Skip to main content
Glama

Open-Source MCP servers

Production-ready MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

X
10,429 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • Code Analysis MCP Server

    saiprashanths
    A
    security
    F
    license
    A
    quality
    The server facilitates natural language interactions for exploring and understanding codebases, providing insights into data models and system architecture using a cost-effective, simple setup with support for existing Claude Pro subscriptions.
    Last updated -
    4
    20
    • Apple

  • Contextual MCP Serverofficial

    ContextualAI
    A
    security
    F
    license
    A
    quality
    A Model Context Protocol server that provides Retrieval-Augmented Generation capabilities using Contextual AI, enabling AI interfaces like Cursor IDE and Claude Desktop to query domain-specific knowledge with context-aware responses and source citations.
    Last updated -
    1
    19

  • Codebase MCP Server

    Ravenight13
    -
    security
    F
    license
    -
    quality
    Enables AI assistants to semantically search and understand code repositories using PostgreSQL with pgvector embeddings. Provides repository indexing, natural language code search, and development task management with git integration.
    Last updated -
    • Apple
    • Linux

  • AutoDev Codebase MCP Server

    anrgct
    -
    security
    F
    license
    -
    quality
    HTTP-based server that provides semantic code search capabilities to IDEs through the Model Context Protocol, allowing efficient codebase exploration without repeated indexing.
    Last updated -
    20
    84
    • Apple
    • Linux

  • Codebase MCP

    DeDeveloper23
    A
    security
    A
    license
    A
    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
    • Linux
    • Apple

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord

  • Codebase MCP Server

    cmaujean
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that analyzes application codebases with real-time file watching, providing AI assistants like Claude with deep insights into project structure, code patterns, and architecture.
    Last updated -
    MIT License

  • Financial Analysis MCP Server

    NARAVINDR321
    -
    security
    F
    license
    -
    quality
    Enables LLMs to retrieve, analyze, and visualize stock prices and financial report data for quantitative trading research and investment analysis. Provides real-time and historical stock data, financial statement analysis, key metric calculations, and trading signal visualization.
    Last updated -
    13

  • Codebase RAG MCP Server

    allentcm
    -
    security
    F
    license
    -
    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

  • MCP Codebase Insight

    tosin2013
    -
    security
    F
    license
    -
    quality
    A server component of the Model Context Protocol that provides intelligent analysis of codebases using vector search and machine learning to understand code patterns, architectural decisions, and documentation.
    Last updated -
    11

  • Task API Server

    milkosten
    A
    security
    F
    license
    A
    quality
    A Model Context Protocol implementation that provides a standardized interface for task management, supporting both STDIO mode for CLI/AI applications and HTTP+SSE mode for browser-based clients.
    Last updated -
    4
    10

  • Task Manager

    abyssbugg
    -
    security
    A
    license
    -
    quality
    Enables users to manage tasks through a simple JSON file interface. Provides basic task management functionality by reading and writing to a configurable tasks.json file.
    Last updated -
    7
    MIT License

  • MCP Code Analysis Server

    johannhartmann
    -
    security
    A
    license
    -
    quality
    An intelligent server that provides semantic code search, domain-driven analysis, and advanced code understanding for large codebases using LLMs and vector embeddings.
    Last updated -
    5
    MIT License

  • MCP Task

    just-every
    A
    security
    A
    license
    A
    quality
    Async MCP server for running long-running AI tasks with real-time progress monitoring, enabling users to start, monitor, and manage complex AI workflows across multiple models.
    Last updated -
    6
    26
    4
    MIT License

  • mcp-adr-analysis-server

    tosin2013
    -
    security
    A
    license
    -
    quality
    Transform your codebase into professional architectural decision records with intelligent AI analysis
    Last updated -
    36
    191
    10
    MIT License

