Topics / #aws
AWS projects on GitHub
Amazon Web Services cloud platform and the infrastructure built on it.
As of , the most-starred AWS projects on GitHub are TradingAgents (111.6K stars), system-design-101 (90.5K stars) and devops-exercises (84.9K stars). GitHub.Locker tracks 99 AWS repositories with 1.6M stars combined. The fastest-growing on October 16 was TradingAgents, with +155 stars in a day.
Hot right now
Most stars gained in a day · Oct 16
+155TradingAgents
TauricResearch/TradingAgents · ★ 111.6KTradingAgents is a multi-agent LLM framework that simulates a trading firm: specialized agents analyze fundamentals, sentiment, news, and technicals, bull/bear researchers debate the findings, and a trader plus risk/portfolio manager team decide whether to execute the trade.
+107mailcheap
marclou/mailcheap · ★ 1.2KMailcheap is a self-hosted newsletter app that sends through your own Amazon SES account, letting you write an issue, send it to your list, and publish it on the web for about $0.10 per 1,000 emails.
+68celld
denoland/celld · ★ 5.8Kcelld is an open-source daemon that lets you self-host a Cloudflare Workers application (Workers, Durable Objects, KV, Queues, D1, R2, Workflows, Cron Triggers, static assets) on your own machines instead of on Cloudflare's network, deployed straight from your existing wrangler.json.
LibreChat
LibreChat-AI/LibreChat · ★ 45.8KLibreChat is a self-hosted AI chat platform that unifies all major AI providers (OpenAI, Anthropic, Google, AWS Bedrock, Azure, Mistral, OpenRouter and more) in a single ChatGPT-like interface, with Agents, MCP support, Code Interpreter and Artifacts built in.
The all-time top
99 projects · by stars
- 111.6K
#1 · TauricResearch/TradingAgentsTradingAgents
TradingAgents is a multi-agent LLM framework that simulates a trading firm: specialized agents analyze fundamentals, sentiment, news, and technicals, bull/bear researchers debate the findings, and a trader plus risk/portfolio manager team decide whether to execute the trade.
- 90.5K
#2 · ByteByteGoHq/system-design-101system-design-101
A free, visual collection of short explainers and cheat sheets covering core system design concepts (APIs, databases, caching, message queues, real-world company architectures) to help you understand how production systems work and prepare for system design interviews.
- 84.9K
#3 · bregman-arie/devops-exercisesdevops-exercises
A massive collection of over 2600 DevOps and SRE interview questions and exercises covering Linux, networking, Kubernetes, AWS, Python, Ansible, Terraform, and many other technical topics.
- 4
localstack
65.1Klocalstack/localstack · PythonLocalStack is a cloud service emulator that runs AWS services like Lambda, S3, DynamoDB, Kinesis, SQS and SNS entirely on your local machine or CI environment, so you can develop and test cloud apps without hitting a real AWS account.
- 5

serverless
46.9Kserverless/serverless · JavaScriptThe Serverless Framework is a tool that lets you build and deploy applications on AWS Lambda and other managed cloud services, so they auto-scale, cost nothing when idle, and need minimal upkeep.
- 6

awesome-cheatsheets
46.6KLeCoupa/awesome-cheatsheets · JavaScriptA curated collection of cheatsheets covering popular programming languages, frameworks, databases, and development tools, each condensed into a single reference file.
- 7
LibreChat
45.8KLibreChat-AI/LibreChat · TypeScriptLibreChat is a self-hosted AI chat platform that unifies all major AI providers (OpenAI, Anthropic, Google, AWS Bedrock, Azure, Mistral, OpenRouter and more) in a single ChatGPT-like interface, with Agents, MCP support, Code Interpreter and Artifacts built in.
- 8

firecracker
37.4Kfirecracker-microvm/firecracker · RustFirecracker is an open-source virtualization technology for creating and managing secure, multi-tenant microVMs for container and function-based serverless workloads.
- 9

