3.12 Windows x86-64 abi3
SHA-256 checksum
How to use checksums
2304176967649a6472c5237cc1f577ff9f070612ec9bc392f5ca18ae65685bca
BLAKE2b-256 checksum
How to use checksums
f076bd97ac1be4a39f2e7c454a5ad9c3d490fb0b569cdece6e6e604cb5909520
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 16, 2026.

Transparency log

Release files / crowdypy-0.14.0-cp312-abi3-musllinux_1_2_x86_64.whl

Download URL crowdypy-0.14.0-cp312-abi3-musllinux_1_2_x86_64.whl
Size 3.0 MB
Tags CPython 3.12 Linux musl 1.2+ x86-64 abi3
SHA-256 checksum
How to use checksums
0cd9a2930f887c8495e9a1ec64797dd4e47926733041ba2376465cac0847558e
BLAKE2b-256 checksum
How to use checksums
3c4c2f46f7574961960d2c3c08aaf522d26c92905435a5f38d1500dbbbc1e094
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 16, 2026.

Transparency log

Release files / crowdypy-0.14.0-cp312-abi3-musllinux_1_2_aarch64.whl

Download URL crowdypy-0.14.0-cp312-abi3-musllinux_1_2_aarch64.whl
Size 3.3 MB
Tags CPython 3.12 Linux musl 1.2+ ARM64 abi3
SHA-256 checksum
How to use checksums
780fc421fa09d169469aad48e500e492f0de5d29d6dde4a8fa700580e5943491
BLAKE2b-256 checksum
How to use checksums
193d4698d1a140541eac5a7e12928b49f6000a612c5d05e4e562301aec70aa28
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 16, 2026.

Transparency log

Release files / crowdypy-0.14.0-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL crowdypy-0.14.0-cp312-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 2.9 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
8bf1947805d1878d04559d3cffe7ae4b25df75c6af2549a4e986af9d643a30ba
BLAKE2b-256 checksum
How to use checksums
ab138aebc7cc7c28afad8d2a660d467e1eb5784601c13ef30912f148a85a9be6
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 16, 2026.

Transparency log

Release files / crowdypy-0.14.0-cp312-abi3-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

Download URL crowdypy-0.14.0-cp312-abi3-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
Size 3.2 MB
Tags CPython 3.12 Linux glibc 2.26+ ARM64 Linux glibc 2.28+ ARM64 abi3
SHA-256 checksum
How to use checksums
ade69d080a21a78c117b0f175851e7f1d5685052bb9b487c129b28236feb2f35
BLAKE2b-256 checksum
How to use checksums
a00a9b6ad59bb7aa75c1565a3e5b9e98f7bbc3d1ee88d0f61903103fd963e9b3
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 16, 2026.

Transparency log

Release files / crowdypy-0.14.0-cp312-abi3-macosx_11_0_x86_64.whl

Download URL crowdypy-0.14.0-cp312-abi3-macosx_11_0_x86_64.whl
Size 2.6 MB
Tags CPython 3.12 abi3 macOS 11.0+ x86-64
SHA-256 checksum
How to use checksums
2c2dff0297c7e46978e2fc9a9db2ff07c5c15608f49d06bdc11583d0967a2780
BLAKE2b-256 checksum
How to use checksums
349b0d1af0caa680bb4dad2ae02898479f1c9816eb144140d7ed4425bbe70100
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 16, 2026.

Transparency log

Release files / crowdypy-0.14.0-cp312-abi3-macosx_11_0_arm64.whl

Download URL crowdypy-0.14.0-cp312-abi3-macosx_11_0_arm64.whl
Size 2.9 MB
Tags CPython 3.12 abi3 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
e9942ebbb853187b8a9141b6eed2e8afab5cdb4acb9dfe768f89071e9dc325ae
BLAKE2b-256 checksum
How to use checksums
284775189c3375d818ec3bb1b3f46b4fddd3818b6dcf3e980da3036b61a6151a
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 16, 2026.

Transparency log

Security for crowdypy 0.14.0

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.

Full provenance

All 15 files in this release have been uploaded with provenance metadata.

Select from 15 files

Attestation for crowdypy-0.14.0.tar.gz

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 16, 2026.

Transparency log

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

Release history Release notifications | RSS feed

This release

0.14.0 This release

15 release files Full provenance

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