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.

11,564 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • A
    security
    -
    license
    A
    quality
    An MCP server that enables Claude and other LLM clients to access Hanzo AI platform capabilities and provide powerful code management tools for analyzing, modifying, and understanding projects.
    Last updated -
    7
    19
    9
    • Apple
    • Linux
  • A
    security
    A
    license
    A
    quality
    Use XAI's latest api functionalities with Grok MCP. It supports image understanding and generation, live search, latest models and more.
    Last updated -
    9
    3
    MIT License
  • A
    security
    -
    license
    A
    quality
    Empower LLMs with fine-grained visual understanding — detect, localize, and describe anything in images with natural language prompts.
    Last updated -
    4
    19
    85
    Apache 2.0
    • Apple
    • Linux
  • A
    security
    -
    license
    A
    quality
    An MCP server that enables AI models to retrieve information from Ragie's knowledge base through a simple 'retrieve' tool.
    Last updated -
    49
    75
    MIT License
    • Apple
  • A
    security
    -
    license
    A
    quality
    A bridge between large language models and Dutch parliamentary data, providing access to Dutch parliamentary documents, debates, and member information from the Tweede Kamer.
    Last updated -
    14
    6
    15
    MIT License
    • Apple
  • A
    security
    -
    license
    A
    quality
    Provides seamless access to Grok AI's capabilities (chat completion, image understanding, and function calling) directly from Cline via the Model Context Protocol.
    Last updated -
    3
    27
    15
    MIT License

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord
  • A
    security
    -
    license
    A
    quality
    A FastMCP server implementation that facilitates resource-based access to AI model inference, focusing on image generation through the Replicate API, with features like real-time updates, webhook integration, and secure API key management.
    Last updated -
    16
    • Apple
  • A
    security
    -
    license
    A
    quality
    This server implements the Model Context Protocol to facilitate meaningful interaction and understanding development between humans and AI through structured tools and progressive interaction patterns.
    Last updated -
    54
  • A
    security
    -
    license
    A
    quality
    An MCP server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question for more comprehensive answers.
    Last updated -
    2
    65
    MIT License
    • Apple
  • A
    security
    -
    license
    A
    quality
    Analyzes source code dependencies across multiple programming languages in the specified directory to identify file relationships, assisting in dependency management and project structure understanding.
    Last updated -
    1
    1
    MIT License
  • A
    security
    -
    license
    A
    quality
    MCP Compass is a discovery and recommendation service that assists AI assistants in finding and understanding Model Context Protocol servers through natural language queries.
    Last updated -
    1
    182
    190
    MIT License
    • Apple
    • Linux
  • A
    security
    -
    license
    A
    quality
    A Model Context Protocol server that enables AI assistants to analyze Python code, add type annotations, and perform type checking using Pyrefly's type inference engine.
    Last updated -
    4
    1
    MIT License
  • A
    security
    -
    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
  • -
    security
    -
    license
    -
    quality
    A Model Context Protocol server that enhances AI agents by providing deep semantic understanding of codebases, enabling more intelligent interactions through advanced code search and contextual awareness.
    Last updated -
    67
    MIT License
    • Apple
  • -
    security
    -
    license
    -
    quality
    Enables secure read-only access to MySQL databases with automatic database inference from project context. Provides safe querying capabilities with built-in security features like parameterized queries, whitelisting, and rate limiting.
    Last updated -
    1
    MIT License
  • -
    security
    -
    license
    -
    quality
    A server providing rigorous causal inference tools through the Model Context Protocol (MCP), offering 42 specialized causal analysis tools that cover modeling, effect estimation, attribution, root cause analysis, counterfactuals, and sensitivity analysis.
    Last updated -
    MIT License
  • -
    security
    -
    license
    -
    quality
    Enables comprehensive JSON file operations including reading, writing, transforming, and analyzing JSON data from local files and URLs. Supports JSON pointer access, schema inference, data merging, and specialized market data optimization tools.
  • -
    security
    -
    license
    -
    quality
    Generic tools for all Marketing Cloud Engagement REST and SOAP APIs BU‑scoped authentication (account_id) and SOAP ClientIDs support Turn-key Heroku MCP deployment and compatibility with Heroku Managed Inference and Agents
  • -
    security
    -
    license
    -
    quality
    Provides a project memory bank and RAG context provider for enhanced code understanding and management through vector embeddings, integrated with RooCode and Cline.
    Last updated -
    18
    • Apple
  • -
    security
    -
    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
  • -
    security
    -
    license
    -
    quality
    A simple demonstration MCP server that responds with "4" when greeted with "hello". Serves as a basic example for understanding MCP server implementation.
    Last updated -
  • -
    security
    -
    license
    -
    quality
    An intelligent codebase processing server that provides agentic RAG capabilities for code repositories, enabling semantic search and contextual understanding through self-evaluating retrieval loops.
    Last updated -
    MIT License
    • Apple
    • Linux
  • -
    security
    -
    license
    -
    quality
    A Model Context Protocol server implementation that enables LLMs to interact with NebulaGraph database for graph exploration, supporting schema understanding, queries, and graph algorithms.
    Last updated -
    20
    Apache 2.0
  • -
    security
    -
    license
    -
    quality
    Enables neural memory sequence learning with a memory-augmented model for improved code understanding and generation, featuring state management, novelty detection, and model persistence.
  • -
    security
    -
    license
    -
    quality
    An MCP-compatible server that enables LLM agents to interact with Aucterra's document understanding APIs, providing structured access to document classification and field extraction services.
    Last updated -
    1
    MIT License
  • -
    security
    -
    license
    -
    quality
    A server that enables AI assistants like Claude to safely run Python code and access websites, processing data for better AI understanding while providing helpful error messages.
    Last updated -
    3
    GPL 3.0
    • Linux
    • Apple
  • -
    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 -
  • -
    security
    -
    license
    -
    quality
    A teaching repository that instructs non-technical users how to create Model Completion Protocol (MCP) servers for data analysis tasks, requiring only basic technical setup and understanding.
    Last updated -
  • -
    security
    -
    license
    -
    quality
    Enables access to 200,000+ machine learning models through the Hugging Face Inference API. Supports text generation, image creation, classification, translation, speech processing, embeddings, and more AI tasks.
    Last updated -
    MIT License