Rust TDD Workflow
rtk-ai/rtk
Enforces red-green-refactor for Rust work, with idiomatic test patterns, a naming convention and a pre-commit gate of cargo fmt, clippy and test.
Rust: ownership, lifetimes, async (Tokio), Result/anyhow/thiserror, traits, unsafe.
$ npx skills add softspark/ai-toolkit --skill rust-patterns -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install softspark/ai-toolkit rust-patterns --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/softspark/ai-toolkit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/app/skills/rust-patterns .claude/skills/rust-patterns && 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 "rust-patterns" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/rust-patterns into .claude/skills/rust-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rust-patterns", 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/softspark/ai-toolkit/tree/main/app/skills/rust-patternsType 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 softspark/ai-toolkit --skill rust-patterns -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install softspark/ai-toolkit rust-patterns --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/app/skills/rust-patterns .agents/skills/rust-patterns && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "rust-patterns" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/rust-patterns into .agents/skills/rust-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rust-patterns", 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 softspark/ai-toolkit --skill rust-patterns -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install softspark/ai-toolkit rust-patterns --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/app/skills/rust-patterns .cursor/skills/rust-patterns && 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 "rust-patterns" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/rust-patterns into .cursor/skills/rust-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rust-patterns", 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/softspark/ai-toolkit.git --path app/skills/rust-patterns--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 softspark/ai-toolkit --skill rust-patterns -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install softspark/ai-toolkit rust-patterns --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/app/skills/rust-patterns .gemini/skills/rust-patterns && 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 "rust-patterns" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/rust-patterns into .gemini/skills/rust-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rust-patterns", 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 softspark/ai-toolkit rust-patternsInstalls 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 softspark/ai-toolkit --skill rust-patterns -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .github/skills && cp -r skills-src/app/skills/rust-patterns .github/skills/rust-patterns && 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 "rust-patterns" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/rust-patterns into .github/skills/rust-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rust-patterns", 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 softspark/ai-toolkit --skill rust-patterns -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install softspark/ai-toolkit rust-patterns --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/app/skills/rust-patterns .opencode/skills/rust-patterns && 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 "rust-patterns" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/rust-patterns into .opencode/skills/rust-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rust-patterns", 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.
rust-patternsRust: ownership, lifetimes, async (Tokio), Result/anyhow/thiserror, traits, unsafe.
Rust Patterns is an agent skill from softspark/ai-toolkit. Rust: ownership, lifetimes, async (Tokio), Result/anyhow/thiserror, traits, unsafe. Triggers: Rust, borrow checker, lifetime, Tokio, cargo, trait, impl, Result, unsafe, clippy.
Its SKILL.md is about 2.9k 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 Testing & QA. It works with Rust. The repository describes itself as: Professional-grade AI coding toolkit: 94 skills, 44 agents, multi-platform (Claude, Cursor, Windsurf, Copilot, Gemini, Cline, Roo Code, Aider, Augment, Antigravity, Codex CLI… The licence is Apache-2.0.
Read from SKILL.md and the folder at commit d64db2b. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
cargoFrom 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.
Rust Patterns loads about 2.9k tokens when it runs. Until then it costs about 48 tokens; SKILL.md has 192 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 softspark/ai-toolkit at commit d64db2b, republished under its Apache-2.0 licence (© softspark). 192 words, ~2,869 tokens.
.claude/skills/rust-patterns/SKILL.md (or your agent's skills folder).my-app/
├── Cargo.toml
├── src/
│ ├── main.rs # Binary entry point
│ ├── lib.rs # Library root (re-exports)
│ ├── error.rs # Crate-level error types
│ ├── api/
│ │ ├── mod.rs
│ │ └── handlers.rs
│ └── domain/
│ ├── mod.rs
│ └── service.rs
├── tests/ # Integration tests (separate crate)
│ └── api_test.rs
├── benches/ # criterion benchmarks
│ └── throughput.rs
└── examples/
└── demo.rsWorkspace layout for multi-crate projects:
# Cargo.toml (workspace root)
[workspace]
resolver = "2"
members = ["crates/core", "crates/api", "crates/cli"]
[workspace.dependencies]
serde = { version = "1", features = ["derive"] }
tokio = { version = "1", features = ["full"] }// Borrow when you only need to read
fn print_name(name: &str) { println!("{name}"); }
// Take ownership when storing or consuming the value
fn register_user(name: String) -> User {
User { name, id: Uuid::new_v4() }
}// Annotate only when the compiler cannot infer
struct Parser<'input> {
source: &'input str,
pos: usize,
}
impl<'input> Parser<'input> {
fn next_token(&mut self) -> Option<&'input str> {
let start = self.pos;
// ... advance self.pos ...
