Chat Interface Applications MCP Servers

Complete chat applications and UI frameworks for interacting with LLMs and MCP servers. Includes desktop clients, web frontends, and multiplatform chat UIs. Does NOT include MCP servers themselves, backend APIs, or agent/workflow orchestration platforms.

There are 64 chat interface applications servers tracked. 6 score above 50 (established tier). The highest-rated is cgoinglove/better-chatbot at 63/100 with 1,042 stars. 1 of the top 10 are actively maintained.

Get all 64 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=mcp&subcategory=chat-interface-applications&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

# Server Score Tier
1 cgoinglove/better-chatbot

Just a Better Chatbot. Powered by Agent & MCP & Workflows.

63
Established
2 saigontechnology/AgentCrew

Chat application with multi-agents system supports multi-models and MCP

57
Established
3 zaidmukaddam/scira-mcp-chat

A minimalistic MCP client with a good feature set.

56
Established
4 huimeicloud/hm_editor

一款轻量级、可扩展的、跨平台的、专为医疗信息化设计的电子病历编辑器内核,为EMR(电子病历系统)提供专业的结构化病历编辑与AI接入解决方案。

54
Established
5 BiboyQG/WeChat-MCP

WeChat-MCP: let Openclaw/Claude/ChatGPT and other AI assistants read and...

53
Established
6 NiclasOlofsson/mode-manager-mcp

MCP Memory Agent Server - A VS Code chatmode and instruction manager with...

51
Established
7 render-examples/movie-context-provider

An OpenAI App demo built with the OpenAI Apps SDK, that's ready to deploy on Render.

48
Emerging
8 ssssota/chapplin

chapplin is a MCP Apps and ChatGPT Apps framework.

47
Emerging
9 AI-QL/chat-mcp

A Desktop Chat App that leverages MCP(Model Context Protocol) to interface...

46
Emerging
10 machaojin1917939763/mcp-ui

基于MCP(Model Context Protocol)的智能聊天应用,支持Web和桌面环境。集成OpenAI/Anthropic...

44
Emerging
11 pomerium/chatgpt-app-typescript-template

ChatGPT app template using Pomerium, OpenAI Apps SDK and Model Context...

43
Emerging
12 passadis/mslearn-mcp-chat

An AI Assistant that talks with MS Learn Docs MCP and offers a stylish Web...

42
Emerging
13 jenreh/appkit

Reflex.dev components based on mantine.dev. Chat application and image generation UI.

42
Emerging
14 hect0x7/jmcomic-ai

AI 原生 JMComic 助手:通过 MCP 与 Skills 将 JMComic 注入你的 AI Agent. / AI-powered...

41
Emerging
15 siva010928/multi-chat-mcp-server

Google Chat MCP server that lets AI assistants like Claude and Cursor...

40
Emerging
16 salah9003/Context7-ChatGPT-Bridge

A bridge that allows ChatGPT to access up-to-date programming documentation...

38
Emerging
17 fabianwilliams/ConferenceHaven-Community

Community feedback, documentation, and discussions for ConferenceHaven MCP -...

37
Emerging
18 JoeCastrom/mcp-chat-studio

A powerful MCP testing tool with multi-provider LLM support (Ollama, OpenAI,...

37
Emerging
19 crypticsaiyan/phosphor

Async Python IRC client with Textual TUI, magic-wormhole P2P transfers, MCP...

36
Emerging
20 toby1991/chatgpt-cli

A macOS CLI and MCP server that controls the ChatGPT Desktop App via...

36
Emerging
21 Microck/chatgpt-webui-mcp

mcp server for querying chatgpt via webui session token. supports GPT-5.2...

36
Emerging
22 intertwine/vertex-mcp-chatbot

Vertex AI chatbot with MCP integration

36
Emerging
23 Darko-Martinovic/react-mcp-client

A modern React-based client for Model Context Protocol (MCP) servers with...

36
Emerging
24 yimajo/mcp-server-chatgpt-mac-app

An MCP server that allows you to use the ChatGPT macOS app.

35
Emerging
25 Ricky610329/mup

MUP (Model UI Protocol) – A protocol for embedding interactive UI in LLM chat

35
Emerging
26 charris-msft/chat-mode-creator-mcp

MCP server for creating custom VS Code chat modes for specialized...

34
Emerging
27 kimimgo/viznoir

VTK is all you need. Cinema-quality science visualization for AI agents.

34
Emerging
28 fbarresi/signallama

lightweight chat interface designed to work seamlessly with your own MCP servers

31
Emerging
29 BlinkZer0/Agent-Cascade

Allows a LLM to chat with a local model hosted from Ollama or LM Studio |...

31
Emerging
30 teamyavio/yavio

The Open Source Analytics and Visibility Layer for ChatGPT Apps and MCP Apps.

