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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.

awslabs/mcp

Open source MCP Servers for AWS

97Apache-2.0Python

View on GitHub Website

Stars: 9,713
Forks: 1,767
Watchers: 82
Open issues: 163
Contributors: 327

Star history, last 90 days+195 over 38 snapshots

2026-07-31 · 9,5182026-09-20 · 9,713

Star history, last 90 days
Date	Stars
2026-07-31	9518
2026-08-01	9518
2026-08-02	9535
2026-08-12	9585
2026-08-18	9614
2026-08-19	9621
2026-08-20	9625
2026-08-21	9628
2026-08-22	9628
2026-08-23	9631
2026-08-24	9635
2026-08-25	9636
2026-08-26	9638
2026-08-27	9642
2026-08-28	9641
2026-08-29	9643
2026-08-30	9644
2026-08-31	9646
2026-09-01	9652
2026-09-02	9654
2026-09-03	9656
2026-09-04	9657
2026-09-05	9662
2026-09-06	9665
2026-09-07	9668
2026-09-08	9675
2026-09-09	9677
2026-09-10	9679
2026-09-11	9682
2026-09-12	9684
2026-09-13	9687
2026-09-14	9690
2026-09-15	9691
2026-09-16	9696
2026-09-17	9701
2026-09-18	9707
2026-09-19	9712
2026-09-20	9713

Today

+1 stars today

This week

+26 stars this week

This month

+85 stars this month

Momentum

275.0

growth rate 0.27%/day

From the README

# Open source MCP servers for AWS

A suite of specialized MCP servers that help you get the most out of AWS, wherever you use MCP.

[![GitHub](https://img.shields.io/badge/github-awslabs/mcp-blue.svg?style=flat&logo=github)](https://github.com/awslabs/mcp)
[![License](https://img.shields.io/badge/license-Apache--2.0-brightgreen)](LICENSE)
[![Codecov](https://img.shields.io/codecov/c/github/awslabs/mcp)](https://app.codecov.io/gh/awslabs/mcp)
[![OSSF-Scorecard Score](https://img.shields.io/ossf-scorecard/github.com/awslabs/mcp)](https://scorecard.dev/viewer/?uri=github.com/awslabs/mcp)

> [!TIP]
> The [Agent Toolkit for AWS](https://aws.amazon.com/about-aws/whats-new/2026/05/agent-toolkit/) is now live! The Agent Toolkit for AWS is the successor to the MCP servers, plugins, and skills available on AWS Labs, and was informed by feedback from customers like you. If you're building production software using coding agents or building agents for your own customers, we recommend Agent Toolkit for AWS. It includes IAM condition keys to distinguish agent actions from human ones, CloudWatch and CloudTrail visibility, and skills that have been evaluated for accuracy and effectiveness. This repo continues to work and accept contributions. Over time, the most useful projects here will move into Agent Toolkit for AWS.

## Table of Contents

- [Open source MCP servers for AWS](#open-source-mcp-servers-for-aws)
  - [Table of Contents](#table-of-contents)
  - [What is the Model Context Protocol (MCP) and how does it work with MCP Servers for AWS?](#what-is-the-model-context-protocol-mcp-and-how-does-it-work-with-mcp-servers-for-aws)
  - [Open source MCP servers for AWS Transport Mechanisms](#open-source-mcp-servers-for-aws-transport-mechanisms)
    - [Supported transport mechanisms](#supported-transport-mechanisms)
    - [Server Sent Events Support Removal](#server-sent-events-support-removal)
    - [Why MCP Servers for AWS?](#why-mcp-servers-for-aws)
  - [Available MCP Servers: Quick Installation](#available-mcp-servers-quick-installation)
    - [🚀 Getting Started with AWS](#-getting-started-with-aws)
    - [Browse by What You're Building](#browse-by-what-youre-building)
      - [📚 Real-time access to official AWS documentation](#-real-time-access-to-official-aws-documentation)
    - [🏗️ Infrastructure \& Deployment](#️-infrastructure--deployment)
      - [Container Platforms](#container-platforms)
      - [Serverless \& Functions](#serverless--functions)
      - [Support](#support)
    - [🤖 AI \& Machine Learning](#-ai--machine-learning)
    - [📊 Data \& Analytics](#-data--analytics)
      - [SQL \& NoSQL Databases](#sql--nosql-databases)
        - [Search \& Analytics](#search--analytics)
      - [Backend API Providers](#backend-api-providers)
      - [Caching \& Performance](#caching--performance)
    - [🛠️ Developer Tools \& Support](#️-developer-tools--support)
    - [📡 Integration \& Messaging](#-integration--messaging)
    - [💰 Cost \& Operations](#-cost--operations)
    - [🧬 Healthcare \& Lifesciences](#-healthcare--lifesciences)
    - [Browse by How You're Working](#browse-by-how-youre-working)
      - [👨‍💻 Vibe Coding \& Development](#-vibe-coding--development)
        - [Core Development Workflow](#core-development-workflow)
        - [Infrastructure as Code](#infrastructure-as-code)
        - [Application Development](#application-development)
        - [Container \& Serverless Development](#container--serverless-development)
        - [Testing \& Data](#testing--data)
        - [Lifesciences Workflow Development](#lifesciences-workflow-development)
        - [Healthcare Data Management](#healthcare-data-management)
      - [💬 Conversational Assistants](#-conversational-assistants)
        - [Knowledge \& Search](#knowledge--search)
        - [Content Processing \& Generation](#content-processing--generation)
        - [Business Services](#business-services)
      - [🤖 Autonomous Background Agents](#-autonomous-backgr

