Comparison
agentic-rag-for-dummies vs ragflow
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 ragflow if rAGFlow is an open-source RAG engine that integrates agent capabilities to enhance context management for LLMs, built in Go under the Apache-2.0 license.
Markdown twin · agentic-rag-for-dummies alternatives · ragflow alternatives
GraphCanon updated Sep 20, 2026
13views this month
Trust & integrity
| Signal | agentic-rag-for-dummies | ragflow |
|---|---|---|
| Maintenance | Active (20d since push) As of Sep 20, 2026 · github_public_v1 | Very active (0d since push) As of Sep 18, 2026 · github_public_v1 |
| Provenance | Not a fork · Personal account As of Sep 20, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 |
| OSV dependency advisories | Published findings As of Jul 15, 2026 · osv@v1 | Published findings As of Sep 18, 2026 · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- agentic-rag-for-dummies
- A modular Agentic RAG built with LangGraph for learning Retrieval-Augmented Generation Agents
- ragflow
- Retrieval-Augmented Generation (RAG) engine with agent capabilities
Stars
- agentic-rag-for-dummies
- 4.2k
- ragflow
- 91k
Forks
- agentic-rag-for-dummies
- 552
- ragflow
- 11k
Open issues
- agentic-rag-for-dummies
- 0
- ragflow
- 1.4k
Language
- agentic-rag-for-dummies
- Jupyter Notebook
- ragflow
- Go
Adopt for
- agentic-rag-for-dummies
- Agentic RAG for Dummies simplifies the setup of retrieval-augmented generation agents using LangGraph and Ollama models.
- ragflow
- RAGFlow is an open-source RAG engine that integrates agent capabilities to enhance context management for LLMs, built in Go under the Apache-2.0 license.
Persona
- agentic-rag-for-dummies
- -
- ragflow
- -
Runtime
- agentic-rag-for-dummies
- -
- ragflow
- -
License
- agentic-rag-for-dummies
- MIT
- ragflow
- Apache-2.0
Last pushed
- agentic-rag-for-dummies
- Aug 30, 2026
- ragflow
- Sep 18, 2026
Categories
- agentic-rag-for-dummies
- AI Agents, Data & Retrieval
- ragflow
- AI Agents, Data & Retrieval
Trust and health
Maintenance
- agentic-rag-for-dummies
- Active (82%)
- ragflow
- Very active (96%)
Days since push
- agentic-rag-for-dummies
- 20d
- ragflow
- 0d
Open issues (now)
- agentic-rag-for-dummies
- 0
- ragflow
- 1.4k
Stars delta
- agentic-rag-for-dummies
- +295 (30d)
- ragflow
- +4.4k (30d)
Open issues delta
- agentic-rag-for-dummies
- 0 (30d)
- ragflow
- -553 (30d)
Owner type
- agentic-rag-for-dummies
- User
- ragflow
- Organization
Full report
- agentic-rag-for-dummies
- Trust report
- ragflow
- Trust report
Typed relationship
Choose agentic-rag-for-dummies if…
- agentic-rag-for-dummies is primarily Jupyter Notebook; ragflow is Go.
- License: agentic-rag-for-dummies is MIT, ragflow is Apache-2.0.
- Both are designed to facilitate learning and development of Retrieval-Augmented Generation (RAG) Agents, but they use different underlying frameworks and approaches.
- Tags unique to agentic-rag-for-dummies: agent, bm25, gradio, langchain.
- When aiming to quickly develop a retrieval-augmented generation agent, thanks to its streamlined setup with LangGraph.
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.
Choose ragflow if…
- ragflow is primarily Go; agentic-rag-for-dummies is Jupyter Notebook.
- License: ragflow is Apache-2.0, agentic-rag-for-dummies is MIT.
- Both are designed to facilitate learning and development of Retrieval-Augmented Generation (RAG) Agents, but they use different underlying frameworks and approaches.