  • Task Trellis MCP

    langadventurellc
    A
    security
    A
    license
    A
    quality
    An MCP server for Task Trellis that provides tools for AI coding agents to manage tasks, currently featuring a simple hello_world demonstration tool.
    Last updated -
    12
    16
    5
    GPL 3.0

  • Task Manager MCP

    localSummer
    -
    security
    F
    license
    -
    quality
    Enables intelligent task management with status tracking, dependency resolution, and automatic next task discovery based on preconditions and priorities. Supports hierarchical task structures with subtasks and flexible JSON-based configuration.
    Last updated -
    1

  • Task Manager MCP Server

    aafsar
    -
    security
    F
    license
    -
    quality
    Enables AI assistants to manage tasks through a comprehensive interface with 8 tools for creating, updating, searching, and tracking tasks with priorities, categories, and due dates. Features persistent file-based storage, advanced filtering, and task statistics for complete task management workflow.
    Last updated -
    8
    • Apple

  • Task Manager MCP Server

    tradesdontlie
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server providing comprehensive task management capabilities with support for project organization, task tracking, and automatic PRD parsing into actionable items.
    Last updated -
    26
    MIT License
    • Linux
    • Apple

  • MCP Qdrant Codebase Embeddings

    steiner385
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol server that provides semantic understanding of codebases using Qdrant vector database, enabling AI assistants to search files by purpose, discover relationships between files, analyze architecture, and identify refactoring opportunities.
    Last updated -

  • @lex-tools/codebase-context-dumperofficial

    lex-tools
    A
    security
    A
    license
    A
    quality
    A Model Context Protocol (MCP) server designed to easily dump your codebase context into Large Language Models (LLMs).
    Last updated -
    1
    24
    2
    Apache 2.0

  • Task Manager MCP Server

    blizzy78
    A
    security
    A
    license
    A
    quality
    This MCP server enables agents to manage complex tasks by providing tools for registration, complexity assessment, breakdown into subtasks, and status tracking throughout the task lifecycle.
    Last updated -
    4
    51
    2
    MIT License

  • Task Manager MCP Server

    jhawkins11
    -
    security
    F
    license
    -
    quality
    An MCP server that integrates with AI editors like Cursor to maximize agentic capabilities while solving context window limitations, providing a Svelte UI for task planning and implementation tracking.
    Last updated -
    20

  • Remote MCP Server for Website Analysis

    elizabethsiegle
    -
    security
    F
    license
    -
    quality
    An authless Cloudflare Workers server that provides tools to scrape, analyze, and answer questions about websites using Cloudflare's Browser Rendering and AI capabilities.
    Last updated -
    6
    • Apple

  • Shrimp Task Manager

    cjo4m06
    A
    security
    A
    license
    A
    quality
    MCP Shrimp Task Manager is a task tool built for AI Agents, emphasizing chain-of-thought, reflection, and style consistency. It converts natural language into structured dev tasks with dependency tracking and iterative refinement, enabling agent-like developer behavior in reasoning AI systems.
    Last updated -
    15
    597
    1,764
    TypeScript
    MIT License
    • Linux
    • Apple

  • GitLab MCP for Code Review

    mehmetakinn
    -
    security
    A
    license
    -
    quality
    An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.
    Last updated -
    33
    MIT License
    • Linux
    • Apple

  • Python Codebase Analysis RAG System

    shervinemp
    -
    security
    F
    license
    -
    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

  • Frontend Code Analysis MCP

    cmc12138
    -
    security
    F
    license
    -
    quality
    Analyzes frontend project code (React, Vue, Angular) and converts it into AI-understandable flow diagrams and object structures. Provides tools for code analysis, variable/function/component inspection, and project structure insights.
    Last updated -
    10

  • MCP Chat Analysis Server

    rebots-online
    -
    security
    A
    license
    -
    quality
    Facilitates semantic analysis of chat conversations through vector embeddings and knowledge graphs, offering tools for semantic search, concept extraction, and conversation pattern analysis.
    Last updated -
    11
    MIT License