Some(&self.source[start..self.pos])
}
}trait Repository {
fn find_by_id(&self, id: Uuid) -> Result<Option<User>, DbError>;
fn save(&self, user: &User) -> Result<(), DbError>;
}
// Accept generics for testability
fn create_user(repo: &impl Repository, name: String) -> Result<User, AppError> {
let user = User::new(name);
repo.save(&user)?;
Ok(user)
}// Iterator chains over manual loops
let active: Vec<&str> = users.iter()
.filter(|u| u.is_active)
.map(|u| u.email.as_str())
.collect();
// Exhaustive matching
match command {
Command::Start { port } => start_server(port),
Command::Stop => shutdown(),
}
// let-else for early exit (Rust 1.65+)
let Some(cfg) = load_config() else { return Ok(Config::default()); };
// Newtype to prevent primitive misuse
struct UserId(Uuid);
struct Email(String);
impl Email {
fn new(raw: &str) -> Result<Self, ValidationError> {
if raw.contains('@') { Ok(Self(raw.to_lowercase())) }
else { Err(ValidationError::InvalidEmail) }
}
}#[derive(Default)]
struct RequestBuilder { url: String, timeout: Option<Duration> }
impl RequestBuilder {
fn url(mut self, url: impl Into<String>) -> Self { self.url = url.into(); self }
fn timeout(mut self, d: Duration) -> Self { self.timeout = Some(d); self }
fn build(self) -> Result<Request, BuildError> {
if self.url.is_empty() { return Err(BuildError::MissingUrl); }
Ok(Request { url: self.url, timeout: self.timeout.unwrap_or(Duration::from_secs(30)) })
}
}use thiserror::Error;
#[derive(Debug, Error)]
pub enum AppError {
#[error("not found: {0}")]
NotFound(String),
#[error("validation failed: {0}")]
Validation(String),
#[error("database error")]
Database(#[from] sqlx::Error),
#[error(transparent)]
Unexpected(#[from] anyhow::Error),
}// anyhow for application / binary code -- adds context to any error
use anyhow::{Context, Result};
fn load_config(path: &Path) -> Result<Config> {
let content = fs::read_to_string(path)
.with_context(|| format!("failed to read {}", path.display()))?;
toml::from_str(&content).context("invalid TOML")
}// ? converts and propagates via From impls
fn get_email(pool: &PgPool, id: Uuid) -> Result<String, AppError> {
let user = sqlx::query_as!(User, "SELECT * FROM users WHERE id = $1", id)
.fetch_optional(pool).await?
.ok_or_else(|| AppError::NotFound(format!("user {id}")))?;
Ok(user.email)
}
// Map domain errors to HTTP at the API boundary
impl IntoResponse for AppError {
fn into_response(self) -> axum::response::Response {
let (status, msg) = match &self {
AppError::NotFound(m) => (StatusCode::NOT_FOUND, m.clone()),
AppError::Validation(m) => (StatusCode::BAD_REQUEST, m.clone()),
_ => (StatusCode::INTERNAL_SERVER_ERROR, "internal error".into()),
};
(status, Json(json!({ "error": msg }))).into_response()
}
}#[cfg(test)]
mod tests {
use super::*;
#[test]
fn email_rejects_invalid() { assert!(Email::new("bad").is_err()); }
#[tokio::test]
async fn fetches_user() {
let pool = setup_test_db().await;
let user = get_user(&pool, test_id()).await.unwrap();
assert_eq!(user.name, "Alice");
}
}// tests/api_test.rs -- compiled as separate crate, only sees pub API
#[tokio::test]
async fn health_returns_200() {
let app = my_app::app().await;
let resp = app.oneshot(
Request::builder().uri("/health").body(Body::empty()).unwrap()
).await.unwrap();
assert_eq!(resp.status(), StatusCode::OK);
}use mockall::automock;
#[automock]
trait UserRepo { fn find(&self, id: Uuid) -> Result<Option<User>, DbError>; }
#[test]
fn returns_not_found_when_missing() {
let mut mock = MockUserRepo::new();
mock.expect_find().returning(|_| Ok(None));
assert!(matches!(UserService::new(mock).get_user(id), Err(AppError::NotFound(_))));
}use proptest::prelude::*;
proptest! {
#[test]
fn roundtrips(s in "[a-z]{1,20}@[a-z]{1,10}\\.[a-z]{2,4}") {
let e = Email::new(&s).unwrap();
assert_eq!(e.to_string(), s.to_lowercase());
}
}cargo test # All tests
cargo test --lib # Unit only
cargo test --test api_test # Single integration file
cargo nextest run # Parallel runner, better output| Crate | Purpose | Notes |
|---|---|---|
| serde / serde_json | Serialization | #[derive(Serialize, Deserialize)] on DTOs |
