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    license
    Not graded
    quality
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    maintenance
    Enables MCP clients that lack built-in search — such as Claude Code through Bedrock or local LLM clients — to run web queries against Amazon's operated search index via a Gateway deployed in your own AWS account, with queries never leaving AWS and citation URLs preserved. Supports IAM/SigV4, Cognito, and API key authentication, per-gateway rate limits, IP and domain restrictions, and result filtering by domain and publication date.
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Deploys a stateless remote MCP server on Cloudflare Workers without authentication, enabling custom tool registration and connections from MCP clients like Cloudflare AI Playground and Claude Desktop.
    -
  • A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that provides enhanced real-time search capabilities by integrating with Alibaba Cloud IQS APIs to deliver clean, accurate results from multiple data sources.
    1
    25 npm
    5
    ISC
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that enables LLMs to search, fetch, and act on Google Workspace (Drive, Gmail, Docs, Sheets, etc.) with rich, one-call results and file deposits to disk, reducing context usage.
    3
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI coding agents to deploy and manage full multi-service applications on Constructor from a single request, covering image builds, service configuration, start/stop lifecycle, logs, and file syncing on research desks. It handles browser-based sign-in and token renewal automatically so agents can inspect deployments and report results without manual setup.
    14
    829 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables management of Railway.app infrastructure through natural language, including deploying services from GitHub repos or Docker images, managing environment variables, monitoring deployments, and configuring networking and volumes.
    36
    272 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to run engineering simulations on cloudHPC, including inspecting cases, getting resource advice, uploading, launching, monitoring, diagnosing errors, and downloading results.
    19
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Deploy and manage Bult.ai cloud hosting projects from MCP clients like Cursor, Claude Desktop, and Claude Code. Create projects and services, deploy GitHub repositories or Docker images, manage routes and volumes, inspect logs, and troubleshoot deployments from your AI assistant.
    24
    34 npm
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables management of LunaNode VPS resources including VMs, images, volumes, floating IPs, SSH keys through natural language with tiered safety controls.
    12
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables users to plan and create applications on a Coolify instance from container images, Git repositories, inline Dockerfiles, and repository-based Docker Compose, while validating ownership and returning deployment webhooks.
    12
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to execute SQL queries against AWS Athena databases, check query status, retrieve results, and manage saved queries with support for both local and remote deployment via Lambda.
    5
    456 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables exploring Google BigQuery metadata and running bounded, read-only GoogleSQL queries with dry-run validation, byte limits, and paged results.
    10
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    MCP server for Portainer REST API that enables AI assistants to manage Docker containers, stacks, images, networks, and volumes through natural language.
    18
    17 npm
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    Provides access to all 471+ DigitalOcean API endpoints through an MCP server that dynamically extracts them from the OpenAPI specification, enabling search, filtering, and direct API calls with proper authentication.
    6
    1
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  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables LLMs to search Docker Hub repositories, discover container images, and manage Docker Hub repositories and tags through natural language queries. Supports both public content access and authenticated operations with Docker Personal Access Tokens.
    171
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to create projects, deploy files, container images, or Git repositories, attach domains, set write-only secrets, add Postgres, read logs, metrics, and failure summaries, and roll back.
    15 npm
    Apache 2.0