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googleapis/mcp-toolbox

MCP Toolbox for Databases is an open source MCP server for databases.

Go ◇ agent Apache-2.0

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★16.5KSTARS

⑂1.7KFORKS

!340ISSUES

🏆#503GLOBAL RANK

🔥3DAYS TRENDING

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Star History

Continuous Observations

Interactive star growth chart for googleapis/mcp-toolbox

Momentum

+412

STARS · LAST 30 DAYS

PER DAY

#77

MOST-STARRED Go

Window	7 days	30 days	90 days
Stars gained	+98	+412	+1.3K
Per day	14	14	14
Forks gained	+9	+35	+87

mcp-toolbox gained 412 stars in the last 30 days, about 14 a day, and now has 16.5K. It is about 2 years old and has averaged roughly 8.2K stars a year. It ranks #77 among Go repositories and #503 across all languages on GitHubRepo.

Trending Record

mcp-toolbox has maintained a continuous presence across global trending indexes, peaking at #1016. Below is the 30-day activity profile:

💡 Overview

mcp-toolbox is an open-source project written in Go: MCP Toolbox for Databases is an open source MCP server for databases.

Engineered for speed, consistency, and developer ease, it solves common hurdles in agent, agents, ai. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

Optimized execution pipeline written in Go for predictable speed.

Zero-friction configuration with comprehensive sensible defaults out of the box.

Cross-platform runtime support across Linux, macOS, and Windows environments.

Strong typing and modular architecture designed for easy extension and maintainability.

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal

$ go install github.com/googleapis/mcp-toolbox@latest

$ go install github.com/googleapis/mcp-toolbox@latest

> go install github.com/googleapis/mcp-toolbox@latest

⚙ System Requirements

Platforms

• macOS
• Linux
• Windows

Runtime & Dependencies

Go >= 1.21 runtime environment

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

mcp-toolbox coordinates its core functionality through a modular Go pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

🎯 Production Use Cases

Autonomous AI Agents

Orchestrate intelligent workflows and tool-calling routines with mcp-toolbox.

Model Inference & Prompting

Integrate fast, local or cloud-hosted generative AI models directly into production code.

Context Memory & RAG

Augment language models with dynamic vector retrieval and structured project memory.

Developer Productivity

Automate repetitive engineering tasks, code generation, and test creation using AI agents.

🚀 Getting Started

Install mcp-toolbox using your package manager: `go install github.com/googleapis/mcp-toolbox@latest`

Initialize your project workspace or configuration file for mcp-toolbox.

Import mcp-toolbox into your codebase or invoke it directly from your terminal.

Execute your test suite or run `mcp-toolbox --help` to verify successful setup.

👍 Strengths

Active community backing with 16,494 GitHub stars and verified adoption.

Permissive open-source distribution under the Apache-2.0 license.

Built in Go for high execution speed and developer familiarity.

Cross-platform compatibility across modern Linux, macOS, and Windows environments.

Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Go and modern CLI workflows.

Ecosystem extensions may require manual configuration depending on environment constraints.

Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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👥 Who Should Use This

Developers and engineering teams building with Go, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

googleapis/mcp-toolbox is currently ranked #503 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

Rank	Repository	Language	Stars	Action
#498	coder/coder	Go	★ 16.7K	Compare ↗
#499	kubernetes/kops	Go	★ 16.7K	Compare ↗
#500	HKUDS/DeepCode	Python	★ 16.7K	Compare ↗
#501	Sonarr/Sonarr	C#	★ 16.6K	Compare ↗
#502	briannesbitt/Carbon	PHP	★ 16.6K	Compare ↗
#503	googleapis/mcp-toolbox This Project	Go	★ 16.5K
#504	pqina/filepond	JavaScript	★ 16.4K	Compare ↗
#505	earthtojake/text-to-cad	Python	★ 16.4K	Compare ↗
#506	lwouis/alt-tab-macos	Swift	★ 16.3K	Compare ↗
#507	OpenRCT2/OpenRCT2	C++	★ 16.3K	Compare ↗
#508	zauberzeug/nicegui	Python	★ 16.2K	Compare ↗

Frequently Asked Questions

What does mcp-toolbox do? +

MCP Toolbox for Databases is an open source MCP server for databases.

What language is mcp-toolbox written in? +

The primary language is Go. Topics include: agent, agents, ai, bigquery, clickhouse.

Is mcp-toolbox actively maintained? +

Yes, the last recorded push was on Sep 26, 2026 with 340 open issues being tracked.

How many stars does mcp-toolbox have? +

mcp-toolbox has 16,494 stars and 1,734 forks on GitHub.

How does mcp-toolbox rank among GitHub repositories? +

With 16,494 stars, googleapis/mcp-toolbox is ranked #503 globally across all repositories tracked on GitHubRepo and #77 among Go projects.

What license is mcp-toolbox distributed under? +

The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.

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LinkedIn

Why mcp-toolbox is replacing paid subscriptions for engineering teams

Stop paying $50+/month for locked SaaS tools.

Over 16,494 developers have starred googleapis/mcp-toolbox, an impressive Go open-source project designed to MCP Toolbox for Databases is an open source MCP server for databases.

Key Engineering Advantages:
• 100% Local-First: Complete data privacy with zero tracking or telemetry.
• Zero Subscription Costs: No paywalls, per-seat fees, or API markups.
• Complete Customization: Native open-source architecture you can fork, inspect, and deploy anywhere.
• Proven Adoption: 16,494 GitHub stars and 1,734 forks.

