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Top 10 Jupyter Notebook Agent Projects
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agents-towards-production
End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.
Project mention: Show HN: GibRAM an in-memory ephemeral GraphRAG runtime for retrieval | news.ycombinator.com | 2026-01-17GraphRAG's approach certainly makes sense for regulation-heavy documents, where interconnected references can be critical for retrieval quality. The challenge you mentioned about separate systems for graph storage and vector indexing resonates with what we've seen in the field. In practice, this separation often adds unnecessary complexity for ephemeral analysis tasks. One thing we've explored is using a dual-memory architecture, which might be relevant here even in an in-memory context. It allows you to effectively manage recent context and longer-term semantic connections without the overhead of persistent storage. If you're interested in seeing how this approach could be integrated into production systems, I wrote up some patterns that might be useful: https://github.com/NirDiamant/agents-towards-production.
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nixtla
TimeGPT-1: production ready pre-trained Time Series Foundation Model for forecasting and anomaly detection. Generative pretrained transformer for time series trained on over 100B data points. It's capable of accurately predicting various domains such as retail, electricity, finance, and IoT with just a few lines of code 🚀.
Project mention: Google's 200M-parameter time-series foundation model with 16k context | news.ycombinator.com | 2026-03-30 -
agentic-rag-for-dummies
A modular Agentic RAG built with LangGraph — learn Retrieval-Augmented Generation Agents in minutes.
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agentcore-samples
Amazon Bedrock Agentcore accelerates AI agents into production with the scale, reliability, and security, critical to real-world deployment.
Project mention: AWS Just Defined AgentOps. Here's What Amazon Bedrock AgentCore Actually Changes About Running Agents in Production. | dev.to | 2026-06-04Amazon Bedrock AgentCore is available now. The reference architecture and implementation guidance are detailed in the AWS ML blog post. AgentCore Runtime, Memory, Gateway, and Identity are available as independent components — you can adopt any pillar without committing to the full stack. The AWS Agent Registry, which handles agent discovery and approval workflows across organizations, is part of the same release. Pricing follows standard Bedrock consumption-based models; the post links to supporting AWS documentation for setup across each pillar.
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Roy
Roy: A lightweight, model-agnostic framework for crafting advanced multi-agent systems using large language models. (by JosefAlbers)
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agentql-integrations
AgentQL's integrations with workflow automation tools and AI agent frameworks let you extract structured data from web pages using queries or natural language and interact with the web with Playwright. Resilient, fast, and AI-ready.
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Reducing-Hallucinations-in-LLM-Agents-with-a-Verified-Semantic-Cache
This repository contains sample code demonstrating how to implement a verified semantic cache using Amazon Bedrock Knowledge Bases to prevent hallucinations in Large Language Model (LLM) responses while improving latency and reducing costs.
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gpt-vector-agent
🧩 Interfacing with different LLMs-chains, vectorstore databases, and autonomous agents.
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Jupyter Notebook Agent discussion
Jupyter Notebook Agent related posts
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AWS Just Defined AgentOps. Here's What Amazon Bedrock AgentCore Actually Changes About Running Agents in Production.
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Amazon Bedrock AgentCore Gateway Just Became the Enterprise MCP Infrastructure Layer. Here's What Actually Changed.
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An AI agent that pays for its own API calls on AWS
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3 Steps to RBAC for AI Agents on Amazon Bedrock AgentCore
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Amazon Bedrock AgentCore Evaluations: LLM-as-a-Judge in Production
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Show HN: GibRAM an in-memory ephemeral GraphRAG runtime for retrieval
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How to make your 1st Open-source contribution to AWS Repo
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A note from our sponsor - SaaSHub
www.saashub.com | 12 Jul 2026
Index
What are some of the best open-source Agent projects in Jupyter Notebook? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | agents-towards-production | 20,939 |
| 2 | nixtla | 3,943 |
| 3 | agentic-rag-for-dummies | 3,637 |
| 4 | agentcore-samples | 3,174 |
| 5 | libro | 404 |
| 6 | pvm | 276 |
| 7 | Roy | 78 |
| 8 | agentql-integrations | 26 |
| 9 | Reducing-Hallucinations-in-LLM-Agents-with-a-Verified-Semantic-Cache | 14 |
| 10 | gpt-vector-agent | 8 |
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