L

Langflow Document QA

Document Q&A MCP server based on Langflow
2.5 points
23

What is the Langflow Document Q&A Server?

The Langflow Document Q&A Server is a tool based on the Model Context Protocol (MCP) for implementing document Q&A functionality through the Langflow backend. It allows users to upload documents and obtain relevant answers based on the input questions.

How to use the Langflow Document Q&A Server?

Users can start the server through simple configuration and integrate it in the client (such as Claude Desktop) to quickly build a document Q&A application.

Applicable scenarios

Suitable for scenarios that require quickly building an intelligent document Q&A system, such as enterprise knowledge bases and academic literature retrieval.

Main features

Document query functionSupports querying the content of uploaded documents by inputting questions and returning relevant answers.

Advantages and limitations

Advantages
Quickly integrate document Q&A functionality
Support multiple document formats (requires backend adaptation)
Open - source and easy to customize
Limitations
Requires configuring the Langflow backend environment
May have performance bottlenecks for large files

How to use

Create a Langflow process
Open Langflow and select the 'Document Q&A' template. Configure the necessary components (such as ChatInput and LLM). Save the process.
Get the API endpoint
Click the 'API' button in Langflow and copy the generated API endpoint URL.
Start the server
Run the installation script or manually start the server, ensuring that the environment variable `API_ENDPOINT` is correctly configured.

Usage examples

Example 1: Academic literature retrievalA user uploads an academic paper and obtains an answer by asking the question 'Which fields are studied?'
Example 2: Enterprise knowledge base queryEnterprise employees upload internal documents and obtain an answer by asking the question 'What is the customer support process?'

Frequently Asked Questions

How to configure the API endpoint?
Which document formats does the server support?

Related resources

Langflow official documentation
Introduction and tutorials of Langflow official documentation.
GitHub project repository
Project source code and development information.
Smithery installation guide
Quick installation guide through Smithery.
Installation
Copy the following command to your Client for configuration
Note: Your key is sensitive information, do not share it with anyone.
N
Notte Browser
Certified
Notte is an open-source full-stack network AI agent framework that provides browser sessions, automated LLM-driven agents, web page observation and operation, credential management, etc. It aims to transform the Internet into an agent-friendly environment and reduce the cognitive burden of LLMs by describing website structures in natural language.
664
4.5 points
B
Bing Search MCP
An MCP server for integrating Microsoft Bing Search API, supporting web page, news, and image search functions, providing network search capabilities for AI assistants.
Python
230
4 points
A
Apple Notes MCP
A server that provides local Apple Notes database access for the Claude desktop client, supporting reading and searching of note content.
Python
211
4.3 points
C
Cloudflare
Changesets is a build tool for managing versions and releases in multi - package or single - package repositories.
TypeScript
1.5K
5 points
E
Eino
Eino is an LLM application development framework designed specifically for Golang, aiming to simplify the AI application development process through concise, scalable, reliable, and efficient component abstraction and orchestration capabilities. It provides a rich component library, powerful graphical orchestration functions, complete stream processing support, and a highly scalable aspect mechanism, covering the full-cycle toolchain from development to deployment.
Go
3.5K
5 points
M
Modelcontextprotocol
Certified
This project is an implementation of an MCP server integrated with the Sonar API, providing real-time web search capabilities for Claude. It includes guides on system architecture, tool configuration, Docker deployment, and multi-platform integration.
TypeScript
1.1K
5 points
S
Serena
Serena is a powerful open - source coding agent toolkit that can transform LLMs into full - fledged agents that can work directly on codebases. It provides IDE - like semantic code retrieval and editing tools, supports multiple programming languages, and can be integrated with multiple LLMs via the MCP protocol or the Agno framework.
Python
816
5 points
Z
Zhipu Web Search MCP
Python
68
4.5 points
Featured MCP Services
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
832
4.3 points
M
Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
1.7K
5 points
G
Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
90
4.3 points
N
Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
145
4.5 points
U
Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
569
5 points
F
Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
6.7K
4.5 points
C
Context7
Context7 MCP is a service that provides real-time, version-specific documentation and code examples for AI programming assistants. It is directly integrated into prompts through the Model Context Protocol to solve the problem of LLMs using outdated information.
TypeScript
5.2K
4.7 points
G
Gmail MCP Server
A Gmail automatic authentication MCP server designed for Claude Desktop, supporting Gmail management through natural language interaction, including complete functions such as sending emails, label management, and batch operations.
TypeScript
285
4.5 points
AIbase
Zhiqi Future, Your AI Solution Think Tank
© 2025AIbase