How do I get Lightcast API credentials?

You need a registered developer account at the [**Lightcast Developer Portal**](https://lightcast.io/developer). Once approved, you can create an application to receive your **Client ID** and **Client Secret**.

Which API versions does this support?

This integration currently utilizes the latest stable versions of the Skills, Titles, and Occupations APIs provided by the Lightcast platform.

Is global labor data available?

Yes, Lightcast provides labor market data for various international regions. Availability depends on the specific geographic permissions associated with your API credentials.

Lightcast Labor Market MCP Server for CrewAI 10 tools — connect in under 2 minutes

Name: Lightcast Labor Market
Availability: InStock
Author: Vinkius

docs.crewai.com/mcp/overview

Built by Vinkius GDPR 10 Tools Framework

Connect your CrewAI agents to Lightcast Labor Market through Vinkius, pass the Edge URL in the `mcps` parameter and every Lightcast Labor Market tool is auto-discovered at runtime. No credentials to manage, no infrastructure to maintain.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

from crewai import Agent, Task, Crew

agent = Agent(
    role="Lightcast Labor Market Specialist",
    goal="Help users interact with Lightcast Labor Market effectively",
    backstory=(
        "You are an expert at leveraging Lightcast Labor Market tools "
        "for automation and data analysis."
    ),
    # Your Vinkius token. get it at cloud.vinkius.com
    mcps=["https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"],
)

task = Task(
    description=(
        "Explore all available tools in Lightcast Labor Market "
        "and summarize their capabilities."
    ),
    agent=agent,
    expected_output=(
        "A detailed summary of 10 available tools "
        "and what they can do."
    ),
)

crew = Crew(agents=[agent], tasks=[task])
result = crew.kickoff()
print(result)

Fully ManagedVinkius Servers

60%Token savings

High SecurityEnterprise-grade

IAMAccess control

EU AI ActCompliant

DLPData protection

V8 IsolateSandboxed

Ed25519Audit chain

<40msKill switch

Stream every event to Splunk, Datadog, or your own webhook in real-time

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About Lightcast Labor Market MCP Server

Integrate Lightcast (formerly Emsi Burning Glass), the global leader in labor market analytics, directly into your AI workflow. Access the world's most comprehensive skill taxonomy and job title index, track occupation trends and regional labor market summaries, and oversee workforce intelligence using natural language.

When paired with CrewAI, Lightcast Labor Market becomes a first-class tool in your multi-agent workflows. Each agent in the crew can call Lightcast Labor Market tools autonomously, one agent queries data, another analyzes results, a third compiles reports, all orchestrated through Vinkius with zero configuration overhead.

What you can do

Skill Taxonomy Oversight — List and retrieve detailed information for over 30,000 standardized technical and soft skills.
Job Title Intelligence — Monitor standardized job titles and occupations, resolving unique identifiers and regional naming conventions.
Market Analysis — Access high-level labor market summaries for specific economic regions, including job volumes and wage trends.
Workforce Auditing — Retrieve high-level summaries of skill distributions, occupation volumes, and organizational labor market health instantly.

The Lightcast Labor Market MCP Server exposes 10 tools through the Vinkius. Connect it to CrewAI in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect Lightcast Labor Market to CrewAI via MCP

Follow these steps to integrate the Lightcast Labor Market MCP Server with CrewAI.

Install CrewAI

Run pip install crewai

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.com

Customize the agent

Adjust the role, goal, and backstory to fit your use case

Run the crew

Run python crew.py. CrewAI auto-discovers 10 tools from Lightcast Labor Market

Why Use CrewAI with the Lightcast Labor Market MCP Server

CrewAI Multi-Agent Orchestration Framework provides unique advantages when paired with Lightcast Labor Market through the Model Context Protocol.

Multi-agent collaboration lets you decompose complex workflows into specialized roles, one agent researches, another analyzes, a third generates reports, each with access to MCP tools

CrewAI's native MCP integration requires zero adapter code: pass Vinkius Edge URL directly in the `mcps` parameter and agents auto-discover every available tool at runtime

Built-in task delegation and shared memory mean agents can pass context between steps without manual state management, enabling multi-hop reasoning across tool calls

Sequential and hierarchical crew patterns map naturally to real-world workflows: enumerate subdomains → analyze DNS history → check WHOIS records → compile findings into actionable reports

Lightcast Labor Market + CrewAI Use Cases

Practical scenarios where CrewAI combined with the Lightcast Labor Market MCP Server delivers measurable value.