31
Emerging
31 Sri-Krishna-V/Derived-WMD

The Agentic Generative UI Platform: Transform natural language into...

30
Emerging
32 faith-tools/open-chat

Roll your own chat with just a few lines of code. Open source alternative to...

30
Emerging
33 sybachpunk/Salesforce-Agent-Chatbot-with-MCP-Architecture

This project provides a sophisticated chatbot for Salesforce call center...

30
Emerging
34 prospectio-ai/prospectio-api-mcp

MCP/API server that helps you to connect to different lead generation app

30
Emerging
35 guangxiangdebizi/AI-web-mcpmode

一个基于 MCP (Model Context Protocol) 的智能对话助手Web应用,支持实时聊天、工具调用和对话历史管理。

29
Experimental
36 tcpiplab/Instability

A network diagnostic chatbot that also works offline. It has over 50...

29
Experimental
37 aimdoc-ai/mcp-chat-widget

Configure, host and embed MCP-enabled chat widgets for your website or...

29
Experimental
38 guangxiangdebizi/WebwithMCP

基于 FastAPI + 原生前端的智能助手 Web 应用,支持实时对话、MCP 工具调用与对话历史管理。开箱即用,易于扩展,适合 AI 工具集成与智能对话场景。

26
Experimental
39 to-aoki/tiny_chat

This is an LLM application with chat functionality, featuring chat using...

24
Experimental
40 appboypov/group-chat-mcp

Multi-agent communication server using the Model Context Protocol. Enables...

22
Experimental
41 Chevron7Locked/lm-chat

Web frontend for LM Studio — browser access, adaptive memory, multi-user...

22
Experimental
42 SolanceLab/presence-app

Template for building AI companion presence systems. MCP server works with...

21
Experimental
43 NewJerseyStyle/elisa-mcp

The first chatbot ELISA as a tool (reference) for LLM in producing ELIZA effect

21
Experimental
44 johnmartinez/cgm-get-agent

MCP server connecting Claude and ChatGPT to your Dexcom G7 CGM. Ask about...

21
Experimental
45 hadamyeedady12-dev/kmsg-mcp

카카오톡 MCP 서버 for Claude Code - 카카오톡 메시지 읽기/보내기를 MCP로 제어 | KakaoTalk MCP...

21
Experimental
46 zk-b612/mcp-qwen-omni

这是一个基于通义千问(Qwen-Omni)实现的多模态 AI 服务,通过 Model Context Protocol (MCP)...

20
Experimental
47 stefankumarasinghe/codemasterpro

The Search For A Refined Coding ChatGPT for Software Engineers

19
Experimental
48 MmmarRTha/echobot-ai-app

A modern, responsive AI chat application that leverages multiple...

19
Experimental
49 RAMOSNO/scira-mcp-chat

A minimalistic MCP client with a good feature set.

18
Experimental
50 tostechbr/sdk-apps-openai

A professional collection of interactive AI applications built with the...

17
Experimental
51 prakhar7824/TalkAPI

TalkAPI: Conversational API testing MCP server for Claude Desktop. Test APIs...

14
Experimental
52 billebel/catalyst_mcp

Enterprise MCP server connecting Claude, ChatGPT & AI assistants to...

14
Experimental
53 PolecatWorks/chatagent-root

Chatbot root to use with Azure chatbot

13
Experimental
54 marc-shade/node-chat-mcp

Real-time inter-node AI communication for distributed agentic clusters.

13
Experimental
55 jogenzu/project-chat

集联网搜索/ES搜索/MCP功能于一体的chatbot

13
Experimental
56 youssefaltai/chat-agent

Central chat API with OpenAI Agents SDK and MCP. Session memory in Redis,...

13
Experimental
57 pierrehanne/mcp-demo

MCP Demo – AI-Powered Interactive Chat with Node.js Try an interactive...

13
Experimental
58 mborne/llm-experimentations

[DOC] Some experimentations with ChatGPT and IGNF APIs (french)

13
Experimental
59 sreeshanth-soma/Alephra

AI medical assistant that analyzes reports, tracks vitals/labs, manages...

13
Experimental
60 achappey/aihappey-ai

AI backend providing standardized endpoints for chat completions, streaming...

13
Experimental
61 Ashot72/chatgpt-sdk-multimodal-mcp-app

ChatGPT Apps SDK Explained — Build Interactive AI Apps Inside ChatGPT Using MCP!

12
Experimental
62 chkp-arose/checkpoint-mcp-libreChat-demo

A fully self-contained, Docker-based deployment of LibreChat pre-configured...

11
Experimental
63 bighadj22/chatgpt-apps-sdk-examples

A ChatGPT App that brings high-quality, royalty-free photography from Pexels...

10
Experimental
64 yodakeisuke/mcp-logical-thinking

for apps in ChatGPT

10
Experimental