S

Serena

Serena is a powerful open - source coding agent toolkit that can transform LLMs into full - fledged agents that can work directly on codebases. It provides IDE - like semantic code retrieval and editing tools, supports multiple programming languages, and can be integrated with multiple LLMs via the MCP protocol or the Agno framework.
5 points
772

What is Serena?

Serena is a coding agent toolkit based on the Model Context Protocol (MCP). It can transform large language models (LLMs) into full - fledged agents that can directly operate on codebases. Serena provides semantic code retrieval and editing tools, similar to the functions of an IDE, which can extract code entities at the symbol level and utilize relational structures.

How to use Serena?

Serena can be used in multiple ways: 1) Through Claude Desktop as an MCP server. 2) Integrated with various LLMs via the Agno framework. 3) Through IDE plugins or CLI tools.

Use cases

Serena is suitable for any coding task, including code analysis, planning, designing new components, or refactoring existing components. It can autonomously complete coding tasks from initial analysis to implementation, testing, and finally to submission to the version control system.

Main Features

Semantic code retrievalProvides IDE - like symbol - level code query functionality, capable of understanding code structure and relationships
Code editingSupports symbol - level code editing operations, such as inserting, replacing, and deleting code blocks
Multi - language supportSupports multiple programming languages such as Python, Java, and TypeScript
Multi - model integrationCan be integrated with multiple LLMs via the MCP protocol or the Agno framework

Advantages and Limitations

Advantages
Free and open - source, no subscription fees required
Supports multiple programming languages and LLM models
Provides symbol - level code understanding and editing capabilities
Can autonomously complete the entire coding task from analysis to implementation
Limitations
Requires configuring a language server, and some languages may start slowly
The direct integration with IDEs is not as tight as dedicated IDE plugins
Some advanced features may require technical knowledge for configuration

How to Use

Installation and Configuration
Install the uv tool, clone the Serena repository, copy and adjust the configuration file
Set Project Configuration
Create a project.yml configuration file for each project
Integrate with Claude Desktop
Configure Claude Desktop to use Serena as an MCP server

Usage Examples

Implement a New FeatureSerena can analyze the existing codebase, design, and implement new features
Code RefactoringSerena can identify problems in the code and propose refactoring solutions

Frequently Asked Questions

Which programming languages does Serena support?
How to solve the MCP server startup problem?
Is Serena safe? Will it modify my code?

Related Resources

Serena GitHub Repository
Source code and documentation for Serena
Model Context Protocol
Official documentation for the MCP protocol
Agno Framework
Agno model - independent agent framework
Installation
Copy the following command to your Client for configuration
{
       "mcpServers": {
           "serena": {
               "command": "/abs/path/to/uv",
               "args": ["run", "--directory", "/abs/path/to/serena", "serena-mcp-server", "--project-file", "/abs/path/to/myproject.yml"]
           }
       }
   }
Note: Your key is sensitive information, do not share it with anyone.
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