Test Writing Workflow
iOfficeAI/AionUi
Sets the test-writing workflow for the repository: risk-first scenario lists, behavior-focused Vitest tests, a full run before each commit and a coverage target.
Configure Deepgram local development workflow with testing and mocks.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill deepgram-local-dev-loop -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace deepgram-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/deepgram-local-dev-loop .claude/skills/deepgram-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 "deepgram-local-dev-loop" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/deepgram-local-dev-loop into .claude/skills/deepgram-local-dev-loop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deepgram-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/deepgram-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 deepgram-local-dev-loop -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace deepgram-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/deepgram-local-dev-loop .agents/skills/deepgram-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 "deepgram-local-dev-loop" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/deepgram-local-dev-loop into .agents/skills/deepgram-local-dev-loop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deepgram-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 deepgram-local-dev-loop -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace deepgram-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/deepgram-local-dev-loop .cursor/skills/deepgram-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 "deepgram-local-dev-loop" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/deepgram-local-dev-loop into .cursor/skills/deepgram-local-dev-loop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deepgram-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/deepgram-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 deepgram-local-dev-loop -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace deepgram-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/deepgram-local-dev-loop .gemini/skills/deepgram-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 "deepgram-local-dev-loop" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/deepgram-local-dev-loop into .gemini/skills/deepgram-local-dev-loop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deepgram-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 deepgram-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 deepgram-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/deepgram-local-dev-loop .github/skills/deepgram-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 "deepgram-local-dev-loop" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/deepgram-local-dev-loop into .github/skills/deepgram-local-dev-loop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deepgram-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 deepgram-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 deepgram-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/deepgram-local-dev-loop .opencode/skills/deepgram-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 "deepgram-local-dev-loop" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/deepgram-local-dev-loop into .opencode/skills/deepgram-local-dev-loop/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "deepgram-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.
deepgram-local-dev-loopConfigure Deepgram local development workflow with testing and mocks.
Deepgram Local Dev Loop is an agent skill from jeremylongshore/tons-of-skills-marketplace. Configure Deepgram local development workflow with testing and mocks. Use when setting up development environment, configuring test fixtures, or establishing rapid iteration patterns for Deepgram integration. Trigger: "deepgram local dev", "deepgram development setup", "deepgram test environment", "deepgram dev workflow", "deepgram mock".
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/test-setup.md`). Compatibility notes: Designed for Claude Code
It sits in Testing & QA, covering Test data and fixtures, Unit testing and Integration testing. It works with Deepgram and Vitest. 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.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 23ea8d4. 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(pip:*)GrepFrom allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
curlnpmFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
static.deepgram.comAlso links to:
vitest.devFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
DEEPGRAM_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.
Deepgram Local Dev Loop loads about 2k tokens when it runs, and up to ~2.5k if it reads all its reference files. Until then it costs about 91 tokens; SKILL.md has 245 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.
# .env.development# .env.test (use a separate test key with low limits)`DEEPGRAM_API_KEY` undefined in test | `.env.test` not loaded | Configure Vitest `env` or use `dotenv/config` |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 23ea8d4, republished under its MIT licence (© jeremylongshore). 245 words, ~1,992 tokens.
.claude/skills/deepgram-local-dev-loop/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Use a local or development workspace with a short licensed fixture, make one SDK/config change, run the focused unit test and a bounded integration test, then inspect redacted metrics. Commit only the reviewed change; never copy production recordings, transcripts, or API keys into a local test loop.
Set up a fast local development workflow for Deepgram: test fixtures with sample audio, mock responses for offline unit tests, Vitest integration tests against the real API, and a watch-mode transcription dev server.
