TDD Workflow
hellangleZ/burn-in-cceverywhere-ralph
A skill your agent uses when writing new features, fixing bugs, or refactoring code.
Configure Groq local development with hot reload, mocking, and testing.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill groq-local-dev-loop -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace groq-local-dev-loop --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/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/groq-local-dev-loop .claude/skills/groq-local-dev-loop && 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 "groq-local-dev-loop" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/groq-local-dev-loop into .claude/skills/groq-local-dev-loop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "groq-local-dev-loop", 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/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/groq-local-dev-loopType 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 jeremylongshore/tons-of-skills-marketplace --skill groq-local-dev-loop -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace groq-local-dev-loop --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/.curated/groq-local-dev-loop .agents/skills/groq-local-dev-loop && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "groq-local-dev-loop" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/groq-local-dev-loop into .agents/skills/groq-local-dev-loop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "groq-local-dev-loop", 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 jeremylongshore/tons-of-skills-marketplace --skill groq-local-dev-loop -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace groq-local-dev-loop --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/.curated/groq-local-dev-loop .cursor/skills/groq-local-dev-loop && 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 "groq-local-dev-loop" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/groq-local-dev-loop into .cursor/skills/groq-local-dev-loop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "groq-local-dev-loop", 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/jeremylongshore/tons-of-skills-marketplace.git --path skills/.curated/groq-local-dev-loop--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 jeremylongshore/tons-of-skills-marketplace --skill groq-local-dev-loop -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace groq-local-dev-loop --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/.curated/groq-local-dev-loop .gemini/skills/groq-local-dev-loop && 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 "groq-local-dev-loop" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/groq-local-dev-loop into .gemini/skills/groq-local-dev-loop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "groq-local-dev-loop", 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 jeremylongshore/tons-of-skills-marketplace groq-local-dev-loopInstalls 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 jeremylongshore/tons-of-skills-marketplace --skill groq-local-dev-loop -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/.curated/groq-local-dev-loop .github/skills/groq-local-dev-loop && 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 "groq-local-dev-loop" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/groq-local-dev-loop into .github/skills/groq-local-dev-loop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "groq-local-dev-loop", 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 jeremylongshore/tons-of-skills-marketplace --skill groq-local-dev-loop -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace groq-local-dev-loop --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/.curated/groq-local-dev-loop .opencode/skills/groq-local-dev-loop && 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 "groq-local-dev-loop" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/groq-local-dev-loop into .opencode/skills/groq-local-dev-loop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "groq-local-dev-loop", 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.
groq-local-dev-loopConfigure Groq local development with hot reload, mocking, and testing.
Groq Local Dev Loop is an agent skill from jeremylongshore/tons-of-skills-marketplace. Configure Groq local development with hot reload, mocking, and testing. Use when setting up a Groq development environment, configuring mocked vs live test workflows, or establishing a fast iteration cycle with Groq. Trigger with phrases like "groq dev setup", "groq local development", "groq dev environment", "develop with groq".
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/examples.md` and `references/implementation.md`). Compatibility notes: Designed for Claude Code
It sits in Testing & QA, covering Unit testing. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.
7 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 80f86df. 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:
ReadWriteEditBash(npm:*)Bash(pnpm:*)From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
npmFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
console.groq.comnpmjs.comvitest.devgithub.comFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
GROQ_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Designed for Claude Code
From compatibility in the SKILL.md frontmatter.
Groq Local Dev Loop loads about 1.5k tokens when it runs, and up to ~2.9k if it reads all its reference files. Until then it costs about 88 tokens; SKILL.md has 541 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 noted patterns worth knowing about, such as sudo or a known installer.
git-ignored `.env.local`, and commit only `.env.example` as a template. Neverhardcode the key or commit `.env.local`.,models,completions}.ts`, `tests/`, and `.env.local` / `.env.example`.e** — commit `.env.example`, git-ignore `.env.local`.OQ_API_KEY not set. Copy .env.example to .env.local");eam, with real secrets in a git-ignored `.env.local`.| `GROQ_API_KEY not set` | Missing .env.local | Copy from .env.example |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 jeremylongshore/tons-of-skills-marketplace at commit 80f86df, republished under its MIT licence (© jeremylongshore). 541 words, ~1,466 tokens.
