---
title: "agentic-rag-for-dummies vs Multi-Agent-Medical-Assistant"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/giovannipasq-agentic-rag-for-dummies-vs-souvikmajumder26-multi-agent-medical-assistant"
tools: ["giovannipasq-agentic-rag-for-dummies", "souvikmajumder26-multi-agent-medical-assistant"]
---

# agentic-rag-for-dummies vs Multi-Agent-Medical-Assistant

*GraphCanon updated Aug 21, 2026*

## Verdict

Pick agentic-rag-for-dummies if agentic RAG for Dummies simplifies the setup of retrieval-augmented generation agents using LangGraph and Ollama models; pick Multi-Agent-Medical-Assistant if a chatbot designed to assist in medical diagnostics using generative AI technologies.

[agentic-rag-for-dummies](https://github.com/GiovanniPasq/agentic-rag-for-dummies) reports 3.9k GitHub stars, 499 forks, and 0 open issues, last pushed Jul 25, 2026. [Multi-Agent-Medical-Assistant](https://github.com/souvikmajumder26/Multi-Agent-Medical-Assistant) has 956 stars, 210 forks, and 5 open issues, last pushed May 3, 2025. Figures are from public GitHub metadata via [agentic-rag-for-dummies's repository](https://github.com/GiovanniPasq/agentic-rag-for-dummies) and [Multi-Agent-Medical-Assistant's repository](https://github.com/souvikmajumder26/Multi-Agent-Medical-Assistant).

| | [agentic-rag-for-dummies](/tools/giovannipasq-agentic-rag-for-dummies.md) | [Multi-Agent-Medical-Assistant](/tools/souvikmajumder26-multi-agent-medical-assistant.md) |
| --- | --- | --- |
| Tagline | A modular Agentic RAG built with LangGraph for learning Retrieval-Augmented Generation Agents | GenAI powered multi-agentic medical diagnostics and healthcare research assistance chatbot |
| Stars | 3,893 | 956 |
| Forks | 499 | 210 |
| Open issues | 0 | 5 |
| Language | Jupyter Notebook | Python |
| Adopt for | Agentic RAG for Dummies simplifies the setup of retrieval-augmented generation agents using LangGraph and Ollama models. | A chatbot designed to assist in medical diagnostics using generative AI technologies. |
| Persona | - | - |
| Runtime | - | - |
| License | MIT | Apache-2.0 |
| Categories | AI Agents, Data & Retrieval | AI Agents, Computer Vision, Vector Databases |

## Trust and health

_Sourced signals - not a safety guarantee. No winner column._

| | [agentic-rag-for-dummies](/tools/giovannipasq-agentic-rag-for-dummies.md) | [Multi-Agent-Medical-Assistant](/tools/souvikmajumder26-multi-agent-medical-assistant.md) |
| --- | --- | --- |
| Maintenance | Active (82%) | Dormant (18%) |
| Days since push | 19d | 475d |
| Open issues (now) | 0 | 5 |
| Stars delta | Unknown | +25 (30d) |
| Open issues delta | Unknown | +1 (30d) |
| Full report | [trust report](/tools/giovannipasq-agentic-rag-for-dummies/trust.md) | [trust report](/tools/souvikmajumder26-multi-agent-medical-assistant/trust.md) |

## Shared compatibility

- **Python**: [agentic-rag-for-dummies](/tools/giovannipasq-agentic-rag-for-dummies.md) - Python runtime; [Multi-Agent-Medical-Assistant](/tools/souvikmajumder26-multi-agent-medical-assistant.md) - Python runtime

## Decision facts: agentic-rag-for-dummies

- **Adopt for:** Agentic RAG for Dummies simplifies the setup of retrieval-augmented generation agents using LangGraph and Ollama models.

## Decision facts: Multi-Agent-Medical-Assistant

- **Adopt for:** A chatbot designed to assist in medical diagnostics using generative AI technologies.

## Choose when

### Choose agentic-rag-for-dummies if…

- agentic-rag-for-dummies is primarily Jupyter Notebook; Multi-Agent-Medical-Assistant is Python.
- License: agentic-rag-for-dummies is MIT, Multi-Agent-Medical-Assistant is Apache-2.0.
- Tags unique to agentic-rag-for-dummies: bm25, gradio, llm, ollama.
- Also covers Data & Retrieval.
- When aiming to quickly develop a retrieval-augmented generation agent, thanks to its streamlined setup with LangGraph.

