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.

9,447 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • 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
  • -
    security
    F
    license
    -
    quality
    A code understanding and generation system designed for Galacean Engine that helps LLMs comprehend the engine architecture and generate high-quality engine code based on user intent.
    Last updated -
  • -
    security
    A
    license
    -
    quality
    Enables solving complex combinatorial optimization problems with logical and numerical constraints through multiple solvers (Z3, CVXPY, HiGHS, OR-Tools). Specializes in portfolio optimization, scheduling, resource allocation, and constraint satisfaction problems.
    Last updated -
    1
    Apache 2.0
  • -
    security
    F
    license
    -
    quality
    MCP server that enables AI assistants to perform SEO automation tasks including keyword research, SERP analysis, and competitor analysis through Google Ads API integration.
    Last updated -
    1
  • -
    security
    F
    license
    -
    quality
    Provides SEO automation with tools for keyword research, SERP analysis, and competitor analysis through Google Ads API integration, enabling AI assistants to access these capabilities via MCP.
    Last updated -
    27

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord
  • -
    security
    A
    license
    -
    quality
    MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine. Create reusable, logic-driven prompts with variables, partials, and conditionals that can be served to any compatible MCP client like Claude Code, Claude Desktop, Gemini CLI, etc.
    Last updated -
    7
    MIT License
    • Apple
  • A
    security
    F
    license
    A
    quality
    A Cursor MCP server that analyzes web pages for SEO issues and validates structured data schemas within your codebase without requiring browser extensions.
    Last updated -
    1
    4
  • -
    security
    A
    license
    -
    quality
    Enables satellite imagery analysis through Google Earth Engine, allowing users to search datasets, calculate vegetation indices like NDVI, filter collections by location and date, and export imagery to cloud storage. Supports major satellite datasets including Sentinel-2, Landsat, and MODIS for applications like agriculture monitoring and deforestation tracking.
    Last updated -
    MIT License
    • Apple
  • -
    security
    F
    license
    -
    quality
    An MCP server that enables natural language interaction with Google's Discovery Engine API, allowing users to search, recommend, and manage data through conversational interfaces.
    Last updated -
  • -
    security
    A
    license
    -
    quality
    Public implementation of MCP for ROS 2 enabling to interact with system visible various robots, capable of: List available topics List available services Call service Subscribe topic to get messages Publish message on topic and more
    Last updated -
    36
    Mozilla Public License 2.0
  • -
    security
    F
    license
    -
    quality
    Provides safe, read-only access to memory analysis and debugging functionality through the Model Context Protocol, allowing users to examine computer memory for software development, security research, and educational purposes.
    Last updated -
    1
  • -
    security
    A
    license
    -
    quality
    A Context Engineering Framework that provides 9 battle-tested development workflows with smart validation to help AI models follow consistent processes.
    Last updated -
    MIT License
  • A
    security
    A
    license
    A
    quality
    Enables search capabilities using a Google Custom Search Engine, allowing users to input a search term and retrieve search result titles, links, and snippets, while facilitating integration with other tools for content extraction and advanced search strategies.
    Last updated -
    1
    28
    The Unlicense
  • -
    security
    F
    license
    -
    quality
    Enables conversational image generation and editing with Google's Gemini 2.5 Flash Image Preview. Supports text-to-image generation, natural language image editing, multi-image composition, and style transfer with optional file saving.
    Last updated -
    4
    3
    1
  • A
    security
    F
    license
    A
    quality
    An MCP-based service that analyzes user search keywords to determine their intent, providing classifications, reasoning, references, and search suggestions to support SEO analysis.
    Last updated -
    1
    27
    1
  • -
    security
    -
    license
    -
    quality
    An MCP server that exposes search and fetch tools for retrieving openly licensed images from Openverse. Returns high-resolution images and metadata suitable for ChatGPT connectors.
  • -
    security
    A
    license
    -
    quality
    🔍 High-Availability Multi-Engine Search Aggregation MCP Server - Intelligent Failover, Unified API, LLM-Optimized Content Processing.
    Last updated -
    1
    MIT License
    • Apple
  • -
    security
    F
    license
    -
    quality
    An AI-focused search engine that enables AI applications to access high-quality knowledge from billions of webpages and ecosystem content sources across various domains including weather, news, encyclopedia, medical information, train tickets, and images.
    Last updated -
    24
  • -
    security
    A
    license
    -
    quality
    Enables AI assistants to perform real-time Google searches with anti-bot protection. Bypasses search engine restrictions using advanced browser automation to extract search results locally without requiring paid API services.
    Last updated -
    3
    MIT License
    • Apple
  • -
    security
    F
    license
    -
    quality
    An intelligent server that helps discover and research MCP servers using the Exa AI search engine, enabling users to find appropriate Model Context Protocol servers for specific requirements.
    Last updated -
    3
    • Apple
    • Linux
  • A
    security
    F
    license
    A
    quality
    Provides integration with Everything Search Engine allowing powerful file search capabilities through the Model Context Protocol with advanced search options like regex, case sensitivity, and sorting.
    Last updated -
    1
    7
  • A
    security
    A
    license
    A
    quality
    The Search MCP Server enables seamless integration of network and local search capabilities in tools like Claude Desktop and Cursor, utilizing the Brave Search API for high-concurrency and asynchronous requests.
    Last updated -
    1
    72
    MIT License
    • Linux
  • -
    security
    F
    license
    -
    quality
    Enables LLMs to interact with DataForSEO and other SEO APIs through natural language, allowing for keyword research, SERP analysis, backlink analysis, and local SEO tasks.
    Last updated -
    585
    53
  • -
    security
    A
    license
    -
    quality
    Server to search PubMed (PubMed is a free, online database that allows users to search for biomedical and life sciences literature). I have created on a day MCP came out but was on vacation, I saw someone post similar server in your DB, but figured to post mine.
    Last updated -
    32
    MIT License
    • Apple
  • -
    security
    F
    license
    -
    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 -
  • A
    security
    F
    license
    A
    quality
    A privacy-friendly MCP server that enables web searches and URL content extraction using DuckDuckGo, allowing AI assistants to access real-time web information without API keys.
    Last updated -
    4
    106
    14
  • -
    security
    A
    license
    -
    quality
    A VS Code extension that integrates DuckDuckGo web search capabilities with GitHub Copilot Chat through a Model Context Protocol server.
    Last updated -
    MIT License
  • -
    security
    A
    license
    -
    quality
    Use Tavily Search to search for news pages or images.
    Last updated -
    MIT License
  • -
    security
    F
    license
    -
    quality
    An MCP server that implements Retrieval-Augmented Generation to efficiently retrieve and process important information from various sources, providing accurate and contextually relevant responses.
    Last updated -