@deepgram/sdk installed, DEEPGRAM_API_KEY configurednpm install -D vitest tsx dotenv for testing and dev servercurl for downloading test fixturesmkdir -p src tests/mocks fixtures
touch src/transcribe.ts tests/transcribe.test.ts tests/mocks/deepgram-responses.ts# Deepgram provides free sample audio files
curl -o fixtures/nasa-podcast.wav \
https://static.deepgram.com/examples/nasa-podcast.wav
curl -o fixtures/bueller.wav \
https://static.deepgram.com/examples/Bueller-Life-moves-702702706.wav# .env.development
DEEPGRAM_API_KEY=your-dev-key
DEEPGRAM_MODEL=nova-3
# .env.test (use a separate test key with low limits)
DEEPGRAM_API_KEY=your-test-key
DEEPGRAM_MODEL=base{
"scripts": {
"dev": "tsx watch src/transcribe.ts",
"test": "vitest",
"test:watch": "vitest --watch",
"test:integration": "vitest run tests/integration/"
}
}// tests/mocks/deepgram-responses.ts
export const mockPrerecordedResult = {
metadata: {
request_id: 'mock-request-id-001',
created: '2026-01-01T00:00:00.000Z',
duration: 12.5,
channels: 1,
models: ['nova-3'],
model_info: { 'nova-3': { name: 'nova-3', version: '2026-01-01' } },
},
results: {
channels: [{
alternatives: [{
transcript: 'Life moves pretty fast. If you don\'t stop and look around once in a while, you could miss it.',
confidence: 0.98,
words: [
{ word: 'life', start: 0.08, end: 0.32, confidence: 0.99, punctuated_word: 'Life' },
{ word: 'moves', start: 0.32, end: 0.56, confidence: 0.98, punctuated_word: 'moves' },
{ word: 'pretty', start: 0.56, end: 0.88, confidence: 0.97, punctuated_word: 'pretty' },
{ word: 'fast', start: 0.88, end: 1.12, confidence: 0.99, punctuated_word: 'fast.' },
],
}],
}],
utterances: [{
speaker: 0,
transcript: 'Life moves pretty fast. If you don\'t stop and look around once in a while, you could miss it.',
start: 0.08,
end: 5.44,
confidence: 0.98,
}],
},
};
export const mockLiveTranscript = {
type: 'Results',
channel_index: [0, 1],
duration: 1.5,
start: 0.0,
is_final: true,
speech_final: true,
channel: {
alternatives: [{
transcript: 'Hello, how are you today?',
confidence: 0.95,
words: [
{ word: 'hello', start: 0.0, end: 0.3, confidence: 0.98, punctuated_word: 'Hello,' },
{ word: 'how', start: 0.35, end: 0.5, confidence: 0.96, punctuated_word: 'how' },
],
}],
},
};
export const mockTtsResponse = {
content_type: 'audio/wav',
request_id: 'mock-tts-001',
model_name: 'aura-2-thalia-en',
characters: { count: 42, limit: 100000 },
};// tests/transcribe.test.ts
import { describe, it, expect, vi, beforeEach } from 'vitest';
import { mockPrerecordedResult } from './mocks/deepgram-responses';
// Mock the SDK
vi.mock('@deepgram/sdk', () => ({
createClient: () => ({
listen: {
prerecorded: {
transcribeUrl: vi.fn().mockResolvedValue({
result: mockPrerecordedResult,
error: null,
}),
transcribeFile: vi.fn().mockResolvedValue({
result: mockPrerecordedResult,
error: null,
}),
},
},
speak: {
request: vi.fn().mockResolvedValue({
getStream: () => Promise.resolve(null),
}),
},
}),
}));
describe('DeepgramTranscriber', () => {
it('transcribes URL and returns transcript text', async () => {
const { createClient } = await import('@deepgram/sdk');
const client = createClient('mock-key');
const { result } = await client.listen.prerecorded.transcribeUrl(
{ url: 'https://example.com/audio.wav' },
{ model: 'nova-3', smart_format: true }
);
expect(result.results.channels[0].alternatives[0].transcript).toContain('Life moves');
expect(result.metadata.duration).toBe(12.5);
expect(result.metadata.request_id).toBe('mock-request-id-001');
});
it('returns word-level timing data', async () => {
const { createClient } = await import('@deepgram/sdk');
const client = createClient('mock-key');
const { result } = await client.listen.prerecorded.transcribeUrl(
{ url: 'https://example.com/audio.wav' },
{ model: 'nova-3' }
);
const words = result.results.channels[0].alternatives[0].words;
expect(words[0].word).toBe('life');
expect(words[0].start).toBe(0.08);
expect(words[0].confidence).toBeGreaterThan(0.9);
});
});// tests/integration/deepgram.test.ts
import { describe, it, expect } from 'vitest';
import { createClient } from '@deepgram/sdk';
describe('Deepgram Integration', () => {
const client = createClient(process.env.DEEPGRAM_API_KEY!);
it('transcribes sample audio URL', async () => {
const { result, error } = await client.listen.prerecorded.transcribeUrl(
{ url: 'https://static.deepgram.com/examples/Bueller-Life-moves-702702706.wav' },
{ model: 'nova-3', smart_format: true }
);
expect(error).toBeNull();
expect(result.results.channels[0].alternatives[0].transcript).toBeTruthy();
expect(result.results.channels[0].alternatives[0].confidence).toBeGreaterThan(0.8);
}, 30000);
it('verifies API key with project listing', async () => {
const { result, error } = await client.manage.getProjects();
expect(error).toBeNull();
expect(result.projects.length).toBeGreaterThan(0);
});
});| Error | Cause | Solution |
|---|---|---|
| Fixture 404 | Deepgram moved sample URL | Check latest URLs at developers.deepgram.com |
DEEPGRAM_API_KEY undefined in test | .env.test not loaded | Configure Vitest env or use dotenv/config |
| Integration test timeout | Network or API slow | Increase timeout to 30000ms |
| Mock shape mismatch | API response changed | Update mocks from real response capture |
Proceed to deepgram-sdk-patterns for production-ready code patterns.
