MCP server for contextual codebase analysis and task-focused code understanding

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MCP server for contextual codebase analysis and task-focused code understanding

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Why this server?
This server is specifically designed to help LLMs understand and navigate complex codebases by providing continuous repository mapping, which is ideal for getting a structured codebase context dump.
RepoMap
pdavis68
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security
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license
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quality
A powerful tool designed to help, primarily LLMs, understand and navigate complex codebases. It functions both as a command-line application for on-demand analysis and as an MCP (Model Context Protocol) server, providing continuous repository mapping capabilities to other applications. By generating
Last updated -
2
45
Apache 2.0
Why this server?
This universal AI assistant server offers intelligent mode selection and smart file handling, allowing it to adapt to tasks like code analysis and maintain context across conversations, providing an optimized way to get codebase context.
SAGE-MCP
david-strejc
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security
F
license
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quality
A universal AI assistant MCP server that transforms Claude into a multi-talented development assistant with intelligent mode selection, conversation continuity, and smart file handling. Automatically adapts to different tasks like debugging, code analysis, planning, and testing while supporting multiple AI providers and maintaining context across conversations.
Last updated -
7
Why this server?
Enables semantic code search across entire codebases using natural language queries, providing fast indexing and ranked results for precisely what the agent needs to solve a task, optimizing context delivery.
Codebase RAG MCP Server
allentcm
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security
F
license
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quality
Enables semantic search and retrieval of code files using embeddings stored in PostgreSQL. Supports intelligent codebase exploration through natural language queries, file listing, and content retrieval.
Last updated -
6
Why this server?
Focuses on semantic code search across entire codebases, delivering optimized context dumps by providing fast indexing and ranked search results with line numbers and file paths for relevant code snippets.
Seroost Search MCP Server
Parado-xy
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security
F
license
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quality
Enables AI agents to perform semantic code search across entire codebases using natural language queries. Provides fast indexing and ranked search results with line numbers and file paths through the Seroost search engine.
Last updated -
3
9
Why this server?
This server is designed to help AI agents retrieve and understand entire codebases at once, serving as a comprehensive tool for getting a full codebase context dump for further processing.
Codebase MCP
DeDeveloper23
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security
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license
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quality
A Model Context Protocol server that enables AI agents to retrieve and understand entire codebases at once, providing tools to analyze local workspaces or remote GitHub repositories.
Last updated -
3
54
MIT License
Why this server?
Provides semantic code search across projects using AI embeddings to find code by meaning rather than just text matching, ensuring an optimized context dump for relevant information.
Smart Code Search MCP Server
stevenjjobson
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security
A
license
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quality
Enables semantic code search across projects using AI embeddings to find code by meaning rather than just text matching. Provides fast intelligent search, symbol analysis, and code similarity detection with multi-language support.
Last updated -
MIT License
Why this server?
Offers semantic code search, advanced architectural analysis, and codebase indexing with vector embeddings, enabling AI assistants to understand and navigate large codebases through graph-based relationships, providing optimized context.
CodeGraph CLI MCP Server
Jakedismo
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security
F
license
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quality
A high-performance CLI tool that provides semantic code search, advanced architectural analysis, and codebase indexing with vector embeddings across multiple programming languages. Enables AI assistants to understand and navigate large codebases through graph-based relationships and intelligent code pattern detection.
Last updated -
4
Why this server?
Analyzes Python codebases using AST and stores code elements in a vector database, enabling natural language queries about code structure and functionality using RAG for optimized context retrieval.
Python Codebase Analysis RAG System
shervinemp
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security
F
license
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quality
An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.
Last updated -
5
Why this server?
Transforms GitHub repositories into a documentation hub for AI assistants, enabling access to up-to-date documentation and code with smart search capabilities, which helps in getting optimized codebase context.
GitMCP
anillahane
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security
A
license
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quality
Transforms any GitHub repository into a documentation hub for AI assistants, enabling access to up-to-date documentation and code to eliminate hallucinations. Supports repository-specific and dynamic endpoints with smart search capabilities.
Last updated -
Apache 2.0
Why this server?
Indexes local Python code into a Neo4j graph database for deep code understanding and relationship analysis, enabling querying of code structure, dependencies, and impact analysis through natural language for optimized context.
CodeGraphContext
Shashankss1205
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security
A
license
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quality
Indexes local Python code into a Neo4j graph database to provide AI assistants with deep code understanding and relationship analysis. Enables querying code structure, dependencies, and impact analysis through natural language interactions.
Last updated -
34
MIT License