og-aws
36.5Kopen-guides/og-aws · ShellA free, community-maintained practical guide to Amazon Web Services — a living reference that consolidates links, tips, gotchas, and best practices, written by engineers who use AWS.
- 10

vault
36.4Khashicorp/vault · GoVault is a tool for securely accessing secrets such as API keys, passwords, and certificates, giving you a unified interface with tight access control and detailed audit logging.
- 11
uppy
31Ktransloadit/uppy · TypeScriptUppy is a sleek, modular JavaScript file uploader for web browsers: it picks files from disk, webcam or cloud services, previews them and uploads to your backend, with optional processing afterwards.
- 12

kestra
29.7Kkestra-io/kestra · JavaKestra is an open-source, event-driven orchestration platform for building data, AI, and infrastructure workflows. You describe them in declarative YAML and manage everything from a built-in web UI.
- 13

data-science-ipython-notebooks
29.4Kdonnemartin/data-science-ipython-notebooks · PythonA large curated collection of IPython/Jupyter notebooks covering the Python data science stack: deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, statistics with SciPy, pandas, matplotlib, NumPy, Kaggle competition analyses, big data (Spark, Hadoop MapReduce, HDFS), AWS, and command-line essentials.
- 14

linkedin-skill-assessments-quizzes
28.9KEbazhanov/linkedin-skill-assessments-quizzes · PythonA free, open-source reference of answers to LinkedIn skill assessment quizzes: questions with the correct answers for tests in JavaScript, React, Python, Git, AWS Lambda, machine learning and more. It has nearly 29,000 GitHub stars.
- 15

vagrant
27.2Khashicorp/vagrant · RubyVagrant is a tool for building and distributing portable development environments that can run locally or in the cloud.
- 16
floci
26.9Kfloci-io/floci · JavaFloci is a free, open-source local AWS emulator: it serves AWS-compatible APIs — S3, SQS, DynamoDB, Lambda, ECS and many more — from your own machine for development, testing, and CI, with no cloud account, auth token, or paid feature gates.
- 17
pulumi
25.8Kpulumi/pulumi · GoPulumi is open source Infrastructure as Code: you write ordinary programming code, and the Pulumi CLI automatically provisions and manages your resources across clouds.
- 18

autocomplete
25.2Kwithfig/autocomplete · TypeScriptIDE-style autocomplete for your terminal: as you type a command, Amazon Q Developer CLI (formerly Fig) suggests subcommands, options and arguments for hundreds of popular CLIs like git, npm, docker and aws.
- 19

sops
23.4Kgetsops/sops · GoSOPS (Secrets OPerationS) is an editor for encrypted files that supports YAML, JSON, ENV, INI and BINARY formats, encrypting values with AWS KMS, GCP KMS, Azure Key Vault, HuaweiCloud KMS, age, or PGP.
- 20
vector
22.7Kvectordotdev/vector · RustAn open-source, high-performance observability data pipeline: it collects, transforms, and routes your logs and metrics to any vendors you choose, so you keep control of your observability data. It is maintained by Datadog's Community Open Source Engineering team.
- 21

mxnet
20.8Kapache/mxnet · C++Apache MXNet is a deep learning framework designed for both efficiency and flexibility: it lets you mix symbolic and imperative programming, and a dynamic dependency scheduler automatically parallelizes operations on the fly.
- 22