Automated multi-step research: a reconnaissance agent queries Lightcast Labor Market for raw data, then a second analyst agent cross-references findings and flags anomalies. all without human handoff

Scheduled intelligence reports: set up a crew that periodically queries Lightcast Labor Market, analyzes trends over time, and generates executive briefings in markdown or PDF format

Multi-source enrichment pipelines: chain Lightcast Labor Market tools with other MCP servers in the same crew, letting agents correlate data across multiple providers in a single workflow

Compliance and audit automation: a compliance agent queries Lightcast Labor Market against predefined policy rules, generates deviation reports, and routes findings to the appropriate team

Lightcast Labor Market MCP Tools for CrewAI (10)

These 10 tools become available when you connect Lightcast Labor Market to CrewAI via MCP:

get_labor_market_region_summary

Get a high-level labor market summary for a specific economic region

get_lightcast_api_metadata

Retrieve metadata and authorization status for your Lightcast API connection

get_skill_details

Get detailed settings and definition for a specific skill

list_economic_regions

List economic regions and geographies supported by Lightcast

list_labor_market_skills

g., specialized, common) from the Lightcast API. List all technical and soft skills in the Lightcast taxonomy

list_skill_taxonomic_categories

List high-level taxonomic categories for skills

list_standardized_job_titles

List standardized job titles from the Lightcast index

list_standardized_occupations

List occupations categorized by Lightcast (SOC/O*NET compatible)

list_taxonomically_related_skills

Identify skills that are taxonomically related to a target skill

quick_labor_market_audit

Retrieve a high-level summary of skills and occupations in the index

Example Prompts for Lightcast Labor Market in CrewAI

Ready-to-use prompts you can give your CrewAI agent to start working with Lightcast Labor Market immediately.

"Search for skills related to 'Data Science'."

"Show me standardized job titles for 'Software Engineer'."

"Get a labor market summary for 'New York'."

Troubleshooting Lightcast Labor Market MCP Server with CrewAI

Common issues when connecting Lightcast Labor Market to CrewAI through the Vinkius, and how to resolve them.

MCP tools not discovered

Ensure the Edge URL is correct. CrewAI connects lazily when the crew starts. check console output.

Agent not using tools

Make the task description specific. Instead of "do something", say "Use the available tools to list contacts".

Timeout errors

CrewAI has a 10s connection timeout by default. Ensure your network can reach the Edge URL.

Rate limiting or 429 errors

Vinkius enforces per-token rate limits. Check your subscription tier and request quota in the dashboard. Upgrade if you need higher throughput.

Lightcast Labor Market + CrewAI FAQ

Common questions about integrating Lightcast Labor Market MCP Server with CrewAI.

How does CrewAI discover and connect to MCP tools?

CrewAI connects to MCP servers lazily. when the crew starts, each agent resolves its MCP URLs and fetches the tool catalog via the standard tools/list method. This means tools are always fresh and reflect the server's current capabilities. No tool schemas need to be hardcoded.

Can different agents in the same crew use different MCP servers?

Yes. Each agent has its own mcps list, so you can assign specific servers to specific roles. For example, a reconnaissance agent might use a domain intelligence server while an analysis agent uses a vulnerability database server.

What happens when an MCP tool call fails during a crew run?

CrewAI wraps tool failures as context for the agent. The LLM receives the error message and can decide to retry with different parameters, fall back to a different tool, or mark the task as partially complete. This resilience is critical for production workflows.

Can CrewAI agents call multiple MCP tools in parallel?

CrewAI agents execute tool calls sequentially within a single reasoning step. However, you can run multiple agents in parallel using process=Process.parallel, each calling different MCP tools concurrently. This is ideal for workflows where separate data sources need to be queried simultaneously.

Can I run CrewAI crews on a schedule (cron)?

Yes. CrewAI crews are standard Python scripts, so you can invoke them via cron, Airflow, Celery, or any task scheduler. The crew.kickoff() method runs synchronously by default, making it straightforward to integrate into existing pipelines.