Last9 Last9 MCP Server
L

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
6.9K

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 exceptions
List production exception events within a specified time period.
Get service dependency graph
Show the upstream and downstream services of a specific endpoint and their throughput.
Get logs
Filter service logs that meet the conditions, supporting filtering by service name and service level.
Get drop rules
View which logs will be filtered out by the Last9 control plane.
Add drop rule
Create a new drop rule to filter out unwanted logs.
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 exceptions
Locate recently occurred production exceptions through the get_exceptions() command.
Case 2: Analyze service dependencies
Understand 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.

Alternatives

C
Claude Context
Claude Context is an MCP plugin that provides in - depth context of the entire codebase for AI programming assistants through semantic code search. It supports multiple embedding models and vector databases to achieve efficient code retrieval.
TypeScript
5.2K
5 points
A
Acemcp
Acemcp is an MCP server for codebase indexing and semantic search, supporting automatic incremental indexing, multi-encoding file processing, .gitignore integration, and a Web management interface, helping developers quickly search for and understand code context.
Python
10.2K
5 points
B
Blueprint MCP
Blueprint MCP is a chart generation tool based on the Arcade ecosystem. It uses technologies such as Nano Banana Pro to automatically generate visual charts such as architecture diagrams and flowcharts by analyzing codebases and system architectures, helping developers understand complex systems.
Python
8.3K
4 points
M
MCP Agent Mail
MCP Agent Mail is a mail - based coordination layer designed for AI programming agents, providing identity management, message sending and receiving, file reservation, and search functions, supporting asynchronous collaboration and conflict avoidance among multiple agents.
Python
9.6K
5 points
M
MCP
The Microsoft official MCP server provides search and access functions for the latest Microsoft technical documentation for AI assistants
13.2K
5 points
A
Aderyn
Aderyn is an open - source Solidity smart contract static analysis tool written in Rust, which helps developers and security researchers discover vulnerabilities in Solidity code. It supports Foundry and Hardhat projects, can generate reports in multiple formats, and provides a VSCode extension.
Rust
9.8K
5 points
D
Devtools Debugger MCP
The Node.js Debugger MCP server provides complete debugging capabilities based on the Chrome DevTools protocol, including breakpoint setting, stepping execution, variable inspection, and expression evaluation.
TypeScript
10.0K
4 points
S
Scrapling
Scrapling is an adaptive web scraping library that can automatically learn website changes and re - locate elements. It supports multiple scraping methods and AI integration, providing high - performance parsing and a developer - friendly experience.
Python
11.9K
5 points
N
Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
16.6K
4.5 points
M
Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
27.7K
5 points
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
54.7K
4.3 points
G
Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
18.7K
4.3 points
U
Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
24.6K
5 points
F
Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
51.6K
4.5 points
G
Gmail MCP Server
A Gmail automatic authentication MCP server designed for Claude Desktop, supporting Gmail management through natural language interaction, including complete functions such as sending emails, label management, and batch operations.
TypeScript
18.4K
4.5 points
C
Context7
Context7 MCP is a service that provides real-time, version-specific documentation and code examples for AI programming assistants. It is directly integrated into prompts through the Model Context Protocol to solve the problem of LLMs using outdated information.
TypeScript
77.0K
4.7 points
AIBase
Zhiqi Future, Your AI Solution Think Tank
© 2025AIBase