perplexity-local-dev-loop
Configure Perplexity local development with mocking, testing, and hot reload. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration cycle with Perplexity Sonar API. Trigger with phrases like "perplexity dev setup", "perplexity local development", "perplexity dev environment", "develop with perplexity", "mock perplexity".
Best use case
perplexity-local-dev-loop is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Configure Perplexity local development with mocking, testing, and hot reload. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration cycle with Perplexity Sonar API. Trigger with phrases like "perplexity dev setup", "perplexity local development", "perplexity dev environment", "develop with perplexity", "mock perplexity".
Teams using perplexity-local-dev-loop should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/perplexity-local-dev-loop/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How perplexity-local-dev-loop Compares
| Feature / Agent | perplexity-local-dev-loop | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Configure Perplexity local development with mocking, testing, and hot reload. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration cycle with Perplexity Sonar API. Trigger with phrases like "perplexity dev setup", "perplexity local development", "perplexity dev environment", "develop with perplexity", "mock perplexity".
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
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SKILL.md Source
# Perplexity Local Dev Loop
## Overview
Set up a fast, cost-effective local development workflow for Perplexity Sonar API. Key challenge: every real API call performs a web search and costs money, so mocking and caching are essential for development.
## Prerequisites
- Completed `perplexity-install-auth` setup
- Node.js 18+ with npm/pnpm
- `vitest` for testing
## Instructions
### Step 1: Project Structure
```
my-perplexity-project/
├── src/
│ ├── perplexity/
│ │ ├── client.ts # OpenAI client wrapper for Perplexity
│ │ ├── search.ts # Search functions with citation handling
│ │ └── types.ts # Response type extensions
│ └── index.ts
├── tests/
│ ├── fixtures/ # Saved API responses for mocking
│ │ └── sonar-response.json
│ ├── perplexity.test.ts
│ └── setup.ts
├── .env.local # API key (git-ignored)
├── .env.example # Template
└── package.json
```
### Step 2: Type-Safe Client Wrapper
```typescript
// src/perplexity/client.ts
import OpenAI from "openai";
export interface PerplexityResponse extends OpenAI.ChatCompletion {
citations?: string[];
search_results?: Array<{
title: string;
url: string;
snippet: string;
}>;
related_questions?: string[];
}
export type PerplexityModel = "sonar" | "sonar-pro" | "sonar-reasoning-pro" | "sonar-deep-research";
export function createClient(apiKey?: string): OpenAI {
return new OpenAI({
apiKey: apiKey || process.env.PERPLEXITY_API_KEY,
baseURL: "https://api.perplexity.ai",
});
}
export async function search(
client: OpenAI,
query: string,
opts: {
model?: PerplexityModel;
systemPrompt?: string;
maxTokens?: number;
searchRecencyFilter?: "hour" | "day" | "week" | "month";
searchDomainFilter?: string[];
} = {}
): Promise<PerplexityResponse> {
const response = await client.chat.completions.create({
model: opts.model || "sonar",
messages: [
...(opts.systemPrompt
? [{ role: "system" as const, content: opts.systemPrompt }]
: []),
{ role: "user" as const, content: query },
],
max_tokens: opts.maxTokens,
...(opts.searchRecencyFilter && { search_recency_filter: opts.searchRecencyFilter }),
...(opts.searchDomainFilter && { search_domain_filter: opts.searchDomainFilter }),
} as any);
return response as unknown as PerplexityResponse;
}
```
### Step 3: Save Fixtures for Offline Development
```typescript
// scripts/capture-fixture.ts
import { createClient, search } from "../src/perplexity/client";
import { writeFileSync } from "fs";
async function captureFixture() {
const client = createClient();
const response = await search(client, "What is TypeScript 5.5?");
writeFileSync(
"tests/fixtures/sonar-response.json",
JSON.stringify(response, null, 2)
);
console.log("Fixture saved with", (response.citations || []).length, "citations");
}
captureFixture();
```
### Step 4: Mock Client for Tests
```typescript
// tests/setup.ts
import { vi } from "vitest";
import fixture from "./fixtures/sonar-response.json";
export function mockPerplexityClient() {
return {
chat: {
completions: {
create: vi.fn().mockResolvedValue(fixture),
},
},
};
}
```
### Step 5: Write Tests
```typescript
// tests/perplexity.test.ts
import { describe, it, expect } from "vitest";
import { mockPerplexityClient } from "./setup";
import { search } from "../src/perplexity/client";
describe("Perplexity Search", () => {
it("returns answer with citations", async () => {
const client = mockPerplexityClient() as any;
const result = await search(client, "test query");
expect(result.choices[0].message.content).toBeDefined();
expect(result.citations).toBeDefined();
expect(result.citations!.length).toBeGreaterThan(0);
});
it.skipIf(!process.env.PERPLEXITY_API_KEY)(
"live API returns citations",
async () => {
const { createClient, search } = await import("../src/perplexity/client");
const client = createClient();
const result = await search(client, "What is Node.js?", {
model: "sonar",
maxTokens: 100,
});
expect(result.citations!.length).toBeGreaterThan(0);
}
);
});
```
### Step 6: Dev Scripts
```json
{
"scripts": {
"dev": "tsx watch src/index.ts",
"test": "vitest",
"test:watch": "vitest --watch",
"test:live": "PERPLEXITY_API_KEY=$PERPLEXITY_API_KEY vitest --run",
"capture-fixtures": "tsx scripts/capture-fixture.ts"
}
}
```
## Error Handling
| Error | Cause | Solution |
|-------|-------|----------|
| Fixture missing | Never captured | Run `npm run capture-fixtures` once |
| Tests hit real API | Missing mock | Ensure mock client is injected |
| Stale fixtures | API response format changed | Re-capture fixtures |
| High dev costs | Making live calls in loop | Use fixtures; reserve live calls for CI |
## Output
- Type-safe Perplexity client wrapper
- Fixture-based test suite that runs offline
- Live integration test gated on API key presence
- Hot-reload dev server
## Resources
- [Vitest Documentation](https://vitest.dev/)
- [Perplexity API Reference](https://docs.perplexity.ai/api-reference/chat-completions-post)
## Next Steps
See `perplexity-sdk-patterns` for production-ready code patterns.Related Skills
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