DevOps-Roadmap
20.8Kmilanm/DevOps-RoadmapA step-by-step roadmap for becoming a DevOps engineer, organized as a sequence of topics with links to mostly free learning resources for each one.
- 23
olmocr
19.8Kallenai/olmocr · PythonolmOCR is a toolkit that converts PDFs, PNGs, and JPEGs into clean Markdown or plain text with natural reading order, preserving equations, tables, and handwriting - built primarily to produce training datasets for LLMs.
- 24
community-skeleton
19.6Kuvdesk/community-skeleton · CSSUVdesk Community is a free, open-source helpdesk platform: a ticketing system for customer support built on the Symfony framework and backbone.js, covering tickets, mailboxes, a knowledge base and an extensible bundle system.
- 25

kubespray
18.8Kkubernetes-sigs/kubespray · JinjaKubespray is a set of Ansible playbooks that deploys a production-ready, highly available Kubernetes cluster on cloud VMs or your own bare-metal servers.
- 26

aws-cli
17.3Kaws/aws-cli · PythonThe unified command line interface for Amazon Web Services — one aws command in your terminal to manage AWS services, published by the official aws organization.
- 27

chaosmonkey
17.2KNetflix/chaosmonkey · GoChaos Monkey is a resiliency tool from Netflix that randomly terminates virtual machine instances and containers in your production environment, so engineers face failures often enough that they build services able to tolerate them.
- 28

cvat
16.9Kcvat-ai/cvat · PythonCVAT is an open-source, self-hosted data annotation platform for building labeled datasets from images, video, and 3D point clouds, used for computer vision and visual AI projects.
- 29

kops
16.7Kkubernetes/kops · GokOps (Kubernetes Operations) is a tool that creates, upgrades, and manages production-grade, highly available Kubernetes clusters, and also provisions the underlying cloud infrastructure for them.
- 30
ag-ui
16.6Kag-ui-protocol/ag-ui · TypeScriptAG-UI is an open, lightweight, event-based protocol that standardizes how AI agents connect to user-facing applications — a shared event contract between an agent backend and the UI that shows its work.
- 31

awesome-kubernetes
16.1Kramitsurana/awesome-kubernetes · ShellA curated list of the best Kubernetes resources — links, guides, and books — inspired by Sindre Sorhus' awesome lists and maintained by the community since 2015.
- 32

docker-android
16Kbudtmo/docker-android · PythonDocker-Android is a Docker image that ships a complete Android emulator in a container, built for Android app development and testing — native, web and hybrid apps.
- 33

transfer.sh
15.9Kdutchcoders/transfer.sh · GoAn easy and fast file-sharing service for the command line: you upload a file and get back a shareable URL. This repo contains the server code, so anyone can run their own instance.
- 34

Cookbook
15.5Kandkret/Cookbook · PythonA free online book (the Data Engineering Cookbook) that covers everything a data engineer needs to know, from basic engineering skills to advanced platform design, case studies and interview prep.
- 35

mlops-zoomcamp
15.4KDataTalksClub/mlops-zoomcamp · Jupyter NotebookA free 9-week course from DataTalks.Club that teaches MLOps fundamentals — productionizing machine learning services, from training and experimentation to deployment and monitoring.
- 36

caprover
15.2Kcaprover/caprover · TypeScriptCapRover is a self-hosted platform-as-a-service (PaaS) that lets you deploy and manage web apps, APIs, and databases on your own server without manually configuring Docker or nginx.
- 37

prowler
15Kprowler-cloud/prowler · PythonProwler is an open-source cloud security platform that automates security and compliance checks across AWS, Azure, GCP, Kubernetes, M365, GitHub, and many other providers.
- 38

terraformer
14.5KGoogleCloudPlatform/terraformer · GoTerraformer is a CLI tool that generates Terraform configuration (tf/json) and state files from infrastructure that already exists in the cloud, essentially reverse-engineering Terraform code from live resources.
- 39

litestream
14.5Kbenbjohnson/litestream · GoLitestream is a standalone disaster recovery tool for SQLite: a background process that safely replicates database changes incrementally so you can recover after a failure.
- 40
kopia
14.4Kkopia/kopia · GoKopia is an open-source backup and restore tool that creates encrypted, compressed, deduplicated snapshots of your files and directories and saves them to remote, cloud, network-attached, or local storage.
- 41

