# LLM chat UIs that support MCP

DevFeed: [LLM chat UIs that support MCP](<https://devfeed.tech/articles/llm-chat-uis-that-support-mcp-5388.md>)

Original publisher: [Read original article](<https://clickhouse.com/blog/llm-chat-mcp-support>)

Author: Mark Needham

Published: 2025-08-12T00:00:00Z

Content type: tutorial

Language: en

Sources: [ClickHouse Blog](<https://devfeed.tech/sources/clickhouse-blog.md>)

Topics: [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [clickhouse](<https://devfeed.tech/topics/clickhouse.md>), [Docker Compose](<https://devfeed.tech/topics/docker-compose.md>), [Docker](<https://devfeed.tech/topics/docker.md>), [API keys](<https://devfeed.tech/topics/api-keys.md>), [YAML](<https://devfeed.tech/topics/yaml.md>), [Retrieval Augmented Generation (RAG)](<https://devfeed.tech/topics/retrieval-augmented-generation-rag.md>), [MongoDB](<https://devfeed.tech/topics/mongodb.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>)

Tags: [clickhouse](<https://devfeed.tech/tags/clickhouse.md>), [compose](<https://devfeed.tech/tags/compose.md>), [docker](<https://devfeed.tech/tags/docker.md>), [env-file-security](<https://devfeed.tech/tags/env-file-security.md>), [llm](<https://devfeed.tech/tags/llm.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [mongodb](<https://devfeed.tech/tags/mongodb.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [rag](<https://devfeed.tech/tags/rag.md>), [yaml](<https://devfeed.tech/tags/yaml.md>)

## AI overview

This guide examines MCP compatibility in four open-source ChatGPT-style applications: LibreChat, AnythingLLM, Open WebUI, and Chainlit. It focuses on LibreChat's MCP support and explains deployment and setup using Docker, YAML configuration, API keys, and related services.

## Source excerpt

We explore four popular open-source ChatGPT-style apps - LibreChat, AnythingLLM, Open WebUI, and Chainlit - through MCP compatibility.