© 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 1 other file (references) in skills/.curated/deepgram-local-dev-loop of jeremylongshore/tons-of-skills-marketplace.
Open the folder on GitHubat commit 23ea8d4
Deepgram 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 |
|---|---|---|---|---|---|---|
| Deepgram Local Dev Loop this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~2k | Automated safety check: Notes | MIT | |
| Test Writing WorkflowiOfficeAI/AionUi | 33k | 1 repos | ~1.2k | Automated safety check: Pass | Apache-2.0 | |
| Aspire Integration TestingDevBetterCom/DevBetterWeb | 157 | 2 repos | ~2.3k | Automated safety check: Pass | None | |
| Designing TestsCloudAI-X/claude-workflow-v2 | 1.4k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Frontend TestingOhh-889/skyroc | 795 | 1 repos | ~2.5k | Automated safety check: Pass | MIT | |
| Running TestsNangoHQ/nango | 13k | — | ~876 | Automated safety check: Pass | Custom licence |
iOfficeAI/AionUi
Sets the test-writing workflow for the repository: risk-first scenario lists, behavior-focused Vitest tests, a full run before each commit and a coverage target.
DevBetterCom/DevBetterWeb
Write integration tests using .NET Aspire's testing facilities with xUnit.
CloudAI-X/claude-workflow-v2
Designs and implements testing strategies for any codebase. An agent skill from CloudAI-X/claude-workflow-v2.
Ohh-889/skyroc
Generate Vitest + React Testing Library tests for Dify frontend components, hooks, and utilities.
NangoHQ/nango
A skill your agent uses when running tests in the Nango monorepo - knows unit vs integration configs, vitest commands, Docker setup, and common test patterns
arpitg1304/robotics-agent-skills
Testing strategies, patterns, and tools for robotics software.
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
Execute this skill enables AI assistant to perform natural language processing and text analysis using the nlp-text-analyzer plugin.
jeremylongshore/tons-of-skills-marketplace
Execute this skill allows AI assistant to construct and configure neural network architectures using the neural-network-builder plugin.
jeremylongshore/tons-of-skills-marketplace
Process identify anomalies and outliers in datasets using machine learning algorithms.
jeremylongshore/tons-of-skills-marketplace
Build this skill enables AI assistant to provide interpretability and explainability for machine learning models.
jeremylongshore/tons-of-skills-marketplace
Execute this skill optimizes prompts for large language models (llms) to reduce token usage, lower costs, and improve performance.
Categories
Configure Deepgram local development workflow with testing and mocks. Deepgram Local Dev Loop is an agent skill from jeremylongshore/tons-of-skills-marketplace. Configure Deepgram local development workflow with testing and mocks.
Deepgram Local Dev Loop fits situations like: setting up development environment; configuring test fixtures; establishing rapid iteration patterns for Deepgram integration.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill deepgram-local-dev-loop -a claude-code`. Or copy the skill folder (skills/.curated/deepgram-local-dev-loop in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/deepgram-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 deepgram-local-dev-loop -a codex`. Or copy the skill folder (skills/.curated/deepgram-local-dev-loop in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/deepgram-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 deepgram-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/deepgram-local-dev-loop, .gemini/skills/deepgram-local-dev-loop, .github/skills/deepgram-local-dev-loop and .opencode/skills/deepgram-local-dev-loop in your project.
Going by SKILL.md and its folder, Deepgram Local Dev Loop needs the command-line tools its instructions call (curl and npm) and credentials named DEEPGRAM_API_KEY. Our summary lists: Node.js; A credential in DEEPGRAM_API_KEY. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(npm:*), Bash(pip:*), Grep. Compatibility (from SKILL.md): Designed for Claude Code.
SKILL.md names 2 domains. In commands or code: static.deepgram.com; the agent is likely to contact it when it follows the instructions. As links in the text: vitest.dev. 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.
Deepgram 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 2k tokens (SKILL.md is roughly 8k 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 526 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Deepgram Local Dev Loop: Test Writing Workflow (iOfficeAI/AionUi, 33k stars), Aspire Integration Testing (DevBetterCom/DevBetterWeb, 157 stars), Designing Tests (CloudAI-X/claude-workflow-v2, 1.4k stars) and Frontend Testing (Ohh-889/skyroc, 795 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 2,821 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 8, 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.