| tokio | Async runtime | features = ["full"] for apps |
| axum | HTTP framework | Tower-based, extractors, State |
| clap | CLI parsing | #[derive(Parser)] |
| reqwest | HTTP client | Async, rustls TLS |
| tracing | Structured logging | Replaces log; use tracing-subscriber |
| sqlx | Async SQL | Compile-time checked queries |
| tower | Middleware | Layers, timeouts, rate limiting |
| rayon | Data parallelism | .par_iter() drop-in |
| criterion | Benchmarking | Statistical, HTML reports |
use axum::{extract::State, routing::get, Json, Router};
use std::sync::Arc;
struct AppState { db: PgPool }
async fn list_users(State(s): State<Arc<AppState>>) -> Json<Vec<User>> {
Json(sqlx::query_as!(User, "SELECT * FROM users")
.fetch_all(&s.db).await.unwrap())
}
#[tokio::main]
async fn main() {
tracing_subscriber::fmt()
.with_env_filter(tracing_subscriber::EnvFilter::from_default_env())
.json().init();
let pool = PgPool::connect(&std::env::var("DATABASE_URL").unwrap()).await.unwrap();
let app = Router::new().route("/users", get(list_users)).with_state(Arc::new(AppState { db: pool }));
let listener = tokio::net::TcpListener::bind("0.0.0.0:3000").await.unwrap();
axum::serve(listener, app).await.unwrap();
}// Avoid cloning -- return references when possible
fn names(data: &[Record]) -> Vec<&str> {
data.iter().map(|r| r.name.as_str()).collect()
}
// Cow for conditional ownership -- zero alloc on the happy path
use std::borrow::Cow;
fn normalize(input: &str) -> Cow<'_, str> {
if input.contains(' ') { Cow::Owned(input.replace(' ', "_")) }
else { Cow::Borrowed(input) }
}
// Rayon for CPU-bound parallelism
use rayon::prelude::*;
let out: Vec<_> = inputs.par_iter().map(|i| compute(i)).collect();
// Preallocate collections
let mut v = Vec::with_capacity(items.len());
// Zero-cost abstractions: iterators compile to the same code as manual loops
let sum: u64 = values.iter().filter(|v| **v > 0).sum();
// #[inline] only on small hot functions crossing crate boundariesuse criterion::{black_box, criterion_group, criterion_main, Criterion};
fn bench_parse(c: &mut Criterion) {
let input = include_str!("../fixtures/large.json");
c.bench_function("parse_json", |b| b.iter(|| parse(black_box(input))));
}
criterion_group!(benches, bench_parse);
criterion_main!(benches);[package]
name = "my-app"
version = "0.1.0"
edition = "2021"
rust-version = "1.75" # MSRV
[dependencies]
serde = { version = "1", features = ["derive"] }
tokio = { version = "1", features = ["full"] }
[dev-dependencies]
criterion = { version = "0.5", features = ["html_reports"] }
mockall = "0.13"
[[bench]]
name = "throughput"
harness = false[features]
default = ["json"]
json = ["serde_json"]
postgres = ["sqlx/postgres"]#[cfg(feature = "postgres")]
pub mod pg_backend;[profile.release]
lto = true
codegen-units = 1
strip = true
panic = "abort"
[profile.dev.package."*"]
opt-level = 2 # Optimize deps even in devrustup target add x86_64-unknown-linux-musl
cargo build --release --target x86_64-unknown-linux-musl
# Or use cross for Docker-based builds
cargo install cross && cross build --release --target aarch64-unknown-linux-gnucargo clippy -- -D warnings # Lint (treat warnings as errors)
cargo fmt --check # Format check
cargo doc --open # Generate docs
cargo tree -d # Duplicate dependencies
cargo audit # Known vulnerabilities
cargo deny check # License and advisory
cargo bloat --release # Binary size analysiscargo fmt --check && cargo clippy -- -D warnings && cargo test && cargo audit| Anti-Pattern | Problem | Fix |
|---|---|---|
.unwrap() in lib code | Panics | Return Result/Option |
.clone() everywhere | Hidden allocs | Borrow, Cow, restructure ownership |
String in every field | Unnecessary allocs | &str or Cow<str> where lifetime allows |
Box<dyn Error> only | No matching | thiserror enums |
Arc<Mutex<T>> first | Contention | Channels (tokio::sync::mpsc) or actors |
Ignoring #[must_use] | Silent drops | Handle or let _ = explicitly |
© softspark, 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 app/skills/rust-patterns of softspark/ai-toolkit.
