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4970r-smart-coding-mpc

Verified Safe

by LiamDabelstein

Overview

This MCP server enables LLMs to securely analyze GitHub codebases, gather context (repo map, project overview, commit history, PR intent), and safely submit code contributions like automated documentation and refactoring via a structured branch and Pull Request workflow.

Installation

Run Command
python server.py

Environment Variables

  • GITHUB_CLIENT_ID

Security Notes

The server implements good security practices for GitHub integration. It uses environment variables for sensitive IDs, a secure OAuth Device Flow for user authentication, and validates access tokens for basic format. All network requests use httpx, a standard secure client. Commit operations leverage SHA verification to prevent conflicts. No 'eval' or other direct arbitrary code execution patterns were found. The primary security consideration lies in the permissions granted to the GitHub App and the capabilities of the LLM interacting with the server.

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Stats

Interest Score0
Security Score9
Cost ClassHigh
Avg Tokens10000
Stars0
Forks0
Last Update2025-12-03

Tags

GitHubLLM IntegrationCode AnalysisAI AgentsAutomated Contributions