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.

11,980 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • -
    security
    -
    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 -
  • A
    security
    A
    license
    A
    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 -
    5
    2
    Apache 2.0
  • 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
    3
    3
  • 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
  • A
    security
    A
    license
    A
    quality
    Generates complete SEO-optimized Etsy product listings including titles, descriptions, tags, and pricing suggestions. Helps Etsy sellers create compelling listings that rank higher in search results and save hours of manual work.
    Last updated -
    1
    165
    1
    MIT License
    • Apple

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord
  • -
    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 -
    36
  • -
    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 -
    15
    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
    -
    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
  • 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
    6
  • -
    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 -
    8
  • -
    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
  • -
    security
    A
    license
    -
    quality
    Provides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.
    Last updated -
    2
    MIT License
  • A
    security
    A
    license
    A
    quality
    This MCP wraps Bitrefill public API to allow agents to search for products and shop using cryptocurrencies like Bitcoin, Ethereum, Solana, and many more.
    Last updated -
    4
    21
    6
    MIT License
    • Apple
  • 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
    An MCP Server that provides a conversational interface to the UK Open Banking account information API, allowing agents to interact with bank account data through natural language commands.
    Last updated -
  • A
    security
    A
    license
    A
    quality
    Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.
    Last updated -
    40
    1
    Apache 2.0
  • 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
    31
    1
  • -
    security
    -
    license
    -
    quality
    Facilitates executing system commands and retrieving web data using the Brave Search API by interpreting user intents via a Large Language Model (LLM).
  • A
    security
    A
    license
    A
    quality
    Enables AI agents to break down complex tasks into manageable pieces using a structured JSON format with task tracking, context preservation, and progress monitoring capabilities.
    Last updated -
    15
    44
    7
    MIT License
    • Apple
    • Linux
  • -
    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 -
    33
  • -
    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
    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 -
    4
    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
    A
    license
    A
    quality
    Enables users to perform Google Custom Search queries through the Model Context Protocol. Requires Google API credentials and Custom Search Engine configuration for web search functionality.
    Last updated -
    1
    MIT License
  • 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
    8
  • 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
    74
    MIT License
    • Linux
  • -
    security
    F
    license
    -
    quality
    Enables comprehensive Google Meet and Calendar management through Google Calendar API v3 and Google Meet API v2, supporting calendar event creation with Meet links, space management, transcription, recording, attendance tracking, and meeting moderation controls.
    Last updated -
    1
    • Apple
    • Linux