Isaacphi MCP Language Server
I

Isaacphi MCP Language Server

The MCP Language Server project aims to provide development assistance tools such as accurate symbol definition, reference lookup, and diagnostic information for large code projects by integrating the features of the Language Server Protocol (LSP), addressing the limitations of LLMs when handling complex code.
2 points
6.3K

What is the MCP Language Server?

The MCP Language Server is a tool based on the Model Context Protocol (MCP). It enhances developers' coding efficiency in large projects by integrating powerful features of the language server, such as code completion, error detection, and definition lookup.

How to use the MCP Language Server?

By configuring your development environment and connecting to an MCP-supported client (such as Claude Desktop), you can start using the powerful features provided by the language server.

Applicable Scenarios

Suitable for scenarios that involve handling large codebases, require efficient code navigation, symbol lookup, and code quality checking.

Main Features

Read Definition
Get the full source code definition of any symbol (function, type, constant, etc.).
Find References
Locate all usage and reference locations of a symbol in the codebase.
Get Diagnostic Information
Provide diagnostic information for a specific file, including warnings and errors.
Get Code Lenses
Get code lens hints with additional context and actions.
Execute Code Lenses
Run code lens actions.
Apply Text Edits
Allow multiple text modifications to a file programmatically.
Hover Information
Display hover information for a symbol.
Code Actions
Provide code improvement suggestions and operations.
Advantages
Improve code navigation efficiency
Support multiple programming languages
Reduce manual operation time
Limitations
Require language server configuration
Some advanced features may be unstable
Have certain requirements for the network environment

How to Use

Install the Go Language Environment
Ensure that you have installed the Go language environment. Visit https://golang.org/doc/install for installation instructions.
Install the Language Server
Select and install a suitable language server according to your project language.
Configure the MCP Language Server
Add configuration in Claude Desktop or other MCP clients.

Usage Examples

Read Function Definition
Get the full definition of a function named 'calculate'.
Find Class References
Find all references to a class named 'MyClass' in the codebase.

Frequently Asked Questions

How to install the Go language environment?
Does it support multiple programming languages?
How to configure the language server?

Related Resources

MCP Official Documentation
Understand the basics of the MCP protocol.
GitHub Repository
View the project's source code and contribution guidelines.
Language Server List
Learn about supported language servers.

Installation

Copy the following command to your Client for configuration
{
  "mcpServers": {
    "language-server": {
      "command": "go",
      "args": [
        "run",
        "github.com/isaacphi/mcp-language-server@latest",
        "--workspace",
        "/Users/you/dev/yourpythoncodebase",
        "--lsp",
        "/opt/homebrew/bin/pyright",
        "--",
        "--stdio"
      ],
      "env": {
        "DEBUG": "1"
      }
    }
  }
}

{
  "mcpServers": {
    "language-server": {
      "command": "/full/path/to/your/clone/mcp-language-server/server",
      "args": [
        "--workspace",
        "/path/to/workspace",
        "--lsp",
        "/path/to/language/server"
      ],
      "env": {
        "DEBUG": "1"
      }
    }
  }
}
Note: Your key is sensitive information, do not share it with anyone.

Alternatives

V
Vestige
Vestige is an AI memory engine based on cognitive science. By implementing 29 neuroscience modules such as prediction error gating, FSRS - 6 spaced repetition, and memory dreaming, it provides long - term memory capabilities for AI. It includes a 3D visualization dashboard and 21 MCP tools, runs completely locally, and does not require the cloud.
Rust
5.0K
4.5 points
M
Moltbrain
MoltBrain is a long-term memory layer plugin designed for OpenClaw, MoltBook, and Claude Code, capable of automatically learning and recalling project context, providing intelligent search, observation recording, analysis statistics, and persistent storage functions.
TypeScript
5.5K
4.5 points
B
Bm.md
A feature-rich Markdown typesetting tool that supports multiple style themes and platform adaptation, providing real-time editing preview, image export, and API integration capabilities
TypeScript
3.9K
5 points
S
Security Detections MCP
Security Detections MCP is a server based on the Model Context Protocol that allows LLMs to query a unified security detection rule database covering Sigma, Splunk ESCU, Elastic, and KQL formats. The latest version 3.0 is upgraded to an autonomous detection engineering platform that can automatically extract TTPs from threat intelligence, analyze coverage gaps, generate SIEM-native format detection rules, run tests, and verify. The project includes over 71 tools, 11 pre-built workflow prompts, and a knowledge graph system, supporting multiple SIEM platforms.
TypeScript
5.3K
4 points
P
Paperbanana
Python
7.5K
5 points
B
Better Icons
An MCP server and CLI tool that provides search and retrieval of over 200,000 icons, supports more than 150 icon libraries, and helps AI assistants and developers quickly obtain and use icons.
TypeScript
6.1K
4.5 points
A
Assistant Ui
assistant - ui is an open - source TypeScript/React library for quickly building production - grade AI chat interfaces, providing composable UI components, streaming responses, accessibility, etc., and supporting multiple AI backends and models.
TypeScript
7.6K
5 points
A
Apify MCP Server
The Apify MCP Server is a tool based on the Model Context Protocol (MCP) that allows AI assistants to extract data from websites such as social media, search engines, and e-commerce through thousands of ready-to-use crawlers, scrapers, and automation tools (Apify Actors). It supports OAuth and Skyfire proxy payment and can be integrated into MCP clients such as Claude and VS Code through HTTPS endpoints or local stdio.
TypeScript
7.4K
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
34.6K
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
72.6K
4.3 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
20.5K
4.5 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
25.7K
4.3 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
63.8K
4.5 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#
31.5K
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
22.1K
4.5 points
M
Minimax MCP Server
The MiniMax Model Context Protocol (MCP) is an official server that supports interaction with powerful text-to-speech, video/image generation APIs, and is suitable for various client tools such as Claude Desktop and Cursor.
Python
48.5K
4.8 points
AIBase
Zhiqi Future, Your AI Solution Think Tank
© 2026AIBase