gobuster
14.2KOJ/gobuster · GoGobuster is a fast, multi-threaded command-line tool written in Go for brute-forcing web directories/files, DNS subdomains, and virtual hosts, plus enumerating S3/GCS cloud storage buckets and TFTP files.
- 42

awesome-aws
14.2Kdonnemartin/awesome-aws · PythonAwesome AWS is a curated list of AWS resources - official and community SDKs, CLI tools, open source repos, guides, books, blogs, and training material - organized by language and AWS service.
- 43

flysystem
13.6Kthephpleague/flysystem · PHPFlysystem is a file storage library for PHP. It gives you one interface to many filesystems, local or remote, so your code is not locked to a single storage vendor.
- 44

git-secrets
13.4Kawslabs/git-secrets · Shellgit-secrets is a command-line tool that scans your git commits, commit messages, and merges to stop you from accidentally committing passwords, AWS keys, and other secrets.
- 45

haoel.github.io
13.1Khaoel/haoel.github.io · ShellA long-form Chinese guide by Bilibili engineer 左耳朵 (haoel) that walks through everything needed to bypass internet censorship (the GFW) by renting your own VPS and self-hosting a proxy, from choosing a server all the way to configuring clients on every device.
- 46
aws-cdk
12.9Kaws/aws-cdk · TypeScriptAWS CDK is an open-source framework that lets you define AWS cloud infrastructure using real programming languages (TypeScript, Python, Java, .NET, Go) instead of writing raw templates, then provisions it through AWS CloudFormation.
- 47

eureka
12.7KNetflix/eureka · JavaEureka is a RESTful service used mainly in AWS cloud environments for service discovery, load balancing, and failover of mid-tier servers, originally built for Netflix's own infrastructure.
- 48
infracost
12.6Kinfracost/infracost · GoInfracost gives engineers, AI coding agents, and CI/CD pipelines cloud cost estimates and FinOps recommendations for Terraform, Terragrunt, CloudFormation, and AWS CDK before changes are deployed.
- 49
encore
12.5Kencoredev/encore · GoEncore is an open-source backend platform: you declare resources like databases, Pub/Sub and caches directly in code, run the whole system locally with real infrastructure, and deploy into your own AWS or GCP account.
- 50

zerox
12.3Kgetomni-ai/zerox · TypeScriptZerox is an open-source OCR and document-extraction tool powered by vision models: give it a PDF, DOCX or image and it returns Markdown — or structured data if you provide a schema.
- 51
opensre
12KTracer-Cloud/opensre · PythonAn open-source framework for building AI SRE agents that resolve production incidents on your own infrastructure — and a training and evaluation environment for those agents.
- 52

Zappa
11.8KMiserlou/Zappa · PythonZappa is a tool that packages and deploys Python WSGI web applications (built with Flask, Django, Bottle or Pyramid) to run serverlessly on AWS Lambda behind API Gateway, with no servers to manage.
- 53
quickwit
11.7Kquickwit-oss/quickwit · RustQuickwit is an open-source, cloud-native search engine built for observability - log management and distributed tracing - that runs sub-second search directly on cloud storage like S3.
- 54

aws-devops-zero-to-hero
11.6Kiam-veeramalla/aws-devops-zero-to-hero · PythonA 30-day structured curriculum teaching AWS from scratch for DevOps engineers, covering core services with daily lessons, hands-on projects, and interview questions.
- 55
examples
11.5Kserverless/examples · JavaScriptA large collection of ready-to-deploy boilerplate services and examples for the Serverless Framework, covering AWS Lambda, Azure Functions, Google Cloud Functions and more, with patterns for REST/HTTP APIs, DynamoDB, S3, SQS, GraphQL, IoT, and MCP servers written in Node.js, Go, Java, and .NET.
- 56

