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juicebox-upgrade-migration Plan and execute Juicebox SDK upgrades.
Use when upgrading SDK versions, migrating between API versions,
or handling breaking changes.
Trigger with phrases like "upgrade juicebox", "juicebox migration",
"update juicebox SDK", "juicebox breaking changes".
npx skills add jeremylongshore/claude-code-plugins-plus-skills --skill juicebox-upgrade-migration ai automation claude-code devops mcp ai-agents
Juicebox Upgrade & Migration
Overview
Juicebox is an AI-powered people search and analysis platform used for recruiting and market research. The API provides endpoints for dataset management, people searches, and AI-generated analyses. Tracking API versions is essential because Juicebox evolves its search query syntax, dataset schema, and analysis output format — upgrading without testing can break saved search filters, corrupt dataset imports, and change the structure of AI-generated candidate profiles that downstream systems consume.
Version Detection
const JUICEBOX_BASE = "https://api.juicebox.work/v1";
async function detectJuiceboxVersion(apiKey: string): Promise<void> {
const res = await fetch(`${JUICEBOX_BASE}/datasets`, {
headers: { Authorization: `Bearer ${apiKey}`, "Content-Type": "application/json" },
});
const version = res.headers.get("x-juicebox-api-version") ?? "v1";
console.log(`Juicebox API version: ${version}`);
// Check for deprecated search parameters
const searchRes = await fetch(`${JUICEBOX_BASE}/search`, {
method: "POST",
headers: { Authorization: `Bearer ${apiKey}`, "Content-Type": "application/json" },
body: JSON.stringify({ query: "test", limit: 1 }),
});
const deprecation = searchRes.headers.get("x-deprecated-params");
if (deprecation) console.warn(`Deprecated search params: ${deprecation}`);
}
Migration Checklist
Verify search query syntax — filter operators may have changed
Check analysis output format for new or renamed fields
Update dataset import schema if column mapping changed
Test people search result structure (profile fields, enrichment data)
Validate pagination — cursor-based vs. offset may have changed
Update SDK version in package.json and verify type compatibility
Check webhook payloads for analysis completion events
Run integration tests with sample dataset to verify search quality
Schema Migration // Juicebox search results evolved: flat profile → enriched profile with sources
interface OldSearchResult {
id: string;
name: string;
title: string;
company: string;
email?: string;
linkedin_url?: string;
}
interface NewSearchResult {
id: string;
profile: {
full_name: string;
current_title: string;
current_company: { name: string; domain: string };
emails: Array<{ address: string; type: "work" | "personal"; verified: boolean }>;
social: { linkedin?: string; twitter?: string };
};
match_score: number;
enrichment_sources: string[];
}
function migrateSearchResult(old: OldSearchResult): NewSearchResult {
return {
id: old.id,
profile: {
full_name: old.name,
current_title: old.title,
current_company: { name: old.company, domain: "" },
emails: old.email ? [{ address: old.email, type: "work", verified: false }] : [],
social: { linkedin: old.linkedin_url },
},
match_score: 0,
enrichment_sources: [],
};
}
Rollback Strategy class JuiceboxClient {
private currentVersion: "v1" | "v2";
constructor(private apiKey: string, version: "v1" | "v2" = "v2") {
this.currentVersion = version;
}
async search(query: string, filters?: Record<string, any>): Promise<any> {
try {
const res = await fetch(`https://api.juicebox.work/${this.currentVersion}/search`, {
method: "POST",
headers: { Authorization: `Bearer ${this.apiKey}`, "Content-Type": "application/json" },
body: JSON.stringify({ query, filters }),
});
if (!res.ok) throw new Error(`Juicebox search ${res.status}`);
return await res.json();
} catch (err) {
if (this.currentVersion === "v2") {
console.warn("Falling back to Juicebox API v1");
this.currentVersion = "v1";
return this.search(query, filters);
}
throw err;
}
}
}
Error Handling Migration Issue Symptom Fix Search filter syntax changed 400 Bad Request with invalid filter operatorUpdate filter syntax to new query DSL format Dataset schema mismatch Import succeeds but columns mapped incorrectly Re-map dataset columns using /datasets/schema endpoint Profile field restructured Code crashes accessing result.name (now result.profile.full_name) Update all property access paths to new nested structure Analysis format changed AI analysis output missing expected sections Update parser for new structured analysis response Rate limit reduced 429 Too Many Requests on previously working batch sizesReduce batch size and implement request queuing
Resources
Juicebox Changelog
Juicebox API Documentation
Next Steps For CI pipeline integration, see juicebox-ci-integration.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading/injecting/running secrets via op.
CLI to manage emails via IMAP/SMTP. Use `himalaya` to list, read, write, reply, forward, search, and organize emails from the terminal. Supports multiple accounts and message composition with MML (MIME Meta Language).
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading/injecting/running secrets via op.
CLI to manage emails via IMAP/SMTP. Use `himalaya` to list, read, write, reply, forward, search, and organize emails from the terminal. Supports multiple accounts and message composition with MML (MIME Meta Language).