kukapay hf trending mcp

kukapay hf trending mcp avatar

by kukapay

An MCP server that tracks trending AI models, datasets, and spaces on Hugging Face.

What is kukapay hf trending mcp

HF Trending MCP Server

An MCP server that tracks trending models, datasets, and spaces on Hugging Face.

It provides tools and prompts to fetch trending content, search for specific items, and analyze current trends, making it a valuable tool for developers, researchers, and AI enthusiasts.

!License !Python !Status

Features

  • Trending Tools: Retrieve the top trending models, datasets, and spaces with customizable limits.
  • Search Functionality: Search trending items by query across models, datasets, or spaces.
  • Trend Analysis Prompt: A built-in prompt to analyze and summarize current trends on Hugging Face.

Installation

Setup

  1. Clone the Repository:

    git clone https://github.com/kukapay/hf-trending-mcp.git
    cd hf-trending-mcp
    
  2. Install Dependencies:

    pip install mcp[cli] httpx
    
  3. Client Configuration:

    "mcpServers": { 
      "hf-trending-mcp": { 
        "command": "python", 
        "args": [ "path/to/hf-trending-mcp/main.py" ]
      } 
    }
    

Usage

Once the server is running or installed, you can interact with it using an MCP client (e.g., Claude Desktop). Below are some example prompts:

Fetch Trending Content

Input:

"Show me the top 5 trending models on Hugging Face."

Output:

google/vit-base-patch16-224 (Downloads: 12345, Likes: 678)
Tags: vision, transformer

facebook/detr-resnet-50 (Downloads: 9876, Likes: 543)
Tags: object-detection, transformer
...

Input:

"What are the top 10 trending datasets right now?"

Output:

imdb (Downloads: 45678, Likes: 2345)
Tags: nlp, sentiment-analysis

squad (Downloads: 34567, Likes: 1987)
Tags: nlp, question-answering
...

Input:

"List the top 3 trending spaces."

Output:

gradio/image-classifier (Likes: 890, SDK: Gradio)
Tags: demo, vision

streamlit/text-generator (Likes: 765, SDK: Streamlit)
Tags: nlp, demo
...

Search Trending Items

Input:

"Search for trending NLP models, limit to 5."

Output:

bert-base-uncased (Likes: 456)
Tags: nlp, transformer

distilbert-base-uncased (Likes: 321)
Tags: nlp, transformer
...

Input:

"Find trending datasets about computer vision."

Output:

coco (Likes: 1234)
Tags: computer-vision, object-detection

imagenet-1k (Likes: 987)
Tags: computer-vision, classification
...

Analyze Trends

Input:

"Analyze the current trends on Hugging Face."

Output:

A detailed response combining results from all trending tools, followed by an analysis (generated by the client’s AI):

Top Trending Models:
google/vit-base-patch16-224 (Downloads: 12345, Likes: 678)
Tags: vision, transformer
...

Top Trending Datasets:
imdb (Downloads: 45678, Likes: 2345)
Tags: nlp, sentiment-analysis
...

Top Trending Spaces:
gradio/image-classifier (Likes: 890, SDK: Gradio)
Tags: demo, vision
...

Summary: Vision models like ViT are trending, likely due to recent advancements in image processing. NLP datasets remain popular for text-based AI research, and Gradio spaces are gaining traction for interactive demos.

API Details

Tools

  • get_trending_models(limit: int = 10): Fetches trending models with downloads, likes, and tags.
  • get_trending_datasets(limit: int = 10): Fetches trending datasets with downloads, likes, and tags.
  • get_trending_spaces(limit: int = 10): Fetches trending spaces with likes, SDK info, and tags.
  • search_trending(query: str, type: str = "models", limit: int = 10): Searches trending items by query and type.

Prompt

  • analyze_trends(): Guides the analysis of trending items with a structured prompt.

License

This project is licensed under the MIT License. See the LICENSE file for details.

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Frequently Asked Questions

What is MCP?

MCP (Model Context Protocol) is an open protocol that standardizes how applications provide context to LLMs. Think of MCP like a USB-C port for AI applications, providing a standardized way to connect AI models to different data sources and tools.

What are MCP Servers?

MCP Servers are lightweight programs that expose specific capabilities through the standardized Model Context Protocol. They act as bridges between LLMs like Claude and various data sources or services, allowing secure access to files, databases, APIs, and other resources.

How do MCP Servers work?

MCP Servers follow a client-server architecture where a host application (like Claude Desktop) connects to multiple servers. Each server provides specific functionality through standardized endpoints and protocols, enabling Claude to access data and perform actions through the standardized protocol.

Are MCP Servers secure?

Yes, MCP Servers are designed with security in mind. They run locally with explicit configuration and permissions, require user approval for actions, and include built-in security features to prevent unauthorized access and ensure data privacy.

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