Sn1per
11.5K1N3/Sn1per · ShellSn1per is an offensive-security platform that bundles reconnaissance, vulnerability scanning, exploitation and reporting into one workspace, orchestrating 600+ exploits and 90+ third-party tools for pentesters and attack-surface-management teams.
- 57
cas
11.4Kapereo/cas · JavaCAS (Central Authentication Service) is an enterprise multilingual identity provider and single sign-on server for the web: an open-source Java platform for centralizing authentication and authorization.
- 58

vcluster
11.4Kloft-sh/vcluster · GovCluster creates Tenant Clusters: fully isolated virtual Kubernetes clusters, each with its own API server, CRDs, and RBAC, running on top of an existing Kubernetes cluster or standalone on bare metal.
- 59

openai-node
11.2Kopenai/openai-node · TypeScriptThis is the official TypeScript/JavaScript client library for the OpenAI REST API, auto-generated from OpenAI's OpenAPI specification, giving typed access to the Responses API, Chat Completions, Realtime API, and more.
- 60
terraform-provider-aws
11.1Khashicorp/terraform-provider-aws · GoThis is the official HashiCorp Terraform provider for AWS, which lets Terraform create, update, and manage AWS resources through declarative configuration.
- 61

chalice
11.1Kaws/chalice · PythonChalice is a Python framework for writing serverless apps: you write ordinary Python functions, and it creates and deploys the AWS Lambda functions and REST APIs behind them.
- 62

kedro
11Kkedro-org/kedro · PythonKedro is an open-source Python framework for building production-ready data engineering and data science pipelines, using software engineering best practices to make them reproducible, maintainable, and modular.
- 63

amazon-sagemaker-examples
11Kaws/amazon-sagemaker-examples · Jupyter NotebookA collection of official Jupyter notebooks from AWS that demonstrate how to build, train, and deploy machine learning models using Amazon SageMaker.
- 64

automq
10.9KAutoMQ/automq · JavaAutoMQ is a diskless, stateless fork of Apache Kafka that stores all log data on S3 or S3-compatible object storage instead of local disks, cutting cloud costs by up to 10x and removing cross-AZ traffic fees.
- 65

autogluon
10.8Kautogluon/autogluon · PythonAutoGluon is an open-source Python library that automates machine learning: feed it your data and it delivers strong predictive performance in about three lines of code.
- 66

skypilot
10.7Kskypilot-org/skypilot · PythonSkyPilot is an open-source system for running, managing, and scaling AI workloads — training, serving, batch inference — on any infrastructure: your own Kubernetes or Slurm clusters, reserved GPUs, or 20+ clouds.
- 67

aws-doc-sdk-examples
10.5Kawsdocs/aws-doc-sdk-examples · JavaThe official AWS repository of code examples showing how to use the AWS SDKs to work with AWS services. Many of these examples are injected straight into the AWS documentation and SDK Developer Guides.
- 68
rsschool-app
10.4Krolling-scopes/rsschool-app · TypeScriptThis is the web application that powers the RS School educational program, helping thousands of students become front-end, back-end, mobile, and data science engineers.
- 69

metaflow
10.3KNetflix/metaflow · PythonMetaflow is an open-source Python framework for building, managing and deploying real-life AI and ML systems — from quick prototyping in notebooks to reliable production deployments.
- 70

Jenkins-Zero-To-Hero
10.1Kiam-veeramalla/Jenkins-Zero-To-Hero · PythonA learning repo that walks through Jenkins from zero to hero: installing Jenkins, configuring Docker as a build agent, setting up CI/CD, and deploying apps to Kubernetes using Argo CD in a GitOps workflow.
- 71
claude-code-action
9.5Kanthropics/claude-code-action · TypeScriptClaude Code Action is a GitHub Action from Anthropic that lets Claude answer questions and implement code changes directly in your repo's pull requests and issues. It activates on @claude mentions, issue assignments, or explicit automation prompts.
- 72
openbao
8.5Kopenbao/openbao · GoOpenBao is a software solution to manage, store, and distribute sensitive data such as secrets, certificates, and keys, including on-demand generation of dynamic credentials and encryption-as-a-service.
- 73

