Doca Flow Grpc Server
NVIDIA/skills
PLAINTEXT-ONLY: the shipped docaflowgrpc server uses grpc::InsecureServerCredentials() with NO TLS / mTLS / token-auth knob on the binary — transport security must come from external infrastructure…
Write Subspace clients in C++, Python, Rust, or Java. An agent skill from dallison/subspace.
$ npx skills add dallison/subspace --skill subspace-clients -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install dallison/subspace subspace-clients --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/dallison/subspace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.cursor/skills/subspace-clients .claude/skills/subspace-clients && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "subspace-clients" agent skill from https://github.com/dallison/subspace/tree/main/.cursor/skills/subspace-clients into .claude/skills/subspace-clients/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subspace-clients", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/dallison/subspace/tree/main/.cursor/skills/subspace-clientsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add dallison/subspace --skill subspace-clients -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install dallison/subspace subspace-clients --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dallison/subspace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.cursor/skills/subspace-clients .agents/skills/subspace-clients && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "subspace-clients" agent skill from https://github.com/dallison/subspace/tree/main/.cursor/skills/subspace-clients into .agents/skills/subspace-clients/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subspace-clients", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add dallison/subspace --skill subspace-clients -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install dallison/subspace subspace-clients --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dallison/subspace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.cursor/skills/subspace-clients .cursor/skills/subspace-clients && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "subspace-clients" agent skill from https://github.com/dallison/subspace/tree/main/.cursor/skills/subspace-clients into .cursor/skills/subspace-clients/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subspace-clients", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/dallison/subspace.git --path .cursor/skills/subspace-clients--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add dallison/subspace --skill subspace-clients -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install dallison/subspace subspace-clients --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dallison/subspace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.cursor/skills/subspace-clients .gemini/skills/subspace-clients && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "subspace-clients" agent skill from https://github.com/dallison/subspace/tree/main/.cursor/skills/subspace-clients into .gemini/skills/subspace-clients/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subspace-clients", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install dallison/subspace subspace-clientsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add dallison/subspace --skill subspace-clients -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/dallison/subspace.git skills-src && mkdir -p .github/skills && cp -r skills-src/.cursor/skills/subspace-clients .github/skills/subspace-clients && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "subspace-clients" agent skill from https://github.com/dallison/subspace/tree/main/.cursor/skills/subspace-clients into .github/skills/subspace-clients/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subspace-clients", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add dallison/subspace --skill subspace-clients -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install dallison/subspace subspace-clients --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dallison/subspace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.cursor/skills/subspace-clients .opencode/skills/subspace-clients && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "subspace-clients" agent skill from https://github.com/dallison/subspace/tree/main/.cursor/skills/subspace-clients into .opencode/skills/subspace-clients/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "subspace-clients", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
subspace-clientsWrite Subspace clients in C++, Python, Rust, or Java. An agent skill from dallison/subspace.
Subspace Clients is an agent skill from dallison/subspace. Write Subspace clients in C++, Python, Rust, or Java. Use when the user asks how to connect to Subspace, create publishers or subscribers, publish messages, read messages, or build language client libraries with Bazel, CMake, or Android Soong/Blueprint.
Its SKILL.md is about 2.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Backend & APIs. It works with C++, Python, Rust and Java. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit 0998ce5. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
cmakebazelcargoFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Subspace Clients loads about 2.4k tokens when it runs. Until then it costs about 68 tokens; SKILL.md has 262 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from dallison/subspace at commit 0998ce5, republished under its Apache-2.0 licence (© dallison). 262 words, ~2,402 tokens.
.claude/skills/subspace-clients/SKILL.md (or your agent's skills folder).subspace_server process must be running before clients connect./tmp/subspace./data/local/tmp/subspace.bazel; bazelisk is a drop-in replacement
when bazel is not available.Include client/client.h and link //client:subspace_client or the CMake
subspace_client target.