- Tags unique to ragflow: agent-harness, agentic-retrieval, agentic-search, context-engine.
- ragflow ships Docker support for self-hosted deployment.
- When you need an open-source RAG engine that can integrate with external LLM and embedding services to enhance context management.
When NOT to use ragflow
- If your project does not require integration with external LLM and embedding services, as RAGFlow relies on these services.
- If you are looking for a lightweight solution, as RAGFlow's Docker image is approximately 2 GB in size.
- When you prefer tools that do not require building a Docker image, as RAGFlow's setup involves creating a Docker image.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (GiovanniPasq/agentic-rag-for-dummies) · observed Sep 20, 2026
- GitHub forks (GiovanniPasq/agentic-rag-for-dummies) · observed Sep 20, 2026
- Last push (GiovanniPasq/agentic-rag-for-dummies) · observed Aug 30, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (infiniflow/ragflow) · observed Sep 20, 2026
- GitHub forks (infiniflow/ragflow) · observed Sep 20, 2026
- Last push (infiniflow/ragflow) · observed Sep 18, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
GitHub stars on cards: agentic-rag-for-dummies 4.2k · ragflow 91k (synced Sep 20, 2026).
Common questions
- What is the difference between agentic-rag-for-dummies and ragflow?
- agentic-rag-for-dummies: A modular Agentic RAG built with LangGraph for learning Retrieval-Augmented Generation Agents. ragflow: Retrieval-Augmented Generation (RAG) engine with agent capabilities. See the comparison table for live GitHub stats and shared categories.
- When should I choose agentic-rag-for-dummies over ragflow?
- Choose agentic-rag-for-dummies over ragflow when agentic-rag-for-dummies is primarily Jupyter Notebook; ragflow is Go; License: agentic-rag-for-dummies is MIT, ragflow is Apache-2.0; Both are designed to facilitate learning and development of Retrieval-Augmented Generation (RAG) Agents, but they use different underlying frameworks and approaches; Tags unique to agentic-rag-for-dummies: agent, bm25, gradio, langchain; When aiming to quickly develop a retrieval-augmented generation agent, thanks to its streamlined setup with LangGraph.
- When should I choose ragflow over agentic-rag-for-dummies?
- Choose ragflow over agentic-rag-for-dummies when ragflow is primarily Go; agentic-rag-for-dummies is Jupyter Notebook; License: ragflow is Apache-2.0, agentic-rag-for-dummies is MIT; Both are designed to facilitate learning and development of Retrieval-Augmented Generation (RAG) Agents, but they use different underlying frameworks and approaches; Tags unique to ragflow: agent-harness, agentic-retrieval, agentic-search, context-engine; ragflow ships Docker support for self-hosted deployment; When you need an open-source RAG engine that can integrate with external LLM and embedding services to enhance context management.
- 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 ragflow?
- If your project does not require integration with external LLM and embedding services, as RAGFlow relies on these services. If you are looking for a lightweight solution, as RAGFlow's Docker image is approximately 2 GB in size. When you prefer tools that do not require building a Docker image, as RAGFlow's setup involves creating a Docker image.
- Is agentic-rag-for-dummies or ragflow more popular on GitHub?
- ragflow has more GitHub stars (90,923 vs 4,188). Stars measure visibility, not whether either tool fits your constraints.
- Are agentic-rag-for-dummies and ragflow open source?
- Yes - both are open-source projects on GitHub (agentic-rag-for-dummies: MIT, ragflow: Apache-2.0).
- Where can I find alternatives to agentic-rag-for-dummies or ragflow?
- GraphCanon lists graph-backed alternatives at agentic-rag-for-dummies alternatives and ragflow alternatives (agentic-rag-for-dummies markdown twin, ragflow markdown twin), 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 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 ragflow?
- agentic-rag-for-dummies: Active. ragflow: Very active. 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 ragflow?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agentic-rag-for-dummies trust report; ragflow trust report.