
AI Agent for Any Chat Completions MCP
Seamlessly integrate Claude and other AI chat providers with any OpenAI SDK-compatible Chat Completions API, including OpenAI, Perplexity, Groq, xAI, PyroPrompts, and more. The Any Chat Completions MCP server enables fast, flexible connection to multiple LLMs within platforms like Claude Desktop and LibreChat, enhancing your workflow with multi-provider AI conversations.

Unified Chat API Integration
Connect multiple AI chat providers to your favorite platforms using a single, OpenAI-compatible API with the Any Chat Completions MCP server. Simplify your workflow by relaying messages to Claude, Perplexity, Groq, OpenAI, PyroPrompts, and more—all from one integration point.
- Multi-Provider Support.
- Integrate Claude, OpenAI, Perplexity, Groq, xAI, PyroPrompts, and more through a single server.
- Easy Configuration.
- Add or switch providers with simple environment variable changes in your config.
- Instant Deployment.
- Deploy via npx or build locally for fast start-up in any workflow.
- Flexible Platform Usage.
- Works with Claude Desktop, LibreChat, and any other OpenAI SDK-compatible tool.

Streamlined Collaboration & Debugging
Easily manage and debug your AI chat connections with built-in support for the MCP Inspector and clear provider separation. Gain peace of mind with robust visibility into your LLM integrations as you scale your conversational AI stack.
- MCP Inspector Integration.
- Debug your chat flows visually using the MCP Inspector for smooth troubleshooting.
- Clear Provider Separation.
- Manage multiple LLM providers with distinct configurations for each.
- Robust Error Handling.
- Get clear feedback and logs for every chat request and provider response.

Simple Installation & Automation
Install Any Chat Completions MCP quickly from source or via package managers like npx or Smithery. Automate your AI chat operations and scale your integrations with ease—no complex setup required.
- Easy Installation.
- Install with npx, clone and build, or use Smithery for automatic setup.
- Automation Ready.
- Supports multiple providers and automated workflows for advanced users.
MCP INTEGRATION
Available Any Chat Completions MCP Integration Tools
The following tools are available as part of the Any Chat Completions MCP integration:
- chat
Relay a user message to a configured AI chat provider and receive a model-generated response.
Integrate Any LLM with Claude Desktop Instantly
Connect OpenAI, Perplexity, Groq, xAI, PyroPrompts, and more to Claude Desktop or LibreChat in just minutes. Experience seamless multi-provider AI chat with a single, simple MCP server.
What is Any Chat Completions MCP Server
Any Chat Completions MCP Server is a TypeScript-based implementation of the Model Context Protocol (MCP) focused on providing seamless integration with any OpenAI SDK-compatible Chat Completions API. Developed by the pyroprompts team, this server acts as a middleware layer, allowing developers and businesses to connect to various large language model (LLM) providers through a unified, standardized interface. Its primary aim is to streamline AI chatbot and completion workflows by enabling multi-provider support within a single MCP server. The service is designed for use cases in AI development, workflow automation, and advanced LLM experimentation, offering robust compatibility and flexible deployment options for those leveraging OpenAI or similar APIs.
Capabilities
What we can do with Any Chat Completions MCP Server
Any Chat Completions MCP Server enables a variety of capabilities by connecting to any OpenAI-compatible chat API. This provides a powerful and flexible way to manage, orchestrate, and experiment with different large language models through a single, unified MCP endpoint.
- Unified API Integration
- Connect to multiple OpenAI-compatible chat APIs using a single MCP interface.
- Multi-Provider LLM Workflows
- Seamlessly switch between different LLM providers for redundancy or experimentation.
- AI Chatbot Orchestration
- Build and manage advanced chatbots with support for diverse LLM backends.
- Developer-Friendly Deployment
- Easily set up and deploy the server with TypeScript, enhancing workflow automation.
- Custom Tool Integration
- Extend with custom tools for specialized chat completion and relay functionalities.

How AI Agents Benefit from Any Chat Completions MCP Server
AI agents can greatly enhance their versatility and scalability by utilizing Any Chat Completions MCP Server. It empowers agents to access multiple LLM providers interchangeably, ensuring consistent uptime and flexibility for a wide range of conversational AI applications. By leveraging a unified API, agents can adapt to the best available models and tools without being locked into a single provider, optimizing both performance and cost-effectiveness.