ygfest/stack-over-mcp
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An MCP server that integrates with Stack Overflow to provide programming solutions, reducing hallucinations in LLM responses.
Stack Over MCP
An MCP (Model Context Protocol) server that provides LLMs with tools to search Stack Overflow for programming solutions, helping ground responses in real-world code examples and reduce hallucinations.
Features
- Smart Search: Search Stack Overflow questions with customizable filters
- Detailed Question Analysis: Get complete question details with all answers
- Tag-Based Discovery: Find popular solutions by programming language/framework
- Real-time Results: Direct access to Stack Overflow's API
- Rich Metadata: Scores, view counts, acceptance status, and more
Installation
-
Clone and setup the project:
cd stack-over-mcp python -m venv venv # On Windows: venv\Scripts\activate # On macOS/Linux: source venv/bin/activate
-
Install dependencies:
pip install -r requirements.txt
Usage
Running the MCP Server
python main.py
The server will start and provide three main tools:
1. search_stackoverflow
Search Stack Overflow questions with flexible filtering:
# Basic search
search_stackoverflow("python list comprehension")
# Advanced search with filters
search_stackoverflow(
query="react hooks error",
limit=5,
sort="votes",
tags=["javascript", "react"],
accepted_only=True
)
Parameters:
query
: Search termslimit
: Max results (1-100, default: 10)sort
: "relevance", "activity", "votes", or "creation"tags
: Filter by programming tagsaccepted_only
: Only questions with accepted answers
2. get_question_details
Get complete information about a specific question:
# Get question with all answers
get_question_details(question_id=12345678)
# Get just question metadata
get_question_details(question_id=12345678, include_answers=False)
3. search_by_tags
Find popular questions by technology tags:
# Find top Python questions
search_by_tags(tags=["python"], sort="votes", min_score=10)
# Find recent React + TypeScript questions
search_by_tags(
tags=["javascript", "react", "typescript"],
sort="activity",
limit=5
)
Integration with MCP Clients
This server is designed to work with MCP-compatible clients like Claude Desktop. Add it to your MCP configuration:
{
"mcpServers": {
"stack-over-mcp": {
"command": "python",
"args": ["path/to/stack-over-mcp/main.py"]
}
}
}
Use Cases
- Debugging: Find solutions to specific error messages
- Learning: Discover best practices and common patterns
- Code Review: Validate approaches against community solutions
- Architecture: Find proven solutions for complex problems
- API Usage: Get real examples of library/framework usage
API Rate Limits
The Stack Overflow API has rate limits:
- Unauthenticated: 300 requests per day per IP
- Authenticated: 10,000 requests per day (requires API key)
For production use, consider implementing API key authentication in stack_api.py
.
Project Structure
stack-over-mcp/
āāā main.py # FastMCP server with tool definitions
āāā stack_api.py # Stack Overflow API client
āāā requirements.txt # Python dependencies
āāā README.md # This file
Contributing
Feel free to enhance the server with additional features:
- API key authentication for higher rate limits
- Caching for frequently requested questions
- Advanced filtering options
- Support for other Stack Exchange sites
License
This project is open source and available under the MIT License.