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.

10,362 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • A
    security
    A
    license
    A
    quality
    Provides tools for accessing coding style guidelines and best practices for various technologies including Java, Python, and React.
    Last updated -
    3
    14
    MIT License
  • -
    security
    F
    license
    -
    quality
    Enables Claude to perform thorough code reviews by integrating with Codex and Gemini CLIs to provide senior-level feedback on code quality, security, performance, and best practices. Supports reviewing code snippets, individual files, or entire directories with automatic detection of available review tools.
    Last updated -
    4
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that enables Claude to execute Python code using boto3 to query and manage AWS resources directly from conversations.
    Last updated -
    1
    22
    MIT License
    • Linux
  • -
    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
  • A
    security
    F
    license
    A
    quality
    A specialized code review service that provides 36+ critics for different programming aspects and 3 fixing strategies to automatically address identified issues in a two-step workflow.
    Last updated -
    • Apple
    • Linux
  • -
    security
    A
    license
    -
    quality
    An MCP server that provides tools for standardized Git branch management and Jira integration, allowing developers to create, validate branches according to conventions and synchronize with Jira issues.

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord
  • -
    security
    F
    license
    -
    quality
    Server that enhances the capabilities of the Cline coding agent. It provides intelligent code suggestions, reduces hallucinations, and documents the knowledge base by leveraging your project's documentation and detecting the technologies used in your codebase.
    Last updated -
    12
  • A
    security
    A
    license
    A
    quality
    Implements Model Context Protocol (MCP) to enable interaction with CODING DevOps platform through standardized interfaces for managing projects and work items.
    Last updated -
    6
    4
    1
    MIT License
  • A
    security
    A
    license
    A
    quality
    Enables LLMs to retrieve and analyze Steam game reviews, providing access to review statistics, game information, and helping summarize pros and cons of games.
    Last updated -
    1
    17
    5
    MIT License
  • A
    security
    A
    license
    A
    quality
    Enables comprehensive GitHub PR reviews through Cursor's AI by fetching PR diffs, running static analysis tools (ESLint, Prettier, TypeScript, Semgrep), executing tests, and generating detailed code review reports with inline comments.
    Last updated -
    9
    994
    1
    MIT License
    • Apple
  • -
    security
    F
    license
    -
    quality
    A personal AI coding assistant that connects to various development environments and helps automate tasks, provide codebase insights, and improve coding decisions by leveraging the Model Context Protocol.
    Last updated -
    • Apple
    • Linux
  • -
    security
    A
    license
    -
    quality
    Real-time hydrological information retrieval service that provides water level, precipitation, dam discharge data, and observatory location information.
    Last updated -
    1
    Apache 2.0
    • Linux
    • Apple
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.
    Last updated -
    27
    431
    MIT License
  • -
    security
    A
    license
    -
    quality
    An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.
    Last updated -
    5
    MIT License
    • Apple
    • Linux
  • -
    security
    A
    license
    -
    quality
    Enables AI assistants to review GitLab merge requests by fetching diffs, analyzing code changes, adding comments, and managing approvals through the GitLab API. Supports comprehensive merge request analysis and version comparison for automated code review workflows.
    Last updated -
    1
    MIT License
  • -
    security
    F
    license
    -
    quality
    Enables automated GitHub Pull Request reviews using local Ollama, Cursor CLI, or Gemini CLI as AI providers. Supports customizable review prompts, comprehensive PR analysis, and optional auto-posting of reviews to GitHub.
    Last updated -
    5
    • Apple
    • Linux
  • A
    security
    A
    license
    A
    quality
    An MCP server that provides code review functionality using OpenAI, Google, and Anthropic models, serving as a "second opinion" tool that works with any MCP client.
    Last updated -
    1
    10
    17
    MIT License
    • Linux
    • Apple
  • -
    security
    F
    license
    -
    quality
    Provides integration with Gerrit code review system, allowing AI assistants to fetch change details and compare patchset differences for code reviews.
    Last updated -
    27
    • Apple
    • Linux
  • A
    security
    F
    license
    A
    quality
    An MCP server that visually reviews UI edit requests by comparing screenshots before and after edits, ensuring changes satisfy user requests.
    Last updated -
    1
    6
    30
  • -
    security
    A
    license
    -
    quality
    Enables AI assistants to review GitLab merge requests by fetching changes, analyzing diffs, adding comments, and managing approvals through the GitLab API. Supports complete merge request analysis, file-specific reviews, and version comparisons.
    Last updated -
    3
    MIT License
  • -
    security
    F
    license
    -
    quality
    Enables character management and semantic search for the Auto-Movie application through WebSocket communication. Supports creating characters with personality/appearance descriptions and finding similar characters using natural language queries with embedding-based similarity matching.
    Last updated -
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.
    Last updated -
    27
    431
    MIT License
  • -
    security
    F
    license
    -
    quality
    A unified HTTP/HTTPS service that exposes Model Context Protocol (MCP) functionality over HTTP endpoints, allowing clients to list available tools and call them through a standardized API.
    Last updated -
    8
  • -
    security
    F
    license
    -
    quality
    A Model Context Protocol (MCP) server providing comprehensive access to the XRP Ledger (XRPL). This service enables AI models to interact with XRPL through standardized endpoints.
    Last updated -
    3
  • -
    security
    F
    license
    -
    quality
    Provides GPU-accelerated gradient boosting model training and inference through a cloud service. Enables AI agents to train models on NVIDIA A10G GPUs and get fast cached predictions with portable model artifacts.
    Last updated -
    1
  • A
    security
    F
    license
    A
    quality
    Get access to real-time SEO data, including: keyword insights, backlink data, traffic estimates and more. Allow AI tools and Large Language Models (LLMs) to tap into the real-time SEO Review Tools API with natural language commands.
    Last updated -
    8
    0
    2
  • A
    security
    F
    license
    A
    quality
    Analyzes codebases using Repomix and LLMs to provide structured code reviews with specific issues and recommendations, supporting multiple LLM providers including OpenAI, Anthropic, and Gemini.
    Last updated -
    2
    28
  • A
    security
    A
    license
    A
    quality
    A lightweight, configurable server that fetches coding guidelines, security rules, and validation patterns from external sources to help development teams maintain code quality standards in WordPress projects.
    Last updated -
    3
    5
    MIT License
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol implementation that enables AI assistants to interact with markdown documentation files, providing capabilities for document management, metadata handling, search, and documentation health analysis.
    Last updated -
    14
    28
    45
    MIT License
    • Apple
    • Linux
  • -
    security
    A
    license
    -
    quality
    Provides semantic memory and persistent storage for Claude, leveraging ChromaDB and sentence transformers for enhanced search and retrieval capabilities.
    Last updated -
    3
    774
    Apache 2.0
    • Linux
  • -
    security
    F
    license
    -
    quality
    Enables AI-powered document analysis and querying for project documentation using vector embeddings stored in Redis. Supports document upload, context-aware Q\&A, automatic test case generation, and requirements traceability through OpenAI integration.
    Last updated -
    596