Excerpt of 204,707 characters

Read on GitHub

Top contributors20 shown

awslabs-mcp
337
scottschreckengaust
Scott Schreckengaust · Amazon Web Services · United States
209
arnewouters
Arne Wouters · @aws · Netherlands
70
dependabot[bot]
69
MichaelWalker-git
47
krokoko
Alain Krok · Amazon Web Services · United States
38
markjschreiber
32
alexa-perlov
27
rshevchuk-git
26
yiyuan-he
23
anwesham-lab
Anwesha
22
jimini55
Jimin Kim · Amazon Web Services
21
matthewgoodman13
20
nspring00
18
naikvaib
Vaibhav Naik · Amazon
17
pranjbh
17
kennthhz
15
theagenticguy
15
okhomin
13
srhsrhsrhsrh
12

Quality score

Would you bet a product on this? Bounded 0–100 and slow moving.

97/10097

Maintenance: 90%; How recently the default branch was pushed to
Releases: 96%; Recency and cadence of tagged releases
Community: 98%; Contributor breadth and bus factor
Issue backlog: 85%; Open issues measured against the size of the audience
Documentation: 100%; README depth, plus a homepage and topics
Licensing: 100%; How freely the code can be adopted

What to know before adopting

Nothing flagged — maintained, documented and cleanly licensed.
Usable in commercial products with attribution.

Details

Created: 2 years ago
Last push: 7 days ago
Last release: 12 days ago
Release tag: 2026.09.20260908143235
Releases in the last year: 30
Default branch: main
Size: 116k KB
Owner type: Organization
Owner location: Seattle, WA
Discovered via: phrase:mcp server
First indexed: 2 months ago
Last synced: 7 days ago

awslabs/mcp

Open source MCP Servers for AWS

97Apache-2.0Python

View on GitHub Website

Stars: 9,713
Forks: 1,767
Watchers: 82
Open issues: 163
Contributors: 327

Star history, last 90 days+195 over 38 snapshots

2026-07-31 · 9,5182026-09-20 · 9,713

Star history, last 90 days
Date	Stars
2026-07-31	9518
2026-08-01	9518
2026-08-02	9535
2026-08-12	9585
2026-08-18	9614
2026-08-19	9621
2026-08-20	9625
2026-08-21	9628
2026-08-22	9628
2026-08-23	9631
2026-08-24	9635
2026-08-25	9636
2026-08-26	9638
2026-08-27	9642
2026-08-28	9641
2026-08-29	9643
2026-08-30	9644
2026-08-31	9646
2026-09-01	9652
2026-09-02	9654
2026-09-03	9656
2026-09-04	9657
2026-09-05	9662
2026-09-06	9665
2026-09-07	9668
2026-09-08	9675
2026-09-09	9677
2026-09-10	9679
2026-09-11	9682
2026-09-12	9684
2026-09-13	9687
2026-09-14	9690
2026-09-15	9691
2026-09-16	9696
2026-09-17	9701
2026-09-18	9707
2026-09-19	9712
2026-09-20	9713

Today

+1 stars today

This week

+26 stars this week

This month

+85 stars this month

Momentum

275.0

growth rate 0.27%/day

From the README

# Open source MCP servers for AWS

A suite of specialized MCP servers that help you get the most out of AWS, wherever you use MCP.

[![GitHub](https://img.shields.io/badge/github-awslabs/mcp-blue.svg?style=flat&logo=github)](https://github.com/awslabs/mcp)
[![License](https://img.shields.io/badge/license-Apache--2.0-brightgreen)](LICENSE)
[![Codecov](https://img.shields.io/codecov/c/github/awslabs/mcp)](https://app.codecov.io/gh/awslabs/mcp)
[![OSSF-Scorecard Score](https://img.shields.io/ossf-scorecard/github.com/awslabs/mcp)](https://scorecard.dev/viewer/?uri=github.com/awslabs/mcp)

> [!TIP]
> The [Agent Toolkit for AWS](https://aws.amazon.com/about-aws/whats-new/2026/05/agent-toolkit/) is now live! The Agent Toolkit for AWS is the successor to the MCP servers, plugins, and skills available on AWS Labs, and was informed by feedback from customers like you. If you're building production software using coding agents or building agents for your own customers, we recommend Agent Toolkit for AWS. It includes IAM condition keys to distinguish agent actions from human ones, CloudWatch and CloudTrail visibility, and skills that have been evaluated for accuracy and effectiveness. This repo continues to work and accept contributions. Over time, the most useful projects here will move into Agent Toolkit for AWS.