### Choose Multi-Agent-Medical-Assistant if…

- Multi-Agent-Medical-Assistant is primarily Python; agentic-rag-for-dummies is Jupyter Notebook.
- License: Multi-Agent-Medical-Assistant is Apache-2.0, agentic-rag-for-dummies is MIT.
- Tags unique to Multi-Agent-Medical-Assistant: agents, chatbot, computer-vision, disease-detection.
- Also covers Computer Vision, Vector Databases.
- Multi-Agent-Medical-Assistant ships Docker support for self-hosted deployment.
- When precise disease detection through genAI is needed for patient care

## When NOT to use agentic-rag-for-dummies

- If smaller language model sizes are required as they might ignore retrieval instructions or hallucinate details.
- Projects sensitive about Docker and system requirements must carefully review the outlined conditions for deployment.

## When NOT to use Multi-Agent-Medical-Assistant

- If real-time interaction speed is critical due to potential latency in responses
- For tasks outside of its specialized healthcare and research focus areas

## Common questions

### What is the difference between agentic-rag-for-dummies and Multi-Agent-Medical-Assistant?

agentic-rag-for-dummies: A modular Agentic RAG built with LangGraph for learning Retrieval-Augmented Generation Agents. Multi-Agent-Medical-Assistant: GenAI powered multi-agentic medical diagnostics and healthcare research assistance chatbot. See the comparison table for live GitHub stats and shared categories.

### When should I choose agentic-rag-for-dummies over Multi-Agent-Medical-Assistant?

Choose agentic-rag-for-dummies over Multi-Agent-Medical-Assistant when agentic-rag-for-dummies is primarily Jupyter Notebook; Multi-Agent-Medical-Assistant is Python; License: agentic-rag-for-dummies is MIT, Multi-Agent-Medical-Assistant is Apache-2.0; Tags unique to agentic-rag-for-dummies: bm25, gradio, llm, ollama; Also covers Data & Retrieval; When aiming to quickly develop a retrieval-augmented generation agent, thanks to its streamlined setup with LangGraph.

### When should I choose Multi-Agent-Medical-Assistant over agentic-rag-for-dummies?

Choose Multi-Agent-Medical-Assistant over agentic-rag-for-dummies when Multi-Agent-Medical-Assistant is primarily Python; agentic-rag-for-dummies is Jupyter Notebook; License: Multi-Agent-Medical-Assistant is Apache-2.0, agentic-rag-for-dummies is MIT; Tags unique to Multi-Agent-Medical-Assistant: agents, chatbot, computer-vision, disease-detection; Also covers Computer Vision, Vector Databases; Multi-Agent-Medical-Assistant ships Docker support for self-hosted deployment; When precise disease detection through genAI is needed for patient care.

### When should I avoid agentic-rag-for-dummies?

If smaller language model sizes are required as they might ignore retrieval instructions or hallucinate details. Projects sensitive about Docker and system requirements must carefully review the outlined conditions for deployment.

### When should I avoid Multi-Agent-Medical-Assistant?

If real-time interaction speed is critical due to potential latency in responses For tasks outside of its specialized healthcare and research focus areas

### Is agentic-rag-for-dummies or Multi-Agent-Medical-Assistant more popular on GitHub?

agentic-rag-for-dummies has more GitHub stars (3,893 vs 956). Stars measure visibility, not whether either tool fits your constraints.

### Are agentic-rag-for-dummies and Multi-Agent-Medical-Assistant open source?

Yes - both are open-source projects on GitHub (agentic-rag-for-dummies: MIT, Multi-Agent-Medical-Assistant: Apache-2.0).

### Where can I find alternatives to agentic-rag-for-dummies or Multi-Agent-Medical-Assistant?

GraphCanon lists graph-backed alternatives at [agentic-rag-for-dummies alternatives](/tools/giovannipasq-agentic-rag-for-dummies/alternatives) and [Multi-Agent-Medical-Assistant alternatives](/tools/souvikmajumder26-multi-agent-medical-assistant/alternatives) ([agentic-rag-for-dummies markdown twin](/tools/giovannipasq-agentic-rag-for-dummies/alternatives.md), [Multi-Agent-Medical-Assistant markdown twin](/tools/souvikmajumder26-multi-agent-medical-assistant/alternatives.md)), ranked by typed relationship edges rather than popularity votes.

### Is there a machine-readable version of this comparison?

Yes. The markdown twin at [this comparison](/compare/giovannipasq-agentic-rag-for-dummies-vs-souvikmajumder26-multi-agent-medical-assistant.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.

### Which is better maintained, agentic-rag-for-dummies or Multi-Agent-Medical-Assistant?

agentic-rag-for-dummies: Active. Multi-Agent-Medical-Assistant: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.

### Where are the full trust reports for agentic-rag-for-dummies and Multi-Agent-Medical-Assistant?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [agentic-rag-for-dummies trust report](/tools/giovannipasq-agentic-rag-for-dummies/trust); [Multi-Agent-Medical-Assistant trust report](/tools/souvikmajumder26-multi-agent-medical-assistant/trust).

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=giovannipasq-agentic-rag-for-dummies`](/api/graphcanon/graph?tool=giovannipasq-agentic-rag-for-dummies)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_
