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MCP Telemetry

MCP Telemetry is a server based on the Model Context Protocol for conversation tracking and data analysis in a chat system through Weights & Biases Weave. It provides functions such as session tracking, LLM interaction recording, and tool call monitoring, and supports real-time visualization and analysis.
2 points
14

What is MCP Telemetry?

MCP Telemetry is a server based on the Model Context Protocol, designed to help you track and analyze conversations in a chat system. It provides comprehensive conversation insights by recording user inputs, AI responses, and tool calls.

How to use MCP Telemetry?

Simply start the server and interact with the chat system. MCP Telemetry will automatically record your conversation data and visualize it. You can easily track and analyze conversations without complex settings.

Use Cases

MCP Telemetry is suitable for enterprises and developers who need to monitor and optimize the performance of chatbots. For example, customer service teams can use it to improve the customer support process, and educational institutions can use it to evaluate the effectiveness of teaching conversations.

Main Features

Automatic Conversation TrackingMCP Telemetry can automatically record user inputs and AI responses without additional operations.
Detailed LoggingRecord each conversation segment, including user messages, AI responses, tool calls, and their results.
Real-time MonitoringView the conversation flow in real-time on the Weights & Biases platform.
Data ExportExport conversation data for further analysis or sharing.

Advantages and Limitations

Advantages
Quick deployment without complex configuration.
Support for real-time monitoring and analysis.
Provide rich visualization tools.
Support integration with multiple chat systems.
Limitations
An internet connection is required to access the Weights & Biases platform.
Higher hardware resources may be required to support high-concurrency conversations.

How to Use

Install MCP Telemetry
Configure your environment according to the instructions in the README to ensure successful installation.
Start the Server
Run the configured command to start the MCP Telemetry server.
Start a Conversation
Interact with the chat system, and MCP Telemetry will automatically record the conversation data.

Usage Examples

Customer Service Conversation AnalysisCustomer service teams can use MCP Telemetry to track customer questions and robot responses to optimize customer service.
Educational Conversation AnalysisTeachers can use MCP Telemetry to evaluate student questions and AI responses to improve teaching strategies.

Frequently Asked Questions

How to get the Weights & Biases API key?
Does MCP Telemetry support custom topics?
Is an internet connection required to use MCP Telemetry?

Related Resources

Weights & Biases Official Website
Learn more about the features of Weights & Biases.
GitHub Project Homepage
Get the source code of MCP Telemetry.
MCP Official Website
Learn more about the Model Context Protocol.
Installation
Copy the following command to your Client for configuration
Note: Your key is sensitive information, do not share it with anyone.
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