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Last9 Last9 MCP Server

The Last9 MCP Server is a service that implements the Model Context Protocol, providing real-time production environment context (logs, metrics, tracing data) for AI agents to help quickly and automatically fix code. It supports multiple IDEs and tools, and provides functions such as exception query, service dependency graph, and log filtering.
2 points
9

What is the Last9 MCP Server?

The Last9 MCP Server is a tool based on the Model Context Protocol (MCP). It allows developers to bring real-time production environment logs, metrics, and tracing data into the local development environment, thereby helping AI assistants diagnose and fix code issues more quickly.

How to use the Last9 MCP Server?

Configuration can be completed in just a few steps, including installation, setting environment variables, and enabling the Last9 MCP Server in the IDE.

Applicable scenarios

Suitable for developers who need to quickly diagnose and solve complex problems in the production environment, especially when using AI-assisted programming.

Main features

Get exceptionsList production exception events within a specified time period.
Get service dependency graphShow the upstream and downstream services of a specific endpoint and their throughput.
Get logsFilter service logs that meet the conditions, supporting filtering by service name and service level.
Get drop rulesView which logs will be filtered out by the Last9 control plane.
Add drop ruleCreate a new drop rule to filter out unwanted logs.

Advantages and limitations

Advantages
Significantly improve AI-assisted debugging efficiency
Support integration with multiple mainstream IDEs
Access production environment context in real-time
Limitations
Require configuration of a Last9 account and API key
Have a certain dependence on network connection

How to use

Install the Last9 MCP Server
Install the Last9 MCP Server via Homebrew or NPM.
Configure environment variables
Set the necessary environment variables, including the authentication token, API address, and refresh token.
Enable the Last9 MCP Server in the IDE
Add the Last9 MCP Server configuration according to the guidance of the corresponding IDE.

Usage examples

Case 1: Troubleshoot production exceptionsLocate recently occurred production exceptions through the get_exceptions() command.
Case 2: Analyze service dependenciesUnderstand the dependencies between services using get_service_graph().

Frequently Asked Questions

How to install the Last9 MCP Server?
Does it support all IDEs?

Related resources

Last9 MCP official documentation
Learn more details about the Model Context Protocol.
Last9 official website
Register a Last9 account and start using.
Installation
Copy the following command to your Client for configuration
{
  "mcpServers": {
    "last9": {
      "command": "/opt/homebrew/bin/last9-mcp",
      "env": {
        "LAST9_AUTH_TOKEN": "<your_auth_token>",
        "LAST9_BASE_URL": "<last9_otlp_host>",
        "LAST9_REFRESH_TOKEN": "<refresh_token_from_last9_dashboard>"
      }
    }
  }
}

{
  "mcpServers": {
    "last9": {
      "command": "/opt/homebrew/bin/last9-mcp",
      "env": {
        "LAST9_AUTH_TOKEN": "<auth_token>",
        "LAST9_BASE_URL": "<last9_otlp_host>",
        "LAST9_REFRESH_TOKEN": "<write_refresh_token>"
      }
    }
  }
}

{
  "mcpServers": {
    "last9": {
      "command": "/opt/homebrew/bin/last9-mcp",
      "env": {
        "LAST9_AUTH_TOKEN": "<auth_token>",
        "LAST9_BASE_URL": "<last9_otlp_host>",
        "LAST9_REFRESH_TOKEN": "<refresh_token>"
      }
    }
  }
}
Note: Your key is sensitive information, do not share it with anyone.
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