aws-samples/serverless-rag-demo
Amazon Bedrock Foundation models with Amazon Opensearch Serverless as a Vector DB
⚡ Executive Summary & Quick Facts
Authoritative Sourceserverless-rag-demo is serverless-rag-demo is an open-source project written in Python: Amazon Bedrock Foundation models with Amazon Opensearch Serverless as a Vector DB..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), aws-samples/serverless-rag-demo has accumulated 224 GitHub stars and 71 forks. It is written in Python, licensed under MIT-0, and ranks #18,295 globally. It is actively maintained with the latest commit recorded on Oct 7, 2026.”
| Repository | aws-samples/serverless-rag-demo ↗ |
|---|---|
| Primary Category | anthropic |
| Language & Stack | Python |
| Software License | MIT-0 |
| Community Traction | ★ 224 stars · ⑂ 71 forks · #18,295 globally |
| Maintenance | ● Active (Last commit: Oct 7, 2026) · 3 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 88/100 · Grade AYes, serverless-rag-demo is actively maintained. Continuous telemetry recorded the last code commit on Oct 7, 2026 (37 days ago). Supported by 224 stars and 71 community forks, this repository holds a calculated health index of 88/100, reflecting regular maintenance (37 days ago) and healthy issue cadence.
Star History
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+0
STARS · LAST 30 DAYS
1
PER DAY
#2,435
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +0 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +0 | +10 |
serverless-rag-demo gained 0 stars in the last 30 days, about 1 a day, and now has 224. It is about 3 years old and has averaged roughly 75 stars a year. It ranks #2,435 among Python repositories and #18,295 across all languages on GitHubRepo.
Trending Record
32
DAYS ON TRENDING
#9621
BEST RANK
Oct 7, 2026
FIRST APPEARANCE
Active
STATUS TODAY
serverless-rag-demo has maintained a continuous presence across global trending indexes, peaking at #9621. Below is the 30-day activity profile:
💡 Overview
serverless-rag-demo is an open-source project written in Python: Amazon Bedrock Foundation models with Amazon Opensearch Serverless as a Vector DB.
Engineered for speed, consistency, and developer ease, it solves common hurdles in anthropic, claude, haiku. 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 serverless-rag-demo⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
serverless-rag-demo 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
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with serverless-rag-demo.
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 serverless-rag-demo using your package manager: `pip install serverless-rag-demo`
Initialize your project workspace or configuration file for serverless-rag-demo.
Import serverless-rag-demo into your codebase or invoke it directly from your terminal.
Execute your test suite or run `serverless-rag-demo --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
aws-samples/serverless-rag-demo is currently ranked #18,295 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #18,261 | jianyintang/find-disk-killer | Swift | ★ 225 | Compare ↗ |
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| #18,261 | CLSAMG22/BBSC | C++ | ★ 225 | Compare ↗ |
| #18,295 | aws-samples/serverless-rag-demo This Project | Python | ★ 224 | |
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| #18,295 | evanmiller/mod_zip | C | ★ 224 | Compare ↗ |
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Frequently Asked Questions
What does serverless-rag-demo do? +
Amazon Bedrock Foundation models with Amazon Opensearch Serverless as a Vector DB
Is serverless-rag-demo actively maintained in 2026? +
Yes, serverless-rag-demo is actively maintained. The latest code push was recorded on Oct 7, 2026 (37 days ago). It holds a calculated Maintenance Health Score of 88/100 (A rating) with 224 stars and 3 open issues.
What language is serverless-rag-demo written in? +
The primary language is Python. Topics include: anthropic, claude, haiku, opensearch, opensearchserverless.
How many stars does serverless-rag-demo have? +
serverless-rag-demo has 224 stars and 71 forks on GitHub.
How does serverless-rag-demo rank among GitHub repositories? +
With 224 stars, aws-samples/serverless-rag-demo is ranked #18,295 globally across all repositories tracked on GitHubRepo and #2,435 among Python projects.
What license is serverless-rag-demo distributed under? +
The repository reports a MIT-0 license. Always verify the repository LICENSE file for legal terms.