If you're looking to streamline your engineering workflows without ballooning software expenses, this is worth checking out.

👉 Full star velocity and architectural report: https://githubrepo.cloud/repo/googleapis/mcp-toolbox
⭐ GitHub Repository: https://github.com/googleapis/mcp-toolbox

#OpenSource #SoftwareEngineering #DeveloperTools #Tech #Programming #Go

🤖

Reddit (r/opensource, r/webdev, r/selfhosted)

Show r/opensource: mcp-toolbox – A free, self-hosted tool that lets you MCP Toolbox for Databases is an open source MCP server for databases

Hey everyone,

I wanted to share an interesting open-source project called **mcp-toolbox** (https://github.com/googleapis/mcp-toolbox) that has been picking up heavy momentum lately (16,494 stars).

### What problem does it solve?
Many existing tools in this domain require expensive cloud plans or store your data on third-party servers. mcp-toolbox was built with a local-first philosophy, allowing developers to MCP Toolbox for Databases is an open source MCP server for databases without recurring subscription costs or privacy compromises.

### Tech Stack & Details:
- **Language:** Go
- **License:** Apache-2.0
- **GitHub:** [googleapis/mcp-toolbox](https://github.com/googleapis/mcp-toolbox)
- **Live Star Momentum Tracker:** [https://githubrepo.cloud/repo/googleapis/mcp-toolbox](https://githubrepo.cloud/repo/googleapis/mcp-toolbox)

Has anyone here tested this in production or integrated it into existing pipelines? Would love to hear your experience and feedback!

🟧

Hacker News (Show HN)

Show HN: mcp-toolbox – MCP Toolbox for Databases is an open source MCP server for databases

Hi HN,

mcp-toolbox is an open-source Go project designed to MCP Toolbox for Databases is an open source MCP server for databases.

Rather than relying on closed cloud endpoints, it executes locally on your own machine, providing predictable latency, total privacy, and full control.

Repository: https://github.com/googleapis/mcp-toolbox
Documentation & Metrics: https://githubrepo.cloud/repo/googleapis/mcp-toolbox

Feedback and PRs are welcome.

✍️

Dev.to / Hashnode Tags: opensource, go, devtools, webdev

This GitHub repo replaces a $50 a month tool! Stop paying expensive software subscriptions. Meet mcp-toolbox (16,494 GitHub Stars)

---
title: This GitHub repo replaces a $50 a month tool! Stop paying expensive software subscriptions. Meet mcp-toolbox
published: true
tags: opensource, go, devtools, programming
---

## Stop Paying Software Subscriptions For This

Finding high-quality, production-ready open source alternatives to expensive proprietary software can save engineering teams thousands of dollars every year.

Today, we're looking at **[googleapis/mcp-toolbox](https://github.com/googleapis/mcp-toolbox)**, a rapidly rising repository with **16,494 GitHub stars** and **1,734 forks**.

### What is mcp-toolbox?

> MCP Toolbox for Databases is an open source MCP server for databases

Written in **Go**, mcp-toolbox runs directly on your local workstation or private server, keeping your data secure and eliminating recurring license fees.

### Key Highlights
- **High Performance:** Lightweight, reliable, and built in Go.
- **Privacy & Security:** Complete ownership of your environment and data.
- **Growing Momentum:** Ranked **#503** globally across tracked repositories on [GitHubRepo](https://githubrepo.cloud/repo/googleapis/mcp-toolbox).

### Quick Start
To get started locally:

```bash
git clone https://github.com/googleapis/mcp-toolbox.git
cd mcp-toolbox
```

Check out the full repository and star history analytics here:
- **GitHub:** [googleapis/mcp-toolbox](https://github.com/googleapis/mcp-toolbox)
- **Star Velocity Tracker:** [mcp-toolbox on GitHubRepo.cloud](https://githubrepo.cloud/repo/googleapis/mcp-toolbox)

𝕏

X / Twitter Communities

Thread / Community Post for mcp-toolbox

Developers are sleeping on this GitHub repo 👇

googleapis/mcp-toolbox (16,494 ⭐) replaces expensive monthly software subscriptions with 100% free open source code.

⚡ What it does: MCP Toolbox for Databases is an open source MCP server for databases
💻 Built with: Go
🔒 100% local execution & privacy

Check live star velocity and benchmarks:
https://githubrepo.cloud/repo/googleapis/mcp-toolbox

#opensource #developer #coding #tech #programming

🧵

Threads Topics

Topic Discussion: Open Source & Developer Tools

This GitHub repo replaces a $50/month tool! 🚀

If you want to save hours of manual work and stop paying subscriptions, check out googleapis/mcp-toolbox.

It already has over 16,494 stars and lets you MCP Toolbox for Databases is an open source MCP server for databases.

Drop a comment if you've tried it, or check the full star momentum report:
https://githubrepo.cloud/repo/googleapis/mcp-toolbox

From our network

googleapis/mcp-toolbox

Star History

Momentum

Trending Record

💡 Overview

⚡ Key Features

📥 Installation

⚙ System Requirements

Platforms

Runtime & Dependencies

Architecture

🧠 How It Works

🎯 Production Use Cases

Autonomous AI Agents

Model Inference & Prompting

Context Memory & RAG

Developer Productivity

🚀 Getting Started

👍 Strengths

⚠️ Considerations

⇄ Alternatives & Direct Competitors

👥 Who Should Use This

🏆 Nearby in the Rankings

Frequently Asked Questions

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