.claude/skills/groq-local-dev-loop/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.Set up a fast, reproducible local development workflow for Groq. Groq's sub-second response times make it uniquely suited for tight dev loops -- you get LLM responses fast enough to iterate without context-switching. This skill scaffolds a project, a memoized client, model constants, and a two-tier test strategy (mocked unit tests + opt-in live integration tests). The lean skeleton lives here; the full code lives in references/implementation.md and references/examples.md.
groq-sdk installed (npm install groq-sdk)GROQ_API_KEY set (free tier is fine for development)The groq-sdk client reads GROQ_API_KEY from the environment automatically —
new Groq() and getGroqClient() both pick it up. Get a key at
console.groq.com/keys, store it in a
git-ignored .env.local, and commit only .env.example as a template. Never
hardcode the key or commit .env.local.
Follow these seven steps in order. Steps 1-2 lay out the project; steps 3-4 centralize the client and model IDs; steps 5-6 establish the test tiers; step 7 templates the environment. Full code for each is in the reference files.
src/groq/{client,models,completions}.ts, tests/, and .env.local / .env.example.dev (tsx watch), test / test:watch (vitest), and test:integration scripts.getGroqClient() that fails fast when GROQ_API_KEY is missing and a resetClient() for tests.MODELS map with DEV_MODEL defaulting to llama-3.1-8b-instant to conserve dev quota.vi.mock("groq-sdk") so unit tests run sub-second with zero API calls.GROQ_INTEGRATION=1 with describe.skipIf so the default run stays offline..env.example, git-ignore .env.local.// src/groq/client.ts -- lazily-memoized singleton
import Groq from "groq-sdk";
let _client: Groq | null = null;
export function getGroqClient(): Groq {
if (!_client) {
if (!process.env.GROQ_API_KEY) {
throw new Error("GROQ_API_KEY not set. Copy .env.example to .env.local");
}
_client = new Groq({ apiKey: process.env.GROQ_API_KEY, maxRetries: 2, timeout: 30_000 });
}
return _client;
}
export function resetClient(): void { _client = null; }See references/implementation.md for the full
project scaffold, package.json, model constants, and .env.example, and
references/examples.md for the complete unit and
integration test files.
Applying the workflow produces:
src/groq/{client,models,completions}.ts and a tests/ directory.getGroqClient() that shares one configured client and throws an actionable error when GROQ_API_KEY is unset.MODELS map + DEV_MODEL constant so dev runs on the cheap 8B model.npm run test:watch, no API calls) and opt-in live tests (npm run test:integration, gated on GROQ_INTEGRATION=1)..env.example template committed for the team, with real secrets in a git-ignored .env.local.| Error | Cause | Solution |
|---|---|---|
GROQ_API_KEY not set | Missing .env.local | Copy from .env.example |
| Test timeout | Live API call in unit test | Mock groq-sdk in unit tests |
429 rate_limit_exceeded | Free tier RPM hit | Wait 60s or use test:watch with longer intervals |
| Port already in use | Another tsx watch running | Kill process or change port |
llama-3.1-8b-instant during development (lowest quota usage, fastest).temperature: 0 for deterministic outputs during debugging.max_tokens conservatively to avoid burning through free tier.Run the hot-reload app and the mocked unit-test watcher side by side, then exercise the live API only when you opt in:
npm run dev # tsx watch src/index.ts (hot reload)
npm run test:watch # vitest --watch (mocked, no API calls)
npm run test:integration # GROQ_INTEGRATION=1 vitest (live API)For the complete mocked unit test (vi.mock("groq-sdk")) and the
GROQ_INTEGRATION-gated live integration test, see
references/examples.md.
groq-sdk-patterns skill.© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 2 other files (references) in skills/.curated/groq-local-dev-loop of jeremylongshore/tons-of-skills-marketplace.
