Chatbot UI Frameworks MCP Servers

Web-based chat interfaces and conversational UI applications for AI agents using MCP. Includes Streamlit/Flask/FastAPI frontends for interactive chatbots. Does NOT include messaging platform integrations (Discord, Slack, Telegram) or specialized domain applications.

There are 27 chatbot ui frameworks servers tracked. 2 score above 50 (established tier). The highest-rated is rb58853/fastchat-mcp at 50/100 with 3 stars.

Get all 27 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=mcp&subcategory=chatbot-ui-frameworks&limit=20"

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

#	Server	Score	Tier	Stars	Language
1	rb58853/fastchat-mcp fastchat-mcp is a very simple way to interact with MCP servers using custom...	50	Established	3	Python
2	keli-wen/mcp_chatbot A chatbot implementation compatible with MCP (terminal / streamlit supported)	50	Established	238	Python
3	SecretiveShell/MCP-wolfram-alpha Connect your chat repl to wolfram alpha computational intelligence	46	Emerging	72	Python
4	Elkhn/mcp-playground A Streamlit-based chat app for LLMs with plug-and-play tool support via...	44	Emerging	43	Python
5	alphasecio/mcp-client-server A collection of MCP servers and a Streamlit-based MCP chatbot.	35	Emerging	1	Python
6	Nikunj2003/LLaMa-MCP-Streamlit AI assistant built with Streamlit, NVIDIA NIM (LLaMa 3.3:70B) / Ollama, and...	35	Emerging	43	Python
7	muralianand12345/MCP-ChatBot Simple MCP Client-Server example	32	Emerging	5	Python
8	mctrinh/mcp-chatbot MCP Chatbot powered by Anthropic Claude. Delivering on‐demand literature...	32	Emerging	18	Python
9	itsabhishekm/MCP_Assistant Model Context Protocol based AI Assistant built using langchain-groq, which...	30	Emerging	1	Python
10	gagan0116/mcp_customer_support MCP-compatible customer service agent that automates refund/return requests...	28	Experimental	1	Python
11	omunite215/Project_Language_Mirror An immersive AI-powered language tutor that helps you learn by conversing...	24	Experimental	1	TypeScript
12	AubinSeptier/gradio-mcp-hack A multi-agent project using MCP tools to search for a job that matches your profile.	21	Experimental	2	Python
13	mcp-tool-shop-org/py-polyglot Local GPU translation Python library + MCP server — TranslateGemma via...	21	Experimental	—	Python
14	K31NER/chatbot_n8n_mcp Integracion de un chatbot n8n con una API de fastapi, implemantando un...	19	Experimental	1	Python
15	purunep/streamble-http-mcp-client Real-time conversational chatbot using Streamable HTTP, Semantic Kernel, and...	18	Experimental	1	Python
16	David-IABB/proposal-generator-mcp AI-powered commercial proposals & quotes generation	17	Experimental	—	Python
17	Techiral/mcp 🚀 OpenClient- The CLI-Based Universal AI Application Connector! An...	16	Experimental	1	Python
18	MdJafirAshraf/AI-Assisted-CRM-Using-MCP-Server An AI-powered CRM application built with FastAPI and Model Context Protocol...	15	Experimental	2	HTML
19	supritR21/mcp-demo Python MCP demo that runs a tool-enabled Groq-powered chat agent using...	14	Experimental	—	Python
20	KEYUR141/MCP-Chat-Agent The repo is the practical implementation of Model Context Protocol(MCP)...	14	Experimental	—	Python
21	UpasanaGhosh/mcp-chat A CLI-based AI chat application using the Anthropic API, with support for...	14	Experimental	—	Python
22	QuantTradingOS/chatbot Streamlit + LangGraph chatbot for QuantTradingOS — run backtests, fetch...	13	Experimental	—	Python
23	applemk2-git/streamlit-mcp-agent Streamlit MCP Agent is a web application that provides a chat interface for...	13	Experimental	—	Python
24	niawjunior/mcp-assistant-playground A Streamlit-based chatbot interface powered by OpenAI GPT-4o that...	11	Experimental	2	Python
25	suyashsangale/MCP-Server-Client A modular, open-source framework for building and deploying AI-powered tools...	11	Experimental	2	Python
26	aysemine/resqueThecrocs ml-powered mcp enabled web application predicts crocodile conservation status	10	Experimental	1	Jupyter Notebook
27	subho004/mcp-chatbot mcp-chatbot is a modular chatbot built with LangChain MCP that can perform...	10	Experimental	1	Python

Comparisons in this category

mcp_chatbot and mcp-playground (50 vs 44) mcp_chatbot and mcp-chatbot (50 vs 32) mcp_chatbot and MCP-ChatBot (50 vs 32) mcp_chatbot and mcp-client-server (50 vs 35) fastchat-mcp and MCP-ChatBot (50 vs 32) mcp-client-server and MCP-ChatBot (35 vs 32) fastchat-mcp and mcp-client-server (50 vs 35)