openshorts
6.7Kmutonby/openshorts · PythonOpenShorts is an open source AI video platform that turns long videos into viral 9:16 shorts, generates AI UGC marketing videos with virtual actors, and provides free YouTube publishing tools, available self-hosted (free, MIT) or as a paid cloud service.
- 74

server-survival
6.4Kpshenok/server-survival · JavaScriptServer Survival is an interactive 3D tower-defense-style game where you play a Cloud Architect, building and scaling cloud infrastructure to survive growing traffic and DDoS attacks while learning real cloud architecture concepts.
- 75
SWE-bench
6KSWE-bench/SWE-bench · PythonSWE-bench is a benchmark that tests large language models on real GitHub issues: the model gets a codebase plus an issue and must produce a patch that resolves it. An automated harness scores the patches.
- 76

celld
5.8Kdenoland/celld · Rustcelld is an open-source daemon that lets you self-host a Cloudflare Workers application (Workers, Durable Objects, KV, Queues, D1, R2, Workflows, Cron Triggers, static assets) on your own machines instead of on Cloudflare's network, deployed straight from your existing wrangler.json.
- 77

aidlc-workflows
5.4Kawslabs/aidlc-workflows · TypeScriptAI-DLC turns AI coding assistants into structured, verifiable software-delivery workflows, running a single harness-neutral core across Claude Code, Kiro, Codex CLI, Cursor, opencode, and GitHub Copilot.
- 78

ministack
5Kministackorg/ministack · PythonMiniStack is a free, open-source local emulator for AWS that lets you run over 60 AWS services on your machine for development and testing.
- 79

cookbook
4.1Kcursor/cookbook · TypeScriptA collection of small, standalone examples for building on top of Cursor's agent platform, covering Cursor Hooks, self-hosted Cloud Agents, the Cursor SDK, a coding-agent CLI, and even third-party integrations with xAI's Grok.
- 80
omnigraph
1.3KModernRelay/omnigraph · RustOmnigraph is a lakehouse-native graph database that acts as the operational state and coordination layer for fleets of AI agents, combining graph traversal, vector search, and full-text search with Git-style branching so many agents can enrich a shared knowledge graph safely.
- 81

mailcheap
1.2Kmarclou/mailcheap · JavaScriptMailcheap is a self-hosted newsletter app that sends through your own Amazon SES account, letting you write an issue, send it to your list, and publish it on the web for about $0.10 per 1,000 emails.
- 82

onedump
994liweiyi88/onedump · GoOnedump is a command-line database administration tool that backs up (and restores) MySQL and PostgreSQL databases to various storage destinations like local disk, S3, Google Drive, Dropbox, or SFTP.
- 83
ai-maestro
82123blocks-OS/ai-maestro · TypeScriptAI Maestro is a dashboard that lets you orchestrate many AI coding agents (Claude Code, Codex, Grok Build, and others) from one place, with persistent memory, a code graph, and agent-to-agent messaging across multiple machines.
- 84

jevbox
727extend-hq/jevbox · TypeScriptJevbox is a full stack, permission-aware document library you self-host, with a spatial file browser, organization-wide sharing, hierarchical search, and source-grounded AI chat over your documents.
- 85
agent-safe-pipeline
688decionis/agent-safe-pipeline · TypeScriptAgent-Safe Pipeline is a reference implementation of an 'Execution Authority' architecture that sits between AI agents or APIs and consequential HTTP actions: it intercepts the action, asks Decionis whether it is authorized, and only forwards it if a single-use grant is issued, otherwise holding it for a human or refusing it, with every decision leaving tamper-evident evidence.
- 86
overmind
662overmind-core/overmind · PythonOvermind points at your AI agent's codebase and production traces, then turns them into a fine-tuned model that is benchmarked against metrics you define and served through one unified API — no separate ML infrastructure to build.
- 87
apex-inference-chip
581SigmanticAI/apex-inference-chip · PythonAPEX is an open, verification-first hardware design for LLM inference: one transformer decoder layer written in real RTL that runs Qwen2.5-0.5B on an FPGA, with every circuit block checked bit-exact against a software golden model.
- 88

