'Apply production Juicebox SDK patterns.
Scanned 9/2/2026
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---
name: juicebox-sdk-patterns
description: 'Apply production Juicebox SDK patterns.
Trigger: "juicebox patterns", "juicebox best practices".
'
allowed-tools: Read, Write, Edit
version: 1.16.0
license: MIT
author: Jeremy Longshore <jeremy@intentsolutions.io>
tags:
- saas
- recruiting
- juicebox
compatibility: Designed for Claude Code
---
# Juicebox SDK Patterns
## Overview
Production-ready patterns for the Juicebox AI-powered people search API. Juicebox provides REST endpoints for searching professional profiles and enriching candidate data. The API authenticates via `JUICEBOX_API_KEY` and returns structured profile objects with LinkedIn URLs as natural dedup keys. A singleton client centralizes rate-limit handling across search and enrich endpoints.
## Singleton Client
```typescript
const JUICEBOX_BASE = 'https://api.juicebox.work/v1';
let _client: JuiceboxClient | null = null;
export function getClient(): JuiceboxClient {
if (!_client) {
const apiKey = process.env.JUICEBOX_API_KEY;
if (!apiKey) throw new Error('JUICEBOX_API_KEY must be set — get it from juicebox.work/settings');
_client = new JuiceboxClient(apiKey);
}
return _client;
}
class JuiceboxClient {
private headers: Record<string, string>;
constructor(apiKey: string) { this.headers = { 'Authorization': `Bearer ${apiKey}`, 'Content-Type': 'application/json' }; }
async search(query: string, limit = 20): Promise<SearchResponse> {
const res = await fetch(`${JUICEBOX_BASE}/search`, {
method: 'POST', headers: this.headers, body: JSON.stringify({ query, limit }) });
if (!res.ok) throw new JuiceboxError(res.status, await res.text()); return res.json();
}
async enrich(linkedinUrl: string): Promise<Profile> {
const res = await fetch(`${JUICEBOX_BASE}/enrich`, {
method: 'POST', headers: this.headers, body: JSON.stringify({ linkedin_url: linkedinUrl }) });
if (!res.ok) throw new JuiceboxError(res.status, await res.text()); return res.json();
}
}
```
## Error Wrapper
```typescript
export class JuiceboxError extends Error {
constructor(public status: number, message: string) { super(message); this.name = 'JuiceboxError'; }
}
export async function safeCall<T>(operation: string, fn: () => Promise<T>): Promise<T> {
try { return await fn(); }
catch (err: any) {
if (err instanceof JuiceboxError && err.status === 429) { await new Promise(r => setTimeout(r, 5000)); return fn(); }
if (err instanceof JuiceboxError && err.status === 401) throw new JuiceboxError(401, 'Invalid JUICEBOX_API_KEY');
throw new JuiceboxError(err.status ?? 0, `${operation} failed: ${err.message}`);
}
}
```
## Request Builder
```typescript
class JuiceboxSearchBuilder {
private body: Record<string, any> = {};
query(q: string) { this.body.query = q; return this; }
limit(n: number) { this.body.limit = Math.min(n, 100); return this; }
location(loc: string) { this.body.location = loc; return this; }
title(t: string) { this.body.title_filter = t; return this; }
company(c: string) { this.body.company_filter = c; return this; }
yearsExp(min: number, max: number) { this.body.years_experience = { min, max }; return this; }
build() { return this.body; }
}
// Usage: new JuiceboxSearchBuilder().query('ML engineer').location('San Francisco').yearsExp(3, 8).build();
```
## Response Types
```typescript
interface Profile {
id: string; name: string; title: string; company: string;
linkedin_url: string; location: string; skills: string[]; experience_years: number;
}
interface SearchResponse {
profiles: Profile[]; total: number; has_more: boolean; cursor?: string;
}
interface EnrichResult {
profile: Profile; education: Array<{ school: string; degree: string; year: number }>;
experience: Array<{ company: string; title: string; start: string; end: string | null }>;
}
```
## Testing Utilities
```typescript
export function mockProfile(overrides: Partial<Profile> = {}): Profile {
return { id: 'prof-001', name: 'Jane Smith', title: 'Senior ML Engineer',
company: 'Acme Corp', linkedin_url: 'https://linkedin.com/in/janesmith',
location: 'San Francisco, CA', skills: ['Python', 'PyTorch', 'MLOps'],
experience_years: 6, ...overrides };
}
export function mockSearchResponse(count = 3): SearchResponse {
return { profiles: Array.from({ length: count }, (_, i) => mockProfile({ id: `prof-${i}` })),
total: count, has_more: false };
}
```
## Error Handling
| Pattern | When to Use | Example |
|---------|-------------|---------|
| `safeCall` wrapper | All Juicebox API calls | Structured error with operation context |
| Retry on 429 | Batch search pipelines | 5s backoff before retry |
| LinkedIn dedup | Multi-query search | `Set<string>` on `linkedin_url` prevents duplicates |
| Cursor pagination | Search results > 100 | Pass `cursor` from previous response |
## Prerequisites
- A typed client boundary, secret-manager reference, sandbox workspace, approved source/destination allowlist, and synthetic prospect fixture.
## Instructions
1. Construct clients from scoped environment configuration and reject unknown workspace, source, or destination before a request is sent.
2. Centralize source-authority, suppression, schema, redaction, and idempotency checks in the client boundary.
3. Model partial/denied responses explicitly; never turn a denied or unverified enrichment into a success or export fallback.
4. Test malformed data, rate limits, source/suppression rejection, and rollback using synthetic fixtures only.
## Output
Produce a client-contract receipt with SDK revision, environment, source/destination policy revisions, fixture result, error classification, aggregate counts, export-count assertion, and rollback behavior. Exclude contacts, enrichment data, and credentials.
## Examples
`sdk=v3; env=sandbox; source=synthetic; destination=approved; suppression=pass; malformed=blocked; contacts_exported=0; telemetry=aggregate-only` is a safe SDK result.
## Resources
- Juicebox API Docs
## Next Steps
Apply patterns in `juicebox-core-workflow-a`.
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