Use a subspace::Client when one process needs to create multiple publishers
or subscribers that share one server connection. If the publisher or subscriber
can own its own connection, use the convenience free functions:
auto pub_or = subspace::CreatePublisher(
"example", subspace::PublisherOptions().SetSlotSize(256).SetNumSlots(8),
"/tmp/subspace", "cpp-publisher");
auto sub_or = subspace::CreateSubscriber(
"example", subspace::SubscriberOptions(), "/tmp/subspace",
"cpp-subscriber");Publish:
#include "client/client.h"
#include <cstring>
subspace::Client client;
auto status = client.Init("/tmp/subspace", "cpp-publisher");
if (!status.ok()) throw std::runtime_error(status.ToString());
auto pub_or = client.CreatePublisher("example", 256, 8);
if (!pub_or.ok()) throw std::runtime_error(pub_or.status().ToString());
subspace::Publisher pub = *std::move(pub_or);
auto buffer_or = pub.GetMessageBuffer();
if (!buffer_or.ok() || *buffer_or == nullptr) {
throw std::runtime_error("no publisher buffer available");
}
const char payload[] = "hello from cpp";
std::memcpy(*buffer_or, payload, sizeof(payload) - 1);
auto msg_or = pub.PublishMessage(sizeof(payload) - 1);
if (!msg_or.ok()) throw std::runtime_error(msg_or.status().ToString());Subscribe:
subspace::Client client;
auto status = client.Init("/tmp/subspace", "cpp-subscriber");
if (!status.ok()) throw std::runtime_error(status.ToString());
auto sub_or = client.CreateSubscriber("example");
if (!sub_or.ok()) throw std::runtime_error(sub_or.status().ToString());
subspace::Subscriber sub = *std::move(sub_or);
status = sub.Wait();
if (!status.ok()) throw std::runtime_error(status.ToString());
for (;;) {
auto msg_or = sub.ReadMessage();
if (!msg_or.ok()) throw std::runtime_error(msg_or.status().ToString());
if (msg_or->length == 0) break;
auto bytes = static_cast<const char *>(msg_or->buffer);
// Process bytes[0..msg_or->length).
}
// Leave the subscriber trigger fd unread:
// sub.ReadMessage(subspace::ReadMode::kReadNext,
// subspace::ClearTrigger::kNoClearTrigger);The Python binding is client.python.subspace. The server binding used by
tests is server.python.subspace_server.
import client.python.subspace as subspace
client = subspace.Client()
client.init(server_socket="/tmp/subspace", client_name="python-client")
publisher = client.create_publisher(
channel_name="example", slot_size=256, num_slots=8
)
subscriber = client.create_subscriber(channel_name="example")
publisher.publish_message(b"hello from python")
subscriber.wait()
while True:
data = subscriber.read_message()
if len(data) == 0:
break
# Process data as bytes.
# Leave the subscriber trigger fd unread:
# subscriber.read_message(clear_trigger=subspace.ClearTrigger.NO_CLEAR_TRIGGER)For message metadata and ordinals, use read_message_object():
with subscriber.read_message_object() as msg:
print(msg.ordinal, msg.timestamp, msg.buffer)For multiple in-flight unpublished slots, configure and use explicit leases:
options = subspace.PublisherOptions()
options.set_slot_size(4096)
options.set_num_slots(16)
options.set_max_outstanding_slot_leases(3)
publisher = client.create_publisher("camera", options=options)
lease = publisher.acquire_buffer_lease()
if lease is not None:
lease.buffer[:len(payload)] = payload
publisher.publish_buffer_lease(lease, len(payload))release_buffer_lease(lease) discards an unpublished lease, while
reclaim_buffer_lease(slot_id) reacquires a retired slot. Use
SubscriberOptions.set_max_subscribers(n) to establish a server-enforced
channel subscriber limit.
