MCP for GitHub PR, Issues, Tags and Releases

The Model Context Protocol (MCP) is an open standard that enables seamless integration between Large Language Models (LLMs) and external tools. Whilst it can be implemented in any AI system, including custom LLM setups, the degree of integration and optimisation varies based on the model's architecture and capabilities.

This MCP application serves as a bridge between LLMs and GitHub's repository management features, offering automated analysis of pull requests and comprehensive issue management. It provides a robust set of tools to fetch PR details, create issues, and update issues directly from your desktop LLM. The application is designed with modularity in mind, supporting extensibility via the MCP tool interface and seamless integration with existing workflows.

The toolset enables automated PR analysis, issue tracking, tagging and release management through a standardised MCP interface, making it ideal for teams seeking to streamline their GitHub workflow automation.

Features

Feature	Function Name	Description
PR Content Retrieval	get_github_pr_content	Fetch PR metadata including title, description, author, and state.
PR Diff Analysis	get_github_pr_diff	Retrieve the diff/patch content showing file changes in the PR.
PR Description Updates	update_github_pr_description	Update PR titles and descriptions with What/Why/How sections and file changes.
Issue Creation	create_github_issue	Create new issues with conventional commit prefixes (feat/fix/chore) and MCP label.
Issue Updates	update_github_issue	Modify existing issues with new title, body, and state (open/closed).
Tag Management	create_github_tag	Create new git tags with associated messages for versioning.
Release Management	create_github_release	Generate GitHub releases with automatic release notes and tag references.
Network Information	get_ipv4_ipv6_info	Fetch IPv4 and IPv6 network information for the system.
MCP Tool Registration	_register_tools	Tools are registered and exposed via the MCP server for easy integration.

Requirements

• Python 3.11+
• GitHub Personal Access Token (with repo scope)

Architecture Diagram

                                     +------------------------+
                                     |                        |
                                     |    MCP Client/User     |
                                     |                        |
                                     +------------------------+
                                              |
                                              | (stdio/SSE)
                                              v
+--------------------+              +------------------------+
|                    |              |    PRIssueAnalyser     |
|   IP Integration   | <------------|    (FastMCP Server)    |
|   (ipinfo.io)      |              |                        |
+--------------------+              +------------------------+
                                              |
                                              | (API calls)
                                              v
                                   +------------------------+
                                   |   GitHub Integration   |
                                   +------------------------+
                                              |
                                              | (REST API)
                     +-------------------------+-------------------------+
                     |                         |                       |
              +-------------+           +--------------+        +-------------+
              | GitHub PRs  |           |GitHub Issues |        |GitHub Tags/ |
              | & Releases  |           |              |        | Releases    |
              +-------------+           +--------------+        +-------------+

Features:

1. PR Management: Fetch, analyze, and update
2. Issue Tracking: Create and update
3. Release Management: Tags and releases
4. Network Info: IPv4/IPv6 details

Main Flows:

• PRIssueAnalyser: Main MCP server handling tool registration and requests
• GitHub Integration: Manages all GitHub API interactions
• IP Integration: Handles IPv4/IPv6 information retrieval
• MCP Client: Interacts via stdio or Server-Sent Events (SSE)

Local Installation

1. Clone the repository:

git clone https://github.com/saidsef/mcp-github-pr-issue-analyser.git
cd mcp-github-pr-issue-analyser

2. Install dependencies:

uv init
uv venv
uv pip install -r requirements.txt

Local Integration with Desktop LLMs

To add an MCP server to your desktop LLM such as Claude etc.., you need to add this section to the configuration file. The basic structure involves defining a server name and providing the command and any necessary arguments to run the server.

{
  "mcpServers": {
    "github_pr_issues": {
      "command": "uvx",
      "env": {
        "GITHUB_TOKEN": "<your-github-token>"
      },
      "args": [
        "https://github.com/saidsef/mcp-github-pr-issue-analyser.git"
      ]
    }
  }
}

Source

Our latest and greatest source of mcp-github-pr-issue-analyser can be found on [GitHub]. Fork us!

Contributing

We would ❤️ you to contribute by making a pull request.

Please read the official Contribution Guide for more information on how you can contribute.