The Model Context Protocol (MCP) Server Ecosystem

What is this? GreptimeDB MCP Server is a dedicated microservice control plane that lets large language models and autonomous agents query and analyze high-performance time-series data in real time. It packages native GreptimeDB APIs into a standardized MCP protocol, so you can seamlessly integrate powerful analytics primitives without writing custom data plumbing. With this server,…

What is this? The Pinecone MCP Server is a connector that bridges LLM agents with the Pinecone vector database using the Model Context Protocol (MCP). It provides a drop-in solution to perform embedding-driven operations like semantic search, similarity retrieval, and RAG pipelines without dealing with low-level API details. Developers can install it as the @modelcontextprotocol/server-pinecone…

What is this? The Supabase MCP Server is an open-source middleware layer that seamlessly connects modern AI agents and Large Language Models (LLMs) with your Supabase Postgres database and Edge Functions. By implementing the Model Context Protocol, it exposes schemas, CRUD operations, real-time replication streams, and custom API routes in a secure, policy-driven environment. With…

What is this? Chroma MCP Server is a specialized implementation of the Managed Connector Protocol (MCP) designed to simplify semantic search and context retrieval over vector databases. It uses Chroma, a leading open-source vector database, to index and query large collections of embeddings with sub-millisecond latency, making it perfect for AI applications like Retrieval-Augmented Generation…

What is this? The Zapier MCP Server is a purpose-built connector that lets your AI agents and large language models orchestrate workflows across over 6,000 popular SaaS apps via Zapier’s automation platform. By exposing Zapier workflows, triggers, and actions through the Model Context Protocol, it removes the need to build custom integrations for each service.…

What is this? The Vectara MCP Server is an open-source, turnkey solution designed to power knowledge-centric workflows by seamlessly combining semantic search with retrieval-augmented generation (RAG). Built on the Model Communication Protocol standard, it enriches large language models with relevance-ranked embeddings drawn from custom or public content stores. Whether you’re building an enterprise search portal,…

What is this? The Cloudflare MCP Server is an open-source implementation of the Multi-Cloud Proxy protocol on Cloudflare Workers, allowing AI agents and LLMs to interact securely and efficiently with web content at the edge. It packages web scraping, API proxying, and edge compute functions into a standardized interface that leverages Cloudflare’s global network for…

What is this? The Kubernetes MCP Server is an open-source implementation of the Managed Control Plane (MCP) protocol designed specifically for Kubernetes clusters. Packaged as @manusa/mcp-kubernetes-server, it provides a secure, standardized and scalable interface for AI assistants and automation tools to interact with any Kubernetes resource through CRUD operations, advanced cluster introspection, and management primitives.…

What is this? The Remote GitHub MCP Server is a managed implementation of the Multipurpose Control Protocol (MCP) hosted on GitHub’s backend. Instead of running a server on your own hardware, you connect over gRPC/TLS to a GitHub-provided endpoint that handles authentication, repository data, file operations, and workflow events for you. It’s designed to reduce…

What is this? The Pulumi MCP Server is a specialized implementation of the Multi-Channel Protocol (MCP) that provides AI-driven agents and developer workflows with a robust, programmable interface to Pulumi environments. Pulumi is a leading Infrastructure as Code platform enabling teams to define, deploy, and manage cloud resources using familiar programming languages. By exposing Pulumi’s…

What is this? Portainer MCP Server is an open-source adapter that enables AI assistants and language models to interact with Portainer’s container management APIs via the Modular Chain-of-Prompts (MCP) protocol. By wrapping Portainer’s Docker and Kubernetes orchestration capabilities into a standardized MCP server, developers can control, monitor, and deploy containers using natural language requests. In…