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2025-04-01

为LLMS/AI代理提供语言服务器协议(LSP)服务器功能的模型上下文协议(MCP)服务器。这使AI能够从代码库中获取语言意识上下文。

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LSP MCP

An Model Context Protocol (MCP) server that provides LLMs/AI Agents with the capabilities of a language server protocol (LSP) server. This gives the AI the ability to get language aware context from the codebase.

Example

Input:

Use lsp to give me insights into the following typescript code:

let foo = "bar";
function x() {
  let foo = 123;
  console.log(foo);
}
x();
console.log(foo);

Output:

I'll use LSP (Language Server Protocol) to analyze your TypeScript code. Let me break down what's happening:
Here's what the code does and the insights from LSP analysis:

1. Variable Shadowing:

There are two variables named foo:

A global foo (string type) initialized with the value "bar"
A local foo (number type) inside the function x() initialized with the value 123

2. Execution Flow:

First, the global foo is declared and assigned the value "bar"
When function x() is called, the local foo variable is declared and assigned 123
The console.log(foo) inside the function outputs 123 (the local variable)
After the function finishes, console.log(foo) outputs "bar" (the global variable)

3. Scope Isolation:

The LSP confirms that TypeScript correctly identifies the different types:

The global foo is a string type
The local foo inside the function is a number type

Changes to the local foo don't affect the global foo

This is a classic example of variable shadowing in JavaScript/TypeScript, where a local variable with the same name as a global variable takes precedence within its scope.

Warning

This is in a POC state.

Features

  • Multiple LSPs (Multiple programming language support) at the same time, see sample config
  • Dynamically generates supported LSP method from LSP JSON Schema, see json schema

Quick Start

Claude Desktop

Using Docker (Recommended)

Modify claude_desktop_config.json (As described in the MCP Docs) with the following:

{
  "mcpServers": {
    "lsp": {
      "command": "docker",
      "args": ["run", "-i", "--rm", "docker.io/jonrad/lsp-mcp:0.3.1"]
    }
  }
}

You'll likely want to share some files with the container by passing docker -v /local_dir:/remote_dir. Then you can ask Claude about the files in /remote_dir/<filename>.

Using npx

Note: Claude Desktop is finicky with npx it seems. Sometimes it says the mcp fails but the tools still work. I'll look into this... later 😊

{
  "mcpServers": {
    "lsp": {
      "command": "npx",
      "args": ["-y", "--silent", "git+https://github.com/jonrad/lsp-mcp", "--lsp", "npx -y --silent -p 'typescript@5.7.3' -p 'typescript-language-server@4.3.3' typescript-language-server --stdio"]
    }
  }
}

This will provide Claude with the LSP capabilities of the typescript language server. You can modify the language server by switching the --lsp argument (and then restarting Claude).

Multiple LSPs at the same time is not yet supported.

Cursor

Follow the instructions provided by Cursor. For settings, choose Type = command and Command = docker run ... as mentioned above for claude (eg docker run -i --rm -v <LOCAL_DIR>:<REMOTE_DIR> jonrad/lsp-mcp:<version>)

MCP CLI Client

Follow the instructions for Claude but the config file is located in ~/.llm/config.json

The ABCs (Introduction)

What is an MCP?

What is an LSP?

Development

yarn
yarn mcp-cli # Interactive MCP tool to help with development
yarn dev --help # Get the CLI help

Dependencies

Decisions

  • Using python - I want to leverage a client library that makes the startup of this simple. A lot of LSPs are created in node, but the mature client libraries seem to be dependent on vscode. I like the look of multilspy, so we'll start with python. It helps that I already created a python MCP, so at least I'll have a leg up there
  • uv for package management and such - I've been seeing this used more frequently lately and this is an excuse to learn it. Switching package managers in the future is annoying but doable. I may have to revisit this decision once implementing CI/CD. Maybe I can use this instead of a dependency on taskfile as well? TBD
  • Async when possible - It's 2025
  • Switching to node after all. POC with python was more successful than I expected. But, multilspy doesn't support the entire LSP spec and vscode's library will be easier to work with as node is arguably the defacto standard language of LSP servers/clients.
  • Using the low-level MCP SDK. I think I'll need more control and it's frankly not that complicated as compared to the higher level FastMCP.
  • Using zod for config validation. It's already a dependency for the MCP SDK, so no reason to overthink it.
  • I've set to always use an LSP even for unknown languages (eg LLM provides a textDocument/documentSymbol request for python but there is no python LSP registered). I'll probably revisit this decision.
  • Decided to make the LSPs start only when they are asked something. May make configurable later, but for now this prevents overuse of resources.

Roadmap

This is just a list of things I'd like to do eventually. There is no timeline or order for these.

  • Figure out how to sync capabilities between the LSP client (this) and the LSP server
  • Auto generated the LSP JSON Schema or find where it's published
  • Make json schema a cli argument so we don't have the update code to support new ones
  • Connect to an already running LSP server (via a multiplexing LSP server?)
  • Switch to (Taskfile)[https://taskfile.dev/]
  • Create a proper release process

References

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