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Vetted Servers(9120)
mcp-server
by kintone
Provides a local Model Context Protocol (MCP) server for Kintone, enabling AI assistants to interact with Kintone applications via a set of exposed tools.
Provides a local Model Context Protocol (MCP) server for Kintone, enabling AI assistants to interact with Kintone applications via a set of exposed tools.
Setup Requirements
- ⚠️Requires Node.js (>= 22) or Docker installed.
- ⚠️Requires Kintone API credentials (base URL and either username/password OR API token) to be provided via environment variables or command-line arguments.
- ⚠️File download functionality requires the KINTONE_ATTACHMENTS_DIR environment variable to be explicitly set.
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How-To-Create-MCP-Server
by nisalgunawardhana
This project demonstrates how to set up a basic Model Context Protocol (MCP) server in .NET for interaction with AI tools like Copilot Chat.
This project demonstrates how to set up a basic Model Context Protocol (MCP) server in .NET for interaction with AI tools like Copilot Chat.
Setup Requirements
- ⚠️Requires .NET SDK 8.
- ⚠️Requires VS Code with C# Dev Kit extension for optimal development experience.
- ⚠️Manual creation and specific configuration of `mcp.json` file is required in the project root's `.vscode` directory.
- ⚠️Integration with Copilot Chat is central to its functionality, requiring the tool to be added within Copilot Chat settings.
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ap-training-bigquery-mcp
by mohrstade
Provides a semantic layer for BigQuery's Austin Bikeshare public dataset, simplifying data querying and analysis through a defined interface for tools like Claude Desktop.
Provides a semantic layer for BigQuery's Austin Bikeshare public dataset, simplifying data querying and analysis through a defined interface for tools like Claude Desktop.
Setup Requirements
- ⚠️Requires Python 3.13 or newer.
- ⚠️Requires the `uv` package installer for the recommended setup as per the README.
- ⚠️Requires Google Cloud Platform (GCP) authentication (e.g., `gcloud auth application-default login`) to connect to BigQuery, even for public datasets.
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quarkus-workshop-langchain4j
by quarkusio
A workshop demonstrating how to build AI-infused applications and agentic systems with Quarkus and LangChain4j, specifically focusing on a car management system that uses AI agents for tasks like cleaning, maintenance, and disposition decisions, including communication with remote agents via the Model Context Protocol (MCP) and Agent-to-Agent (A2A) protocol.
A workshop demonstrating how to build AI-infused applications and agentic systems with Quarkus and LangChain4j, specifically focusing on a car management system that uses AI agents for tasks like cleaning, maintenance, and disposition decisions, including communication with remote agents via the Model Context Protocol (MCP) and Agent-to-Agent (A2A) protocol.
Setup Requirements
- ⚠️Requires JDK 21.0 or later
- ⚠️Requires an OpenAI API key (paid, free trial credits can be quickly exhausted)
- ⚠️Requires Podman or Docker (for PostgreSQL Dev Service)
- ⚠️Requires running two Quarkus applications simultaneously on different ports (8080 and 8888) for A2A communication in advanced steps
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blockbench-mcp-plugin
by jasonjgardner
Integrates the Model Context Protocol (MCP) into Blockbench, allowing AI models to programmatically interact with the 3D modeling software through exposed tools, resources, and prompts.
Integrates the Model Context Protocol (MCP) into Blockbench, allowing AI models to programmatically interact with the 3D modeling software through exposed tools, resources, and prompts.
Setup Requirements
- ⚠️Requires Blockbench desktop application to be running.
- ⚠️The MCP plugin must be installed within Blockbench (via 'Load Plugin from URL').
- ⚠️Requires explicit user permission for network access when the plugin is loaded in Blockbench.
- ⚠️The server runs as a plugin inside Blockbench; it does not have a standalone 'run' command.
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100-GitHub-Projects-That-Defined-2025
by mitsou55
This repository describes a curated collection of open-source tools impacting the tech landscape, with a focus on AI and Kubernetes.
This repository describes a curated collection of open-source tools impacting the tech landscape, with a focus on AI and Kubernetes.
Setup Requirements
- ⚠️Requires downloading and running an arbitrary, unaudited executable (.zip file) from the repository, which is a significant security risk.
- ⚠️Operating System: Windows 10+, macOS Monterey+, or modern Linux distribution.
- ⚠️Memory: Minimum of 4 GB RAM.