Open the folder on GitHubat commit 80f86df
Groq Local Dev Loop 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 |
|---|---|---|---|---|---|---|
| Groq Local Dev Loop this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1.5k | Automated safety check: Notes | MIT | |
| TDD WorkflowhellangleZ/burn-in-cceverywhere-ralph | 112 | 11 repos | ~2.4k | Automated safety check: Pass | None | |
| Testing OpenLogi UIAprilNEA/OpenLogi | 23k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Go Testingcxuu/golang-skills | 172 | 1 repos | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Contractssamchon/nestia | 2.2k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Cohesion Over TestabilityEpicenterHQ/epicenter | 4.8k | — | ~2k | Automated safety check: Pass | Custom licence |
hellangleZ/burn-in-cceverywhere-ralph
A skill your agent uses when writing new features, fixing bugs, or refactoring code.
AprilNEA/OpenLogi
Verifies OpenLogi's native GPUI interface with focused tests, the component gallery and a mock agent, choosing the evidence that fits each change.
cxuu/golang-skills
A skill your agent uses when writing, reviewing, or improving Go test code — including table-driven tests, subtests, parallel tests, test helpers, test doubles, and assertions with cmp.Diff.
samchon/nestia
Defines self-acknowledgments for production declarations and tests.
EpicenterHQ/epicenter
Collapse test-shaped production boundaries while preserving behavior and coverage.
liaohch3/claude-tap
Tests JavaScript embedded in an HTML file in two layers: pytest checks of the logic ported to Python, and Playwright runs in a real browser for the DOM.
jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to conduct a security-focused code review using the security-agent plugin.
jeremylongshore/tons-of-skills-marketplace
Build this skill automates the adaptation of pre-trained machine learning models using transfer learning techniques.
jeremylongshore/tons-of-skills-marketplace
Execute proactive auto-loading: automatically detects and loads agents.md files.
jeremylongshore/tons-of-skills-marketplace
Aggregate and centralize performance metrics from applications, systems, databases, caches, and services.
jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth.
jeremylongshore/tons-of-skills-marketplace
Process use when you need to work with database indexing. An agent skill from jeremylongshore/tons-of-skills-marketplace.
Categories
Configure Groq local development with hot reload, mocking, and testing. Groq Local Dev Loop is an agent skill from jeremylongshore/tons-of-skills-marketplace. Configure Groq local development with hot reload, mocking, and testing.
Groq Local Dev Loop fits situations like: setting up a Groq development environment; configuring mocked vs live test workflows; establishing a fast iteration cycle with Groq; with phrases like groq dev setup.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill groq-local-dev-loop -a claude-code`. Or copy the skill folder (skills/.curated/groq-local-dev-loop in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/groq-local-dev-loop in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill groq-local-dev-loop -a codex`. Or copy the skill folder (skills/.curated/groq-local-dev-loop in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/groq-local-dev-loop 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 jeremylongshore/tons-of-skills-marketplace --skill groq-local-dev-loop -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/groq-local-dev-loop, .gemini/skills/groq-local-dev-loop, .github/skills/groq-local-dev-loop and .opencode/skills/groq-local-dev-loop in your project.
Going by SKILL.md and its folder, Groq Local Dev Loop needs the command-line tools its instructions call (npm) and credentials named GROQ_API_KEY. Our summary lists: Node.js; A credential in GROQ_API_KEY. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(npm:*), Bash(pnpm:*). Compatibility (from SKILL.md): Designed for Claude Code.
SKILL.md names 4 domains. As links in the text: console.groq.com, npmjs.com, vitest.dev and github.com. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Groq Local Dev Loop is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 5.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.5k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Groq Local Dev Loop: TDD Workflow (hellangleZ/burn-in-cceverywhere-ralph, 112 stars), Testing OpenLogi UI (AprilNEA/OpenLogi, 23k stars), Go Testing (cxuu/golang-skills, 172 stars) and Contracts (samchon/nestia, 2.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,825 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 9, 2026.
Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.