Comparison
agentic-rag-for-dummies vs langchain-production-starter
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 langchain-production-starter if langchain-production-starter offers a Python-based starter kit for deploying LangChain agents and integrating them with Telegram.
Markdown twin · agentic-rag-for-dummies alternatives · langchain-production-starter alternatives
GraphCanon updated 1w
vs
Trust & integrity
| Signal | agentic-rag-for-dummies | langchain-production-starter |
|---|---|---|
| Maintenance | Active (19d since push) As of 1w · github_public_v1 | Dormant (1114d since push) As of 1w · github_public_v1 |
| Provenance | Not a fork · Personal account As of 1w · github_public_v1 | Not a fork · Organization account As of 1w · github_public_v1 |
| OSV dependency advisories | Published findings As of 1mo · osv@v1 | Published findings As of 1mo · 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
- langchain-production-starter
- Deploy LangChain Agents and connect them to Telegram
Stars
- agentic-rag-for-dummies
- 3.9k
- langchain-production-starter
- 477
Forks
- agentic-rag-for-dummies
- 499
- langchain-production-starter
- 557
Open issues
- agentic-rag-for-dummies
- 0
- langchain-production-starter
- 4
Language
- agentic-rag-for-dummies
- Jupyter Notebook
- langchain-production-starter
- Python
Adopt for
- agentic-rag-for-dummies
- Agentic RAG for Dummies simplifies the setup of retrieval-augmented generation agents using LangGraph and Ollama models.
- langchain-production-starter
- langchain-production-starter offers a Python-based starter kit for deploying LangChain agents and integrating them with Telegram.
Persona
- agentic-rag-for-dummies
- -
- langchain-production-starter
- -
Runtime
- agentic-rag-for-dummies
- -
- langchain-production-starter
- -
License
- agentic-rag-for-dummies
- MIT
- langchain-production-starter
- -
Last pushed
- agentic-rag-for-dummies
- Jul 25, 2026
- langchain-production-starter
- Jul 27, 2023
Categories
- agentic-rag-for-dummies
- AI Agents, Data & Retrieval
- langchain-production-starter
- AI Agents
Trust and health
Maintenance
- agentic-rag-for-dummies
- Active (82%)
- langchain-production-starter
- Dormant (18%)
Days since push
- agentic-rag-for-dummies
- 19d
- langchain-production-starter
- 1114d
Open issues (now)
- agentic-rag-for-dummies
- 0
- langchain-production-starter
- 4
Stars delta
- agentic-rag-for-dummies
- Unknown
- langchain-production-starter
- 0 (30d)
Open issues delta
- agentic-rag-for-dummies
- Unknown
- langchain-production-starter
- 0 (30d)
Owner type
- agentic-rag-for-dummies
- User
- langchain-production-starter
- Organization
Full report
- agentic-rag-for-dummies
- Trust report
- langchain-production-starter
- Trust report
Shared compatibility
- Python · agentic-rag-for-dummies: Python runtime · langchain-production-starter: Python runtime
Choose agentic-rag-for-dummies if…
- agentic-rag-for-dummies is primarily Jupyter Notebook; langchain-production-starter is Python.
- Tags unique to agentic-rag-for-dummies: agent, agentic-ai, bm25, gradio.
- Also covers Data & Retrieval.
- 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 langchain-production-starter if…
- langchain-production-starter is primarily Python; agentic-rag-for-dummies is Jupyter Notebook.
- Tags unique to langchain-production-starter: chatbot, gpt4, langchain-python, python.
- - You require integration of your AI chatbot with the Telegram platform, as this tool specifically includes instructions to fetch a Telegram key for such integration.
When NOT to use langchain-production-starter
- - If you are not using Python as your primary language since the repository requires installing dependencies with 'pip', making it less suitable if your development is in another language.
- - Projects that do not require Telegram integration can find this starter kit less relevant, as a significant portion of its setup guide focuses on connecting to Telegram.
- - If you need to deploy agents without any social media or messaging platform integrations.
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 Aug 14, 2026
- GitHub forks (GiovanniPasq/agentic-rag-for-dummies) · observed Aug 14, 2026
- Last push (GiovanniPasq/agentic-rag-for-dummies) · observed Jul 25, 2026
- License file (MIT) · observed Aug 14, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
- GitHub stars (steamship-core/langchain-production-starter) · observed Aug 14, 2026
- GitHub forks (steamship-core/langchain-production-starter) · observed Aug 14, 2026
- Last push (steamship-core/langchain-production-starter) · observed Jul 27, 2023
- License file (unknown) · observed Aug 14, 2026
- Decision facts (enrichment) · observed Jul 14, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: agentic-rag-for-dummies 3.9k · langchain-production-starter 477 (synced Aug 14, 2026).
Common questions
- What is the difference between agentic-rag-for-dummies and langchain-production-starter?
- agentic-rag-for-dummies: A modular Agentic RAG built with LangGraph for learning Retrieval-Augmented Generation Agents. langchain-production-starter: Deploy LangChain Agents and connect them to Telegram. See the comparison table for live GitHub stats and shared categories.
- When should I choose agentic-rag-for-dummies over langchain-production-starter?
- Choose agentic-rag-for-dummies over langchain-production-starter when agentic-rag-for-dummies is primarily Jupyter Notebook; langchain-production-starter is Python; Tags unique to agentic-rag-for-dummies: agent, agentic-ai, bm25, gradio; 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 langchain-production-starter over agentic-rag-for-dummies?
- Choose langchain-production-starter over agentic-rag-for-dummies when langchain-production-starter is primarily Python; agentic-rag-for-dummies is Jupyter Notebook; Tags unique to langchain-production-starter: chatbot, gpt4, langchain-python, python; - You require integration of your AI chatbot with the Telegram platform, as this tool specifically includes instructions to fetch a Telegram key for such integration.
- 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 langchain-production-starter?
- - If you are not using Python as your primary language since the repository requires installing dependencies with 'pip', making it less suitable if your development is in another language. - Projects that do not require Telegram integration can find this starter kit less relevant, as a significant portion of its setup guide focuses on connecting to Telegram. - If you need to deploy agents without any social media or messaging platform integrations.
- Is agentic-rag-for-dummies or langchain-production-starter more popular on GitHub?
- agentic-rag-for-dummies has more GitHub stars (3,893 vs 477). Stars measure visibility, not whether either tool fits your constraints.
- Are agentic-rag-for-dummies and langchain-production-starter open source?
- Yes - both are open-source projects on GitHub.
- Where can I find alternatives to agentic-rag-for-dummies or langchain-production-starter?
- GraphCanon lists graph-backed alternatives at agentic-rag-for-dummies alternatives and langchain-production-starter alternatives (agentic-rag-for-dummies markdown twin, langchain-production-starter 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 langchain-production-starter?
- agentic-rag-for-dummies: Active. langchain-production-starter: 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 langchain-production-starter?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: agentic-rag-for-dummies trust report; langchain-production-starter trust report.