GitHub
GitHub’s official server lets AI read and manage code, issues and pull requests in your account. Use GitHub’s hosted version or run it locally with Docker.
Description from the maker (original English)
Deterministic repository structure mapping for onboarding agents.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"repo-mapper": {
"command": "uvx",
"args": [
"mcp-repo-mapper"
]
}
}
}Run this in your terminal
claude mcp add repo-mapper -- uvx mcp-repo-mapperPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"repo-mapper": {
"command": "uvx",
"args": [
"mcp-repo-mapper"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"repo-mapper": {
"type": "stdio",
"command": "uvx",
"args": [
"mcp-repo-mapper"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
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These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 8, 2026
The registry name was verified with the GitHub account LovRanRan, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.1.0) reached the registry 6 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
In the same category: GitHub, Desktop Commander, Cloudflare MCP
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
GitHub’s official server lets AI read and manage code, issues and pull requests in your account. Use GitHub’s hosted version or run it locally with Docker.
MCP server for terminal commands, file operations, and process management
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
mcp-repo-mapper is a FastMCP server for deterministic repository structure mapping. It scans a local codebase and exposes file structure, language counts, Python import dependencies, circular dependency detection, framework detection, entry point candidates, and a cached repo structure resource.
The server does not call an LLM and does not execute user code. It is intended as a grounded structure tool for codebase onboarding agents such as wayfinder.
mcp-repo-mapper is the structure layer in a three-server MCP tool stack for Project 6 wayfinder, a codebase onboarding agent.
mcp-repo-mapper maps repository structure, languages, entry points, framework evidence, and Python dependency edges.mcp-ast-explorer provides symbol-grounded Python definition, signature, reference, call-chain, and class-hierarchy lookups.mcp-test-runner runs local pytest/Jest checks and coverage summaries so agent claims can be verified against execution.In wayfinder, this server feeds the architecture-mapping step before semantic explanation or test verification begins.
scan_repo(path) returns a typed repo scan with files, language breakdown, entry points, Python dependency graph, and detected frameworks.find_circular_deps(path) returns circular dependencies from the static dependency graph.language_breakdown(path) returns language counts by file count and bytes.detect_framework(path) detects FastAPI, Flask, Django, Express, and Spring using registry-based markers.find_entry_points(path) returns ranked entry point candidates such as Python mains, FastAPI apps, package start scripts, Dockerfiles, and Node indexes.repo-structure://{url_hash} returns a cached JSON scan result after a tool call has populated the cache.uv sync --extra dev
Run the server locally:
uv run mcp-repo-mapper
uv run ruff check .
uv run mypy uv run pytest
Resource reads use a cache populated by tool calls:
scan_repo(path) or another scan-backed tool.repo-structure://{url_hash}.The public resource uses repo-structure://... because URL schemes cannot contain underscores.
ast parsing.MIT