Open the folder on GitHubat commit d64db2b
Rust Patterns 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 |
|---|---|---|---|---|---|---|
| Rust Patterns this skillsoftspark/ai-toolkit | 179 | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Rust TDD Workflowrtk-ai/rtk | 83k | — | ~753 | Automated safety check: Notes | Apache-2.0 | |
| Remote Executor Integration Testsopeninterpreter/openinterpreter | 69k | 2 repos | ~842 | Automated safety check: Pass | Apache-2.0 | |
| Apple Container Test RunnerRustPython/RustPython | 22k | — | ~467 | Automated safety check: Pass | MIT | |
| RTK Filter TDD in Rustrtk-ai/rtk | 83k | — | ~1.9k | Automated safety check: Notes | Apache-2.0 | |
| OpenLogi Device Fixture ContributionAprilNEA/OpenLogi | 23k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 |
rtk-ai/rtk
Enforces red-green-refactor for Rust work, with idiomatic test patterns, a naming convention and a pre-commit gate of cargo fmt, clippy and test.
openinterpreter/openinterpreter
Explains how to run agent integration tests against remote executors, using Docker for Linux or Wine for Windows, and how to opt tests in or skip them.
RustPython/RustPython
Runs RustPython tests inside a Linux container built with Apple's container CLI, so macOS users can compare Linux results with their local ones.
rtk-ai/rtk
Enforces red-green-refactor for new RTK output filters in Rust, using real captured fixtures, snapshot tests with insta and token-savings assertions.
AprilNEA/OpenLogi
Guides recording, privacy review and offline verification of OpenLogi device fixtures with the fixture contribute and verify commands, without treating replay as proof of hardware behavior.
GreptimeTeam/greptimedb
Diagnoses a failed GreptimeDB fuzz CI job by pulling its GitHub Actions logs and fuzz artifacts, then matching the evidence to the local source code.
softspark/ai-toolkit
Prepare or verify a project QA environment with source identity, readiness, browser access, evidence paths and owned cleanup.
softspark/ai-toolkit
Accessibility validator: WCAG 2.1 AA, EN 301 549, EAA. An agent skill from softspark/ai-toolkit.
softspark/ai-toolkit
Analyzes code quality, complexity, patterns across codebase.
softspark/ai-toolkit
Drives a brief, specification, issue or existing PR through implementation, review, tests and QA to a ready PR.
softspark/ai-toolkit
Direct technical voice for docs, README, user-facing text. An agent skill from softspark/ai-toolkit.
softspark/ai-toolkit
Detect/generate/debug CI pipeline config (GitHub Actions, GitLab CI).
Works with
Categories
Rust: ownership, lifetimes, async (Tokio), Result/anyhow/thiserror, traits, unsafe. Rust Patterns is an agent skill from softspark/ai-toolkit. Rust: ownership, lifetimes, async (Tokio), Result/anyhow/thiserror, traits, unsafe.
Rust Patterns fits situations like: testing & QA work in your project.
Run `npx skills add softspark/ai-toolkit --skill rust-patterns -a claude-code`. Or copy the skill folder (app/skills/rust-patterns in softspark/ai-toolkit) into .claude/skills/rust-patterns in your project. Claude Code loads it when a task matches its description.
Run `npx skills add softspark/ai-toolkit --skill rust-patterns -a codex`. Or copy the skill folder (app/skills/rust-patterns in softspark/ai-toolkit) into .agents/skills/rust-patterns 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 softspark/ai-toolkit --skill rust-patterns -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/rust-patterns, .gemini/skills/rust-patterns, .github/skills/rust-patterns and .opencode/skills/rust-patterns in your project.
Going by SKILL.md and its folder, Rust Patterns needs the command-line tools its instructions call (cargo). Our summary lists: Docker. Its frontmatter pre-approves these tools: Read.
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.
Rust Patterns 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 2.9k tokens (SKILL.md is roughly 11k 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 Rust Patterns: Rust TDD Workflow (rtk-ai/rtk, 83k stars), Remote Executor Integration Tests (openinterpreter/openinterpreter, 69k stars), Apple Container Test Runner (RustPython/RustPython, 22k stars) and RTK Filter TDD in Rust (rtk-ai/rtk, 83k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
softspark (a GitHub user) maintains it in softspark/ai-toolkit, which has 179 GitHub stars. The repository holds 112 skills in this directory. The repository was last updated on October 7, 2026.
Source: softspark/ai-toolkit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.