The Rust crate name is subspace_client.
use subspace_client::{ClearTrigger, Client, PublisherOptions, ReadMode, SubscriberOptions};
let client = Client::new("/tmp/subspace", "rust-client").unwrap();
let pub_opts = PublisherOptions::new()
.set_slot_size(256)
.set_num_slots(8);
let publisher = client.create_publisher("example", &pub_opts).unwrap();
let payload = b"hello from rust";
let (buf_ptr, _capacity) = publisher
.get_message_buffer(payload.len() as i64)
.unwrap()
.unwrap();
unsafe {
std::ptr::copy_nonoverlapping(payload.as_ptr(), buf_ptr, payload.len());
}
publisher.publish_message(payload.len() as i64).unwrap();
let sub_opts = SubscriberOptions::new();
let subscriber = client.create_subscriber("example", &sub_opts).unwrap();
subscriber.wait(Some(5000)).unwrap();
loop {
let msg = subscriber.read_message(ReadMode::ReadNext).unwrap();
if msg.is_empty() {
break;
}
let data = unsafe { msg.as_slice() };
// Process data.
}
// Leave the subscriber trigger fd unread:
// subscriber.read_message_with_trigger(ReadMode::ReadNext, ClearTrigger::NoClearTrigger);For multiple in-flight unpublished slots:
let options = PublisherOptions::new()
.set_slot_size(4096)
.set_num_slots(16)
.set_max_outstanding_slot_leases(3);
let publisher = client.create_publisher("camera", &options).unwrap();
if let Some(mut lease) = publisher.acquire_buffer_lease().unwrap() {
unsafe {
lease.as_mut_slice()[..payload.len()].copy_from_slice(payload);
}
publisher
.publish_buffer_lease(&lease, payload.len() as i64)
.unwrap();
}Rust also exposes release_buffer_lease, reclaim_buffer_lease,
lease-scoped metadata, set_notify_retirement_on_forced_reuse, and
SubscriberOptions::set_max_subscribers.
The Java client is Android-focused and uses JNI. Load libsubspace_jni.so
normally via System.loadLibrary("subspace_jni"); device-side tests may preload
native libraries with absolute paths when using /data/local/tmp.
import com.subspace.SubspaceClient;
import com.subspace.SubspaceMessage;
import com.subspace.SubspacePublisher;
import com.subspace.SubspaceSubscriber;
import java.nio.ByteBuffer;
import java.nio.charset.StandardCharsets;
byte[] payload = "hello from java".getBytes(StandardCharsets.UTF_8);
try (SubspaceClient client =
new SubspaceClient("/data/local/tmp/subspace", "java-client");
SubspacePublisher publisher =
client.createPublisher("/example", 256, 8);
SubspaceSubscriber subscriber =
client.createSubscriber("/example")) {
ByteBuffer buffer = publisher.getMessageBuffer(payload.length);
if (buffer == null) {
throw new IllegalStateException("no publisher buffer available");
}
buffer.put(payload);
publisher.publishMessage(payload.length);
SubspaceMessage message = subscriber.readMessage();
if (message != null) {
ByteBuffer data = message.getData();
// Process data[0..message.getLength()).
}
}C++:
bazel build //client:subspace_client
cmake -S . -B build/cmake-Debug -DCMAKE_BUILD_TYPE=Debug
cmake --build build/cmake-Debug --target subspace_clientPython:
bazel build //client/python:subspace
bazel test //client/python:client_test
cmake -S . -B build/cmake-Debug -DCMAKE_BUILD_TYPE=Debug
cmake --build build/cmake-Debug --target subspaceRust:
bazel build //rust_client:subspace_client_rust
bazel test //rust_client:client_test
cmake -S . -B build/cmake-Debug -DCMAKE_BUILD_TYPE=Debug
cmake --build build/cmake-Debug --target subspace_client_rust
cd rust_client && cargo build && cargo test -- --test-threads=1Java/JNI for Android:
bazel build \
//android/jni:libsubspace_jni.so \
//android/java:subspace-java \
//android/java:subspace-java-test \
--config=android_x86_64
cmake -S . -B build/android \
-DCMAKE_TOOLCHAIN_FILE=$ANDROID_NDK_HOME/build/cmake/android.toolchain.cmake \
-DANDROID_ABI=x86_64 \
-DANDROID_PLATFORM=android-28 \
-DANDROID_STL=c++_shared \
-DCMAKE_BUILD_TYPE=Release \
-DPROTOC_EXECUTABLE=/path/to/matching/host/protoc
cmake --build build/android --target subspace_jni subspace_java subspace_java_testSoong/Blueprint in AOSP:
m external.subspace-libsubspace_client-soong \
external.subspace-libsubspace_jni-soong \
external.subspace-subspace-java-soong \
external.subspace-subspace_java_client_test-soongclient/client.hclient/python/client_test.pydocs/rust-client.mdandroid/java/com/subspace/*.javadocs/android.md.cursor/skills/subspace-builds/SKILL.md© dallison, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .cursor/skills/subspace-clients of dallison/subspace.
