Lightcast Labor Market MCP Server for AutoGen 10 tools — connect in under 2 minutes
Microsoft AutoGen enables multi-agent conversations where agents negotiate, delegate, and execute tasks collaboratively. Add Lightcast Labor Market as an MCP tool provider through Vinkius and every agent in the group can access live data and take action.
ASK AI ABOUT THIS MCP SERVER
Vinkius supports streamable HTTP and SSE.
import asyncio
from autogen_agentchat.agents import AssistantAgent
from autogen_ext.tools.mcp import McpWorkbench
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
async with McpWorkbench(
server_params={"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"},
transport="streamable_http",
) as workbench:
tools = await workbench.list_tools()
agent = AssistantAgent(
name="lightcast_labor_market_agent",
tools=tools,
system_message=(
"You help users with Lightcast Labor Market. "
"10 tools available."
),
)
print(f"Agent ready with {len(tools)} tools")
asyncio.run(main())
* 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.
AutoGen enables multi-agent conversations where agents negotiate, delegate, and collaboratively use Lightcast Labor Market tools. Connect 10 tools through Vinkius and assign role-based access. a data analyst queries while a reviewer validates, with optional human-in-the-loop approval for sensitive operations.
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 AutoGen 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 AutoGen via MCP
Follow these steps to integrate the Lightcast Labor Market MCP Server with AutoGen.
Install AutoGen
Run pip install "autogen-ext[mcp]"
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Integrate into workflow
Use the agent in your AutoGen multi-agent orchestration
Explore tools
The workbench discovers 10 tools from Lightcast Labor Market automatically
Why Use AutoGen with the Lightcast Labor Market MCP Server
AutoGen provides unique advantages when paired with Lightcast Labor Market through the Model Context Protocol.
Multi-agent conversations: multiple AutoGen agents discuss, delegate, and collaboratively use Lightcast Labor Market tools to solve complex tasks
Role-based architecture lets you assign Lightcast Labor Market tool access to specific agents. a data analyst queries while a reviewer validates
Human-in-the-loop support: agents can pause for human approval before executing sensitive Lightcast Labor Market tool calls
Code execution sandbox: AutoGen agents can write and run code that processes Lightcast Labor Market tool responses in an isolated environment
Lightcast Labor Market + AutoGen Use Cases
Practical scenarios where AutoGen combined with the Lightcast Labor Market MCP Server delivers measurable value.
Collaborative analysis: one agent queries Lightcast Labor Market while another validates results and a third generates the final report
Automated review pipelines: a researcher agent fetches data from Lightcast Labor Market, a critic agent evaluates quality, and a writer produces the output
Interactive planning: agents negotiate task allocation using Lightcast Labor Market data to make informed decisions about resource distribution
Code generation with live data: an AutoGen coder agent writes scripts that process Lightcast Labor Market responses in a sandboxed execution environment
Lightcast Labor Market MCP Tools for AutoGen (10)
These 10 tools become available when you connect Lightcast Labor Market to AutoGen 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 AutoGen
Ready-to-use prompts you can give your AutoGen 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 AutoGen
Common issues when connecting Lightcast Labor Market to AutoGen through the Vinkius, and how to resolve them.
McpWorkbench not found
pip install "autogen-ext[mcp]"Lightcast Labor Market + AutoGen FAQ
Common questions about integrating Lightcast Labor Market MCP Server with AutoGen.
How does AutoGen connect to MCP servers?
Can different agents have different MCP tool access?
Does AutoGen support human approval for tool calls?
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Connect Lightcast Labor Market to AutoGen
Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.