JU

juicebox-sdk-patterns

Provides standard patterns for robust integration with the Juicebox people search API.

Install

mkdir -p .claude/skills/juicebox-sdk-patterns && curl -L -o skill.zip "https://agentskills.codes/api/skills/download/5396" && unzip -o skill.zip -d .claude/skills/juicebox-sdk-patterns && rm skill.zip

Installs to .claude/skills/juicebox-sdk-patterns

Activation

This is the description your AI agent reads to decide when to run this skill — the better it matches your request, the more reliably it fires.

Apply production Juicebox SDK patterns.
39 charsno explicit “when” trigger
Intermediate

Key capabilities

  • Implement a singleton client for Juicebox API
  • Handle API rate limits with retry logic
  • Manage API errors with a custom error wrapper
  • Construct search queries with a builder pattern
  • Enrich candidate data using LinkedIn URLs

How it works

The skill provides TypeScript code for a singleton Juicebox client that centralizes API calls, includes an error wrapper for retrying on 429 status codes, and offers a builder for constructing search requests.

Inputs & outputs

You give it
API key, search query, LinkedIn URL
You get back
Search results (profiles) or enriched profile data

When to use juicebox-sdk-patterns

  • Implementing robust API error handling
  • Setting up singleton SDK clients
  • Managing API rate limits
  • Enriching professional profile data

About this skill

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

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

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

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

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

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

PatternWhen to UseExample
safeCall wrapperAll Juicebox API callsStructured error with operation context
Retry on 429Batch search pipelines5s backoff before retry
LinkedIn dedupMulti-query searchSet<string> on linkedin_url prevents duplicates
Cursor paginationSearch results > 100Pass cursor from previous response

Resources

  • Juicebox API Docs

Next Steps

Apply patterns in juicebox-core-workflow-a.

Prerequisites

JUICEBOX_API_KEY environment variable set

Limitations

  • Rate limit retry is a fixed 5-second backoff
  • Error handling specifically addresses 429 and 401 HTTP statuses
  • Search results are limited to 100 items per request without explicit cursor pagination

How it compares

This skill provides structured code patterns for API interaction, error handling, and query building, which is more reliable than direct, unmanaged API calls.

Compared to similar skills

juicebox-sdk-patterns side by side with the closest alternatives in the catalog.

SkillInstallsUpdatedSafetyDifficulty
juicebox-sdk-patterns (this skill)127dReviewIntermediate
api-contract-sync-manager110moNo flagsIntermediate
exa-upgrade-migration127dReviewIntermediate
obsidian-upgrade-migration027dReviewIntermediate

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