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[](https://githubrepo.cloud/repo/awslabs/mcp?utm_source=readme_badge) [](https://githubrepo.cloud/repo/awslabs/mcp?utm_source=readme_badge) [](https://githubrepo.cloud/repo/awslabs/mcp?utm_source=readme_badge)Momentum
+244
STARS · LAST 30 DAYS
8
PER DAY
#165
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +56 | +244 | +720 |
| Per day | 8 | 8 | 8 |
| Forks gained | +9 | +36 | +89 |
mcp gained 244 stars in the last 30 days, about 8 a day, and now has 9.7K. It is about 2 years old and has averaged roughly 4.9K stars a year. It ranks #165 among Python repositories and #959 across all languages on GitHubRepo.
Trending Record
2
DAYS ON TRENDING
#2528
BEST RANK
Oct 1, 2026
FIRST APPEARANCE
Active
STATUS TODAY
mcp has maintained a continuous presence across global trending indexes, peaking at #2528. Below is the 30-day activity profile:
💡 Overview
mcp is an open-source project written in Python: Open source MCP Servers for AWS.
Engineered for speed, consistency, and developer ease, it solves common hurdles in aws, mcp, mcp-client. 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 Python 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
$ pip install mcp⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
mcp coordinates its core functionality through a modular Python 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
Command-Line Automation
Execute automated build, deployment, and maintenance tasks directly from the terminal.
CI/CD Workflow Integration
Run non-interactive validation checks in GitHub Actions, GitLab CI, or local pre-commit hooks.
Developer Environment Setup
Standardize local engineering workstations with single-binary utility commands.
Scripting & Pipeline Orchestration
Chain complex multi-stage scripts with reliable error reporting and exits.
🚀 Getting Started
Install mcp using your package manager: `pip install mcp`
Initialize your project workspace or configuration file for mcp.
Import mcp into your codebase or invoke it directly from your terminal.
Execute your test suite or run `mcp --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
awslabs/mcp is currently ranked #959 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #954 | falconry/falcon | Python | ★ 9.8K | Compare ↗ |
| #955 | spinnaker/spinnaker | Java | ★ 9.8K | Compare ↗ |
| #956 | owasp-modsecurity/ModSecurity | C++ | ★ 9.8K | Compare ↗ |
| #957 | NVIDIA/cudf | C++ | ★ 9.8K | Compare ↗ |
| #958 | miniflux/v2 | Go | ★ 9.8K | Compare ↗ |
| #959 | awslabs/mcp This Project | Python | ★ 9.7K | |
| #960 | kyutai-labs/pocket-tts | Python | ★ 9.7K | Compare ↗ |
| #961 | ashishb/android-security-awesome | Makefile | ★ 9.7K | Compare ↗ |
| #962 | activeadmin/activeadmin | Ruby | ★ 9.7K | Compare ↗ |
| #963 | doctrine/dbal | PHP | ★ 9.7K | Compare ↗ |
| #964 | apache/seatunnel | Java | ★ 9.7K | Compare ↗ |
Frequently Asked Questions
What does mcp do? +
Open source MCP Servers for AWS
What language is mcp written in? +
The primary language is Python. Topics include: aws, mcp, mcp-client, mcp-clients, mcp-host.
Is mcp actively maintained? +
Yes, the last recorded push was on Oct 1, 2026 with 253 open issues being tracked.
How many stars does mcp have? +
mcp has 9,746 stars and 1,781 forks on GitHub.
How does mcp rank among GitHub repositories? +
With 9,746 stars, awslabs/mcp is ranked #959 globally across all repositories tracked on GitHubRepo and #165 among Python projects.
What license is mcp distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