Open the folder on GitHubat commit 0998ce5
Subspace Clients next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Subspace Clients this skilldallison/subspace | 104 | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | |
| Doca Flow Grpc ServerNVIDIA/skills | 3.5k | — | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Rsid SDKrealsenseai/RealSenseID | 122 | — | ~4.1k | Automated safety check: Pass | Apache-2.0 | |
| Developing Softwaretelagod/code-abyss | 243 | — | ~410 | Automated safety check: Pass | MIT | |
| Databricks Zerobus Ingestdatabricks/databricks-agent-skills | 345 | — | ~3.1k | Automated safety check: Pass | Custom licence | |
| Fory Version Bumpapache/fory | 4.6k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 |
NVIDIA/skills
PLAINTEXT-ONLY: the shipped docaflowgrpc server uses grpc::InsecureServerCredentials() with NO TLS / mTLS / token-auth knob on the binary — transport security must come from external infrastructure…
realsenseai/RealSenseID
RealSenseID face authentication SDK reference. An agent skill from realsenseai/RealSenseID.
telagod/code-abyss
Software development knowledge reference covering Python, Go, Rust, TypeScript, Java, C++, and Shell.
databricks/databricks-agent-skills
Build Zerobus Ingest clients for near real-time data ingestion into Databricks Delta tables via gRPC.
apache/fory
Bump Apache Fory release or post-release development versions across Java, Kotlin, Scala, Python, Rust, Go, C++, C, Dart, JavaScript, Swift, integration tests, examples, and source docs.
apache/fory
Run profile-driven bottleneck optimization across Apache Fory implementations (Java, C++, Python/Cython, Go, Rust, Swift, C, JavaScript/TypeScript, Dart, Kotlin, Scala).
dallison/subspace
Build and test Subspace across supported platforms and build systems.
Categories
Write Subspace clients in C++, Python, Rust, or Java. An agent skill from dallison/subspace. Subspace Clients is an agent skill from dallison/subspace. Write Subspace clients in C++, Python, Rust, or Java.
Subspace Clients fits situations like: the user asks how to connect to Subspace; create publishers; publish messages; build language client libraries with Bazel.
Run `npx skills add dallison/subspace --skill subspace-clients -a claude-code`. Or copy the skill folder (.cursor/skills/subspace-clients in dallison/subspace) into .claude/skills/subspace-clients in your project. Claude Code loads it when a task matches its description.
Run `npx skills add dallison/subspace --skill subspace-clients -a codex`. Or copy the skill folder (.cursor/skills/subspace-clients in dallison/subspace) into .agents/skills/subspace-clients in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add dallison/subspace --skill subspace-clients -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/subspace-clients, .gemini/skills/subspace-clients, .github/skills/subspace-clients and .opencode/skills/subspace-clients in your project.
Going by SKILL.md and its folder, Subspace Clients needs the command-line tools its instructions call (cmake, bazel and cargo). Our summary lists: Python 3.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Subspace Clients is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.4k tokens (SKILL.md is roughly 9.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Subspace Clients: Doca Flow Grpc Server (NVIDIA/skills, 3.5k stars), Rsid SDK (realsenseai/RealSenseID, 122 stars), Developing Software (telagod/code-abyss, 243 stars) and Databricks Zerobus Ingest (databricks/databricks-agent-skills, 345 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
dallison (a GitHub user) maintains it in dallison/subspace, which has 104 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on October 6, 2026.
Source: dallison/subspace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.