How to provide context about a code repository to a language learning model (LLM)

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How to provide context about a code repository to a language learning model (LLM)

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Why this server?
Bridges Large Language Models with Language Server Protocol interfaces, improving code suggestions.
LSP MCP Server
Developer Tools Code Analysis Coding Agents
Tritlo
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security
A
license
-
quality
Bridges Large Language Models with Language Server Protocol interfaces, allowing LLMs to access LSP's hover information, completions, diagnostics, and code actions for improved code suggestions.
Last updated 7 months ago
38
106
MIT
Why this server?
Memorizes key aspects of a codebase (logic, style, standards) for use by LLMs.
sourcesage
Knowledge & Memory Code Analysis
sarathsp06
A
security
A
license
A
quality
SourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.
Last updated a year ago
13
7
MIT
Why this server?
Summarizes code files for LLMs, providing structured access to codebase content.
Code Summarizer MCP
Code Analysis Documentation Access Developer Tools
nicobailon
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security
F
license
-
quality
Allows LLM tools like Claude Desktop and Cursor AI to access and summarize code files through a Model Context Protocol server, providing structured access to codebase content without manual copying.
Last updated a year ago
5
Why this server?
Enables comprehensive GitHub operations through natural language, including file management and repository administration.
GitHub MCP Server
Version Control Developer Tools Project Management
tuanle96
A
security
F
license
A
quality
Enables comprehensive GitHub operations through natural language including file management, repository administration, issue tracking, and advanced code searching.
Last updated a year ago
47
2
1
Why this server?
Provides insights into a monorepo's project dependencies, file relationships, executable tasks, and ownership metadata.
Nx MCP Serverofficial
Developer Tools Version Control Hybrid
nrwl
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security
A
license
-
quality
The Nx MCP server provides LLMs with comprehensive insights into your monorepo: project dependencies, file relationships, executable tasks, ownership metadata, technology stacks, custom generators, and Nx documentation. This deep context enables LLMs to produce code perfectly aligned with your archi
Last updated 2 hours ago
60,919
1,395
MIT
Why this server?
Facilitates searching and accessing programming resources across platforms like Stack Overflow, MDN, GitHub, npm, and PyPI.
Code Research MCP Server
Search Documentation Access Developer Tools
nahmanmate
A
security
A
license
A
quality
Facilitates searching and accessing programming resources across platforms like Stack Overflow, MDN, GitHub, npm, and PyPI, aiding LLMs in finding code examples and documentation.
Last updated a year ago
6
43
AGPL 3.0
Why this server?
Enables AI models to access filesystems through privacy-preserving path aliases.
BetterMCPFileServer
File Systems Developer Tools Hybrid
MartinSchlott
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security
A
license
-
quality
A redesigned Model Context Protocol server that enables AI models to access filesystems through privacy-preserving path aliases with an optimized 6-function API interface.
Last updated 6 months ago
1
MIT
Why this server?
Provides comprehensive code analysis tools including syntax analysis and dependency visualization.
CodeAnalysis MCP Server
Code Analysis Developer Tools Documentation Access
0xjcf
A
security
F
license
A
quality
A comprehensive Model Context Protocol server for advanced code analysis that provides tools for syntax analysis, dependency visualization, and AI-assisted development workflow support.
Last updated a month ago
28
7
Why this server?
A TypeScript library for creating Model Context Protocol servers with type safety and parameter validation.
MCPKit
Developer Tools Code Execution
ribeirogab
A
security
A
license
A
quality
A simple TypeScript library for creating Model Context Protocol (MCP) servers with features like type safety, parameter validation, and a minimal code API.
Last updated a year ago
1
6
1
MIT

Nx MCP Serverofficial