mcpbeat

LaborTrends NLP MCP Server

io.github.Evozim/labor-trends
answering

LaborTrends NLP is answering right now. Last checked 4 min ago.

Labor market trend analyzer utilizing advanced NLP semantic parsing.

Uptime history 47 hours of history
47 hours agonow
100.0%
Uptime 24h
92 of 92 checks
—
Tools
hidden behind auth
86 ms
Response time
average over 24h
API key or OAuth
Access
sse

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 4 min ago.

run in your terminal
claude mcp add labor-trends --transport http https://labor-trends-mcp.vercel.app/api/mcp
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "labor-trends": {
      "url": "https://labor-trends-mcp.vercel.app/api/mcp"
    }
  }
}
~/.codex/config.toml
[mcp_servers.labor-trends]
url = "https://labor-trends-mcp.vercel.app/api/mcp"
.cursor/mcp.json
{
  "mcpServers": {
    "labor-trends": {
      "url": "https://labor-trends-mcp.vercel.app/api/mcp"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "labor-trends": {
      "url": "https://labor-trends-mcp.vercel.app/api/mcp"
    }
  }
}

This endpoint answered with an authorization challenge — the server is running, but you need an API key or OAuth to use it.

Endpoints

URLTransportStateLatencyChecked
https://labor-trends-mcp.vercel.app/api/mcp sse needs key 92 ms 4 min ago

LaborTrends NLP — questions

Answers built from our own checks of this server.

Why is there no tool list for LaborTrends NLP?
The server answered our handshake with an authorization challenge, so it is running — but it will not describe its tools to an anonymous client. To see them you need to connect with your own credentials. We record it as alive, not as broken: 100.0% of checks in the last 24 hours got a reply.
Is LaborTrends NLP working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 92 of 92 checks got a reply (100.0%), average response time 86 ms. The bar chart above shows every period we have measured.
How do I connect LaborTrends NLP?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address. You will need your own key or an OAuth login: it refuses anonymous clients.
Does LaborTrends NLP need an API key?
Yes. Every time we knock, LaborTrends NLP answers with an authorization challenge instead of its tool list — that is how we know it is running and gated rather than broken. Bring your own credentials and it will talk.
How fast is LaborTrends NLP?
It answers our handshake in 86 ms on average, which is faster than 88% of all working MCP servers we measure. That puts it in the quick quarter of the ecosystem. The comparison comes from our own checks across the whole registry, every 15 minutes.