claude-ops
546Lifecycle-Innovations-Limited/claude-ops · ShellA plugin that turns Claude Code into a business operating system: one /ops:go command surfaces infrastructure health, CI/CD status, a unified inbox, open PRs, sprint state and revenue (Stripe + RevenueCat + AWS), with autonomous C-suite agents that act on your behalf.
- 89

AI-Engineering-Lab
318zorost/AI-Engineering-Lab · Jupyter NotebookA free, self-paced 24-week AI engineering course by Zorost Intelligence AI Lab that takes a motivated beginner from Python to production-grade AI systems: ML, LLMs, RAG, fine-tuning, agents and MCP, the major clouds, and Databricks.
- 90

k8scout
258k8scout/k8scout · Gok8scout is a single-binary tool you drop into a compromised Kubernetes pod to automatically map every realistic attack path from that foothold to cluster-admin, node escape, secret theft, or cloud IAM takeover.
- 91

neckbeard
245bealesh/neckbeard · GoA Claude Code plugin that turns an app repo into cloud infrastructure on AWS, GCP, or Azure, using a human-maintained catalog of tested OpenTofu modules, plus a cost estimate shown before anything is deployed.
- 92

cynative
223cynative/cynative · GoCynative is an open-source AI agent framework that gives LLMs live, read-only access to your AWS, Azure, GCP, Kubernetes, GitHub and GitLab infrastructure so you can ask security questions and run cloud security posture and detection checks.
- 93

ApexAgents-SkyRL-Recipe
217Mercor-Intelligence/ApexAgents-SkyRL-Recipe · PythonIt's a complete, public recipe for RL-training knowledge-work agents on Mercor's APEX-Agents data, built on the open-source SkyRL training library and the open-source harbor sandbox/grading toolkit. It's the companion code for Mercor's 'Training Frontier Knowledge Work Agents' blogpost.
- 94

artifact-server
215plannotator/artifact-server · TypeScriptArtifact Server is an open-source, self-hostable alternative to Claude Code's artifacts feature. It gives people and AI agents one place to publish, review, comment on, version, and share artifacts (HTML, images, video, code) created while building products, with a built-in MCP server for direct agent access.
- 95
forge
213cisco-open/forge · HCLForgeMT is an open-source platform from Cisco for running self-hosted GitHub Actions runners on your own AWS accounts — ephemeral EC2 runners and Kubernetes ARC runner scale sets, operated as code across many tenant repos.
- 96

redStackPRO
161devZero-Security/redStackPRO · PythonredStackPRO is a web canvas for designing red team attack infrastructure and defensive Active Directory cyber ranges; you compose a topology visually, and it exports a ready-to-run Terraform and Ansible working directory that you deploy yourself.
- 97

full-stack-data-engineering
145schumannx/full-stack-data-engineering · PythonA full reference implementation of a streaming data warehouse on AWS: playback events flow from Kafka into a five-zone S3 Iceberg lake, get modeled with Kimball dimensional design, and are served through Athena SQL and HTML reports, all orchestrated by self-hosted Apache Airflow 3.
- 98

walgithub
134rgodha24/walgithub · Rustwalgit is a self-hosted git server that runs as a single binary in front of an S3 or GCS bucket instead of a database or local disk. The bucket is the repository, and every running instance is just a disposable cache, so you can add or kill servers without coordination.
- 99

object-permanence
97hokindeng/object-permanence · PythonThis is the official codebase for the paper 'Training Object Permanence in World Models' (arXiv:2609.28654). It bundles a Blender-based data factory that renders videos of objects persisting through occlusion, plus a training stack that teaches this behavior to a world model on AWS Trainium2.
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