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.

9,443 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • A
    security
    A
    license
    A
    quality
    A command-line interface and API that allows users to analyze and visualize AWS cloud spending data by enabling Claude to query AWS Cost Explorer through natural language conversations.
    Last updated -
    4
    122
    MIT License
    • Linux
    • Apple
  • -
    security
    A
    license
    -
    quality
    A comprehensive Model Context Protocol server that analyzes AWS costs and provides optimization recommendations by integrating with services like Cost Explorer, Cost Optimization Hub, and Trusted Advisor.
    Last updated -
    13
    MIT License
  • -
    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
    An MCP Server that enables interaction with Google's Service Usage API, allowing management and control of which Google Cloud Platform APIs and services are enabled for a project.
    Last updated -
  • -
    security
    F
    license
    -
    quality
    Enables browser automation, web content extraction, and LLM-powered data transformation using Playwright. Supports session management, authentication flows, and works with local LLMs (Ollama, JAN AI) or external providers to clean and structure extracted web data.
    Last updated -
    756
    4
    • Apple
    • Linux

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord
  • Amazon Web Services
    aws-mcp

    A
    security
    F
    license
    A
    quality
    A Model Context Protocol (MCP) server that enables AI assistants like Claude to interact with your AWS environment. This allows for natural language querying and management of your AWS resources during conversations. Think of better Amazon Q alternative.
    Last updated -
    3
    285
    • Apple
  • A
    security
    F
    license
    A
    quality
    A Model Context Protocol server allowing Claude AI to interact with AWS resources through natural language, enabling users to query and manage AWS services without using the traditional AWS Console or CLI.
    Last updated -
    3
    4
    • Apple
  • 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
    19
    • Apple
  • -
    security
    F
    license
    -
    quality
    Enables natural language analysis of Azure usage data from CSV files, providing cost summaries, visualizations, and insights about service and regional spending patterns.
    Last updated -
  • A
    security
    A
    license
    A
    quality
    Enables users to access, search, and get recommendations from AWS documentation through natural language queries. Supports both global AWS documentation and AWS China documentation with tools to fetch pages, search content, and discover related resources.
    Last updated -
    3
    Apache 2.0
  • A
    security
    A
    license
    A
    quality
    Run SQL queries with AWS Athena to access data available from AWS Glue catalog.
    Last updated -
    195
    34
    MIT License
  • -
    security
    A
    license
    -
    quality
    Middleware that converts a serverless handler with OpenAPI spec into an MCP endpoint following stateless MCP principles.
    Last updated -
    302
    34
    MIT License
  • -
    security
    F
    license
    -
    quality
    This server implements the Multi-Agent Conversation Protocol for AWS SecurityHub, enabling interaction with AWS SecurityHub API through natural language commands.
    Last updated -
  • -
    security
    A
    license
    -
    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
    Apache 2.0
  • A
    security
    A
    license
    A
    quality
    Provides tools to access AWS documentation, search for content, and get recommendations for both global and China AWS regions.
    Last updated -
    3
    Apache 2.0
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that connects AI assistants like Claude to AWS security services, allowing them to autonomously query, inspect, and analyze AWS infrastructure for security issues and misconfigurations.
    Last updated -
    74
    Apache 2.0
    • Apple
  • -
    security
    A
    license
    -
    quality
    An MCP server that enables sending emails directly through AWS SES without copy-pasting, supporting plain text and HTML emails with features like CC, BCC, and reply-to functionality.
    Last updated -
    2
    MIT License
    • Linux
    • Apple
  • -
    security
    A
    license
    -
    quality
    Provides a chat interface with natural language processing to deploy and manage AWS resources through an integrated Model Context Protocol (MCP) server.
    Last updated -
    2
    MIT License
  • A
    security
    A
    license
    A
    quality
    A Model Context Protocol server implementation that enables Claude to perform AWS operations on S3 and DynamoDB services through natural language commands.
    Last updated -
    23
    127
    MIT License
    • Apple
  • -
    security
    F
    license
    -
    quality
    A Model Context Protocol server that enables SQL queries and database exploration in AWS Athena through a standardized interface.
    Last updated -
    4
  • -
    security
    F
    license
    -
    quality
    An MCP server that enables Claude to generate and execute AWS CLI commands, allowing users to manage AWS resources through natural language conversations.
    Last updated -
    2
  • -
    security
    A
    license
    -
    quality
    A lightweight service that enables AI assistants to execute AWS CLI commands through the Model Context Protocol (MCP), allowing AI tools to retrieve AWS documentation and interact with AWS services.
    Last updated -
    162
    MIT License
    • Apple
  • -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that provides AI assistants access to AWS CloudWatch Logs, enabling browsing, searching, summarizing, and correlating logs across multiple AWS services.
    Last updated -
    126
    Apache 2.0
  • A
    security
    F
    license
    A
    quality
    A containerized Model Context Protocol server that enables using natural language to develop AWS infrastructure with Terraform, offering best practices guidance, security scanning with Checkov, and access to AWS provider documentation.
    Last updated -
    7
  • -
    security
    A
    license
    -
    quality
    Transform your codebase into professional architectural decision records with intelligent AI analysis
    Last updated -
    36
    122
    9
    MIT License
  • -
    security
    F
    license
    -
    quality
    Provides secure access to AWS S3 buckets through pre-signed URLs, enabling listing, downloading, uploading, and deleting objects.
    Last updated -
    2
  • -
    security
    -
    license
    -
    quality
    This server provides guidance and recommendations based on AWS's Well-Architected Framework for cloud architectures, enabling analysis and review focused on operational excellence, security, reliability, performance efficiency, cost optimization, and sustainability.
    Last updated -