Build A General MCP Tool Use Agent with Tool Schema RAG Dispatcher-DeepNLP

Hi community, I would like to share with you a general MCP Tool Use Agent Web App and open sourced at GitHub, which utilize MCP tools from Open MCP Marketplace and fulfill various users’ tasks, such as AI search, Excel Spreadsheet Powerpoint Creation, Browser Usage, Finance, Location and Map Service, etc.

Key Features

a. Agent Toolbox: MCP Tool and Server Exploration from Open MCP Marketplace
b. Relevant Tool Schema RAG: RAG of Tools Description, Generate sub query/keywords to search relevant tools and servers, Help reduce LLM Function Call Token Assumption.
d. LLM Integration: SOTA Models from OpenAI, Gemini, Claude, Qwen series.
f. Web Based MCP Client with Admin Page: Similar to Claude Desktop, Cursor, and many other clients, Open MCP-Marketplace provides a pured web based MCP client and Admin Page to connect(Start/End) and use MCP server and tools.
g. MCP Search Engine and Marketplace
h. Various AI Agent Apps Support: You can easily integrate the app into your existing Chatbot, AI Search/Deep Research Engine, Excel Spreadsheet/Powerpoint Creation, Video/Image generation, Coding IDE, etc.

Agent Toolbox

Filter Search and Explore from Open MCP Marketplace and Add Available MCP Servers for Usage

Relevance Tool Selection Dispatcher (RAG)

Client for User Control of Tool Call Run Results

Agent Use Cases in Various Domain

AI Search

Query: Latest NBA News

Excel Spreadsheet and Powerpoint

q=Write below information to an excel spreadsheet. Derek: male, graduated in years 2019, IT department, Jenifer: female graduated in 2024 Sales and Marketing department, Alan: male, graduated in 2021 in R&D department, Paul: mail, graduated in 2015, Staff in Operations department. Please formalize the data into three columns: name, graduation year and department. Then use spreadsheet formula to calculate the percentage of employees graduated within 3 years.

Chart and Visualization

q=Plot a pie chart showing 25% of employees graduated within 3 years and 75% graduated more than 3 years ago.

Finance

Query: Tencent Stock Price
Query: Find the Microsoft and Nvidia Stock Price and Market Cap. Who has higher market cap today?

Browser

q=Open arxiv website and show most recent papers

Map and Location

Query: Shanghai Travel Weather
Query=上海天气怎么样

Hi, and thanks for sharing your project!

This looks like a great topic to post updates on regularly. Right now though, the post includes quite a lot of links, which makes it stand out compared to other forum posts.

I suggest keeping just the most important one, and then we’ll be happy to list your topic again.

Thanks for your understanding!

Hi vb, I really appreciate your comments and I’ve edited the post and only kept the important links and images of various AI Agent features of this open source project. Would you please help review the post and list it again? Thanks.