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SKILL.md

name juicebox-core-workflow-b
description Implement Juicebox candidate enrichment workflow. Use when enriching profile data, gathering additional candidate details, or building comprehensive candidate profiles. Trigger with phrases like "juicebox enrich profile", "juicebox candidate details", "enrich candidate data", "juicebox profile enrichment".
allowed-tools Read, Write, Edit, Bash(npm:*), Bash(pip:*), Grep
version 1.0.0
license MIT
author Jeremy Longshore <jeremy@intentsolutions.io>

Juicebox Candidate Enrichment Workflow

Overview

Enrich candidate profiles with additional data including contact information, work history, and skills verification.

Prerequisites

  • Juicebox SDK configured
  • Search workflow implemented (juicebox-core-workflow-a)
  • Data storage for enriched profiles

Instructions

Step 1: Define Enrichment Schema

// types/enrichment.ts
export interface EnrichedProfile {
  id: string;
  basicInfo: {
    name: string;
    title: string;
    company: string;
    location: string;
  };
  contact: {
    email?: string;
    phone?: string;
    linkedin?: string;
  };
  experience: WorkExperience[];
  education: Education[];
  skills: Skill[];
  lastEnriched: Date;
}

export interface WorkExperience {
  company: string;
  title: string;
  startDate: string;
  endDate?: string;
  description?: string;
}

Step 2: Implement Enrichment Service

// services/enrichment.ts
import { JuiceboxService } from '../lib/juicebox-client';

export class ProfileEnrichmentService {
  constructor(private juicebox: JuiceboxService) {}

  async enrichProfile(profileId: string): Promise<EnrichedProfile> {
    // Fetch full profile details
    const fullProfile = await this.juicebox.getProfile(profileId, {
      include: ['contact', 'experience', 'education', 'skills']
    });

    // Validate and structure data
    const enriched: EnrichedProfile = {
      id: profileId,
      basicInfo: {
        name: fullProfile.name,
        title: fullProfile.title,
        company: fullProfile.company,
        location: fullProfile.location
      },
      contact: {
        email: fullProfile.email,
        phone: fullProfile.phone,
        linkedin: fullProfile.linkedinUrl
      },
      experience: this.parseExperience(fullProfile.workHistory),
      education: this.parseEducation(fullProfile.education),
      skills: this.parseSkills(fullProfile.skills),
      lastEnriched: new Date()
    };

    return enriched;
  }

  async batchEnrich(profileIds: string[]): Promise<EnrichedProfile[]> {
    const batchSize = 10;
    const results: EnrichedProfile[] = [];

    for (let i = 0; i < profileIds.length; i += batchSize) {
      const batch = profileIds.slice(i, i + batchSize);
      const enriched = await Promise.all(
        batch.map(id => this.enrichProfile(id))
      );
      results.push(...enriched);

      // Rate limit protection
      if (i + batchSize < profileIds.length) {
        await sleep(1000);
      }
    }

    return results;
  }
}

Step 3: Store Enriched Data

// storage/profiles.ts
export class ProfileStorage {
  async saveEnrichedProfile(profile: EnrichedProfile): Promise<void> {
    await db.profiles.upsert({
      where: { id: profile.id },
      create: profile,
      update: {
        ...profile,
        lastEnriched: new Date()
      }
    });
  }

  async getStaleProfiles(olderThan: Date): Promise<string[]> {
    const stale = await db.profiles.findMany({
      where: {
        lastEnriched: { lt: olderThan }
      },
      select: { id: true }
    });
    return stale.map(p => p.id);
  }
}

Output

  • Enriched profile schema
  • Batch enrichment service
  • Data persistence layer
  • Freshness tracking

Error Handling

Error Cause Solution
Profile Not Found Invalid ID Verify profile exists
Partial Data Limited access Handle optional fields
Rate Limited Too many requests Implement backoff

Examples

Enrichment Pipeline

const enrichmentService = new ProfileEnrichmentService(juicebox);
const storage = new ProfileStorage();

// Enrich search results
const candidates = await searchPipeline.searchCandidates(criteria);
const profileIds = candidates.slice(0, 20).map(c => c.id);

const enriched = await enrichmentService.batchEnrich(profileIds);

for (const profile of enriched) {
  await storage.saveEnrichedProfile(profile);
  console.log(`Enriched: ${profile.basicInfo.name}`);
}

Resources

Next Steps

After enrichment, explore juicebox-common-errors for error handling patterns.