mcp-github-insights
Provides tools for retrieving GitHub repository insights, including repository overview (stars, forks, license, topics, languages, last push), commit activity, stale pull requests, contributor statistics, recent releases, and issue backlog grouped by label.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@mcp-github-insightsWhich PRs have been stale for more than 2 weeks in sagar1708/mcp-github-insights?"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
mcp-github-insights
An MCP server that exposes GitHub repository insights as tools for AI assistants — repo health, commit activity, stale PRs, contributor stats, releases, and issue backlogs.
Point any MCP client (Claude Desktop, Cursor, VS Code, Claude Code) at it and ask things like:
"Give me an overview of
sagar1708/mcp-github-insights""Which PRs have been stale for more than 2 weeks?"
"Who are the top contributors in the last 90 days?"
Tools
Tool | What it does |
| Stars, forks, license, topics, languages, last push |
| Commits per week, top authors, latest commit (default 30d) |
| Open PRs older than N days, oldest first (default 14d) |
| Top contributors by commit count (default 90d) |
| Latest releases, newest first |
| Open issues grouped by label + oldest issues |
Related MCP server: GitHub Analytics MCP
Quickstart
pip install -e .Set a token for higher rate limits (optional — works without one at 60 req/hr):
export GITHUB_TOKEN=ghp_...Run the server (stdio transport):
github-insights-mcpClaude Desktop
Add to claude_desktop_config.json:
{
"mcpServers": {
"github-insights": {
"command": "github-insights-mcp",
"env": { "GITHUB_TOKEN": "ghp_..." }
}
}
}Cursor / VS Code
Same shape in your MCP settings:
{
"mcpServers": {
"github-insights": {
"command": "github-insights-mcp",
"env": { "GITHUB_TOKEN": "ghp_..." }
}
}
}Development
pip install -e ".[test]"
pytestRoadmap
PR review turnaround stats (median time to merge)
Code churn / hot files from commit patches
Team dashboards via scheduled digests
License
MIT
This server cannot be deployed
Maintenance
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