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NeuronDB
by pgElephant
The NeuronMCP server acts as a Model Context Protocol (MCP) gateway, enabling MCP-compatible clients (like Claude Desktop) to interact with the NeuronDB PostgreSQL extension for vector search, machine learning, RAG pipelines, and agent runtime capabilities.
The NeuronMCP server acts as a Model Context Protocol (MCP) gateway, enabling MCP-compatible clients (like Claude Desktop) to interact with the NeuronDB PostgreSQL extension for vector search, machine learning, RAG pipelines, and agent runtime capabilities.
Setup Requirements
- ⚠️Requires a running PostgreSQL instance (version 16 or later) with the NeuronDB extension installed.
- ⚠️Many ML and embedding tools, especially for larger models, may incur significant costs from external LLM providers (e.g., OpenAI, Hugging Face APIs).
- ⚠️Requires Docker and Docker Compose for the recommended deployment, which adds setup complexity for users unfamiliar with containerization.
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ccmcp
by gsong
A CLI tool that intelligently discovers, validates, and selects MCP (Model Context Protocol) server configurations for Claude Code, providing both a TUI and text-based interface.
A CLI tool that intelligently discovers, validates, and selects MCP (Model Context Protocol) server configurations for Claude Code, providing both a TUI and text-based interface.
Setup Requirements
- ⚠️Requires Node.js 20+ runtime environment.
- ⚠️Requires 'claude' command to be installed and available in the system's PATH.
- ⚠️Full interactive TUI experience requires a terminal with TTY support (falls back to text prompts otherwise).
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django-rest-framework-mcp
by zacharypodbela
Enables developers to quickly build Model Context Protocol (MCP) servers for existing Django REST Framework APIs, allowing AI agents and LLM clients to leverage these endpoints as tools.
Enables developers to quickly build Model Context Protocol (MCP) servers for existing Django REST Framework APIs, allowing AI agents and LLM clients to leverage these endpoints as tools.
Setup Requirements
- ⚠️Requires Python 3.8+.
- ⚠️Requires Django 4.0+ and djangorestframework 3.14.0+.
- ⚠️MCP requests bypass parts of the standard DRF request lifecycle (e.g., `dispatch`, `initialize_request`, `finalize_response`, `handle_exception`), which developers must be aware of for custom logic.
- ⚠️STDIO transport for MCP clients is not directly supported and requires an `mcp-remote` bridge for local testing with tools like Claude Desktop.
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mcp-server-antv
by antvis
A Model Context Protocol (MCP) server that provides AntV documentation context and code examples for AI development and quality assurance workflows.
A Model Context Protocol (MCP) server that provides AntV documentation context and code examples for AI development and quality assurance workflows.
Setup Requirements
- ⚠️Requires Node.js >= v18.0.0
- ⚠️Requires an MCP Client (e.g., Cursor, VSCode MCP Extension) to connect and utilize its functionality
- ⚠️Relies on external Context7.com and DeepWiki.com services for documentation retrieval; functionality will be impaired if these services are unavailable
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deploystack
by deploystackio
Centralized management and optimization of Model Context Protocol (MCP) servers and AI agent tools, including credential management and governance.
Centralized management and optimization of Model Context Protocol (MCP) servers and AI agent tools, including credential management and governance.
Setup Requirements
- ⚠️Requires Node.js (v18+) and npm (v8+).
- ⚠️Requires Docker for production deployment or full local development setup.
- ⚠️Requires PostgreSQL database.
- ⚠️Mandatory `DEPLOYSTACK_ENCRYPTION_SECRET` environment variable which must be changed from its default placeholder in production.
- ⚠️Mandatory `DEPLOYSTACK_SATELLITE_NAME` and `DEPLOYSTACK_REGISTRATION_TOKEN` for the Satellite service to register with the Backend.
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MCP-PostgreSQL-Ops
by call518
The MCP server provides professional operations, monitoring, and management capabilities for PostgreSQL databases using natural language queries.
The MCP server provides professional operations, monitoring, and management capabilities for PostgreSQL databases using natural language queries.
Setup Requirements
- ⚠️Requires Python 3.12 or newer.
- ⚠️Requires a PostgreSQL database connection (host, port, user, password, database) configured via environment variables.
- ⚠️Optional PostgreSQL extensions (`pg_stat_statements`, `pg_stat_monitor`) and specific `postgresql.conf` settings (`track_functions = pl`, `track_io_timing = on`) are needed for full functionality, which may require manual installation or configuration on the target PostgreSQL instance.