## Table of Contents

- [Open source MCP servers for AWS](#open-source-mcp-servers-for-aws)
  - [Table of Contents](#table-of-contents)
  - [What is the Model Context Protocol (MCP) and how does it work with MCP Servers for AWS?](#what-is-the-model-context-protocol-mcp-and-how-does-it-work-with-mcp-servers-for-aws)
  - [Open source MCP servers for AWS Transport Mechanisms](#open-source-mcp-servers-for-aws-transport-mechanisms)
    - [Supported transport mechanisms](#supported-transport-mechanisms)
    - [Server Sent Events Support Removal](#server-sent-events-support-removal)
    - [Why MCP Servers for AWS?](#why-mcp-servers-for-aws)
  - [Available MCP Servers: Quick Installation](#available-mcp-servers-quick-installation)
    - [🚀 Getting Started with AWS](#-getting-started-with-aws)
    - [Browse by What You're Building](#browse-by-what-youre-building)
      - [📚 Real-time access to official AWS documentation](#-real-time-access-to-official-aws-documentation)
    - [🏗️ Infrastructure \& Deployment](#️-infrastructure--deployment)
      - [Container Platforms](#container-platforms)
      - [Serverless \& Functions](#serverless--functions)
      - [Support](#support)
    - [🤖 AI \& Machine Learning](#-ai--machine-learning)
    - [📊 Data \& Analytics](#-data--analytics)
      - [SQL \& NoSQL Databases](#sql--nosql-databases)
        - [Search \& Analytics](#search--analytics)
      - [Backend API Providers](#backend-api-providers)
      - [Caching \& Performance](#caching--performance)
    - [🛠️ Developer Tools \& Support](#️-developer-tools--support)
    - [📡 Integration \& Messaging](#-integration--messaging)
    - [💰 Cost \& Operations](#-cost--operations)
    - [🧬 Healthcare \& Lifesciences](#-healthcare--lifesciences)
    - [Browse by How You're Working](#browse-by-how-youre-working)
      - [👨‍💻 Vibe Coding \& Development](#-vibe-coding--development)
        - [Core Development Workflow](#core-development-workflow)
        - [Infrastructure as Code](#infrastructure-as-code)
        - [Application Development](#application-development)
        - [Container \& Serverless Development](#container--serverless-development)
        - [Testing \& Data](#testing--data)
        - [Lifesciences Workflow Development](#lifesciences-workflow-development)
        - [Healthcare Data Management](#healthcare-data-management)
      - [💬 Conversational Assistants](#-conversational-assistants)
        - [Knowledge \& Search](#knowledge--search)
        - [Content Processing \& Generation](#content-processing--generation)
        - [Business Services](#business-services)
      - [🤖 Autonomous Background Agents](#-autonomous-backgr

Excerpt of 204,707 characters

Read on GitHub

Top contributors20 shown

awslabs-mcp
337
scottschreckengaust
Scott Schreckengaust · Amazon Web Services · United States
209
arnewouters
Arne Wouters · @aws · Netherlands
70
dependabot[bot]
69
MichaelWalker-git
47
krokoko
Alain Krok · Amazon Web Services · United States
38
markjschreiber
32
alexa-perlov
27
rshevchuk-git
26
yiyuan-he
23
anwesham-lab
Anwesha
22
jimini55
Jimin Kim · Amazon Web Services
21
matthewgoodman13
20
nspring00
18
naikvaib
Vaibhav Naik · Amazon
17
pranjbh
17
kennthhz
15
theagenticguy
15
okhomin
13
srhsrhsrhsrh
12

Quality score

Would you bet a product on this? Bounded 0–100 and slow moving.

97/10097

Maintenance: 90%; How recently the default branch was pushed to
Releases: 96%; Recency and cadence of tagged releases
Community: 98%; Contributor breadth and bus factor
Issue backlog: 85%; Open issues measured against the size of the audience
Documentation: 100%; README depth, plus a homepage and topics
Licensing: 100%; How freely the code can be adopted

What to know before adopting

Nothing flagged — maintained, documented and cleanly licensed.
Usable in commercial products with attribution.

Details

Created: 2 years ago
Last push: 7 days ago
Last release: 12 days ago
Release tag: 2026.09.20260908143235
Releases in the last year: 30
Default branch: main
Size: 116k KB
Owner type: Organization
Owner location: Seattle, WA
Discovered via: phrase:mcp server
First indexed: 2 months ago
Last synced: 7 days ago

Top AI Repos — open-source AI, indexed and scored

awslabs/mcp

From the README

Top contributors20 shown

Quality score

What to know before adopting

Categories

Details

awslabs/mcp

From the README

Top contributors20 shown

Quality score

What to know before adopting

Categories

Details

Top AI Repos — open-source AI, indexed and scored

Trend

From the README

Top contributors20 shown

Quality score

What to know before adopting

Categories

Details

Trend

From the README

Top contributors20 shown

Quality score

What to know before adopting

Categories

Details