Comparison
Langchain-Chatchat vs row-bot
Verdict
Pick Langchain-Chatchat if langchain-Chatchat is a local knowledge-based application that integrates RAG and Agent functionalities using Langchain and various language models like ChatGLM, Qwen, and Llama; pick row-bot if row-Bot is a personal AI assistant emphasizing local processing for voice tasks, vision analysis, shell interactions, browser automation, scheduling, health tracking and secure messaging.
Markdown twin · Langchain-Chatchat alternatives · row-bot alternatives
GraphCanon updated Sep 20, 2026
vs
Trust & integrity
| Signal | Langchain-Chatchat | row-bot |
|---|---|---|
| Maintenance | Slowing (311d since push) As of Sep 18, 2026 · github_public_v1 | Very active (0d since push) As of Sep 20, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 | Not a fork · Personal account As of Sep 20, 2026 · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of Sep 18, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 15, 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
- Langchain-Chatchat
- Local knowledge-based LLM RAG and Agent app with Langchain
- row-bot
- Personal AI assistant with local-first integration
Stars
- Langchain-Chatchat
- 39k
- row-bot
- 1.5k
Forks
- Langchain-Chatchat
- 6.3k
- row-bot
- 172
Open issues
- Langchain-Chatchat
- 26
- row-bot
- 30
Language
- Langchain-Chatchat
- Python
- row-bot
- Python
Adopt for
- Langchain-Chatchat
- Langchain-Chatchat is a local knowledge-based application that integrates RAG and Agent functionalities using Langchain and various language models like ChatGLM, Qwen, and Llama.
- row-bot
- Row-Bot is a personal AI assistant emphasizing local processing for voice tasks, vision analysis, shell interactions, browser automation, scheduling, health tracking and secure messaging.
Persona
- Langchain-Chatchat
- -
- row-bot
- -
Runtime
- Langchain-Chatchat
- -
- row-bot
- -
License
- Langchain-Chatchat
- Apache-2.0
- row-bot
- Apache-2.0
Last pushed
- Langchain-Chatchat
- Nov 10, 2025
- row-bot
- Sep 19, 2026
Categories
- Langchain-Chatchat
- AI Agents, Data & Retrieval, LLM Frameworks
- row-bot
- AI Agents, Computer Vision, Data & Retrieval, Speech & Audio
Trust and health
Maintenance
- Langchain-Chatchat
- Slowing (36%)
- row-bot
- Very active (96%)
Days since push
- Langchain-Chatchat
- 311d
- row-bot
- 0d
Open issues (now)
- Langchain-Chatchat
- 26
- row-bot
- 30
Stars delta
- Langchain-Chatchat
- +122 (30d)
- row-bot
- +79 (30d)
Open issues delta
- Langchain-Chatchat
- +1 (30d)
- row-bot
- -3 (30d)
Owner type
- Langchain-Chatchat
- Organization
- row-bot
- User
Full report
- Langchain-Chatchat
- Trust report
- row-bot
- Trust report
Choose Langchain-Chatchat if…
- Tags unique to Langchain-Chatchat: chatbot, chatchat, chatglm, chatgpt.
- Also covers LLM Frameworks.
- When you need a local deployment of a knowledge-based application that supports multiple language models including ChatGLM, Qwen, and Llama.
When NOT to use Langchain-Chatchat
- If you are looking for a cloud-based solution that does not require local deployment and management.
- When your project specifically requires a different set of language models that are not supported by Langchain-Chatchat, such as models that are not listed in its documentation.
- If your use case does not benefit from the integration of RAG and Agent functionalities, and you are looking for a simpler chatbot solution.
- When you need a solution that is tightly integrated with a specific cloud provider's services, as Langchain-Chatchat is designed for local deployment and may not offer the same level of integration.
Choose row-bot if…
- Tags unique to row-bot: ai-assistant, langchain, local-llm, ollama.
- Also covers Computer Vision, Speech & Audio.
- When you prioritize data privacy and prefer all models to run locally via Ollama or your chosen environment.
When NOT to use row-bot
- If you are looking for an assistant that runs exclusively in the cloud because Row-Bot focuses on local-first integration with optional cloud services.
- In scenarios where centralized data management is a requirement as Row-Bot emphasizes data sovereignty by keeping information locally accessible and secure.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (chatchat-space/Langchain-Chatchat) · observed Sep 20, 2026
- GitHub forks (chatchat-space/Langchain-Chatchat) · observed Sep 20, 2026
- Last push (chatchat-space/Langchain-Chatchat) · observed Nov 10, 2025
- 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 (siddsachar/row-bot) · observed Sep 20, 2026
- GitHub forks (siddsachar/row-bot) · observed Sep 20, 2026
- Last push (siddsachar/row-bot) · observed Sep 19, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: Langchain-Chatchat 39k · row-bot 1.5k (synced Sep 20, 2026).
Common questions
- What is the difference between Langchain-Chatchat and row-bot?
- Langchain-Chatchat: Local knowledge-based LLM RAG and Agent app with Langchain. row-bot: Personal AI assistant with local-first integration. See the comparison table for live GitHub stats and shared categories.
- When should I choose Langchain-Chatchat over row-bot?
- Choose Langchain-Chatchat over row-bot when Tags unique to Langchain-Chatchat: chatbot, chatchat, chatglm, chatgpt; Also covers LLM Frameworks; When you need a local deployment of a knowledge-based application that supports multiple language models including ChatGLM, Qwen, and Llama.
- When should I choose row-bot over Langchain-Chatchat?
- Choose row-bot over Langchain-Chatchat when Tags unique to row-bot: ai-assistant, langchain, local-llm, ollama; Also covers Computer Vision, Speech & Audio; When you prioritize data privacy and prefer all models to run locally via Ollama or your chosen environment.
- When should I avoid Langchain-Chatchat?
- If you are looking for a cloud-based solution that does not require local deployment and management. When your project specifically requires a different set of language models that are not supported by Langchain-Chatchat, such as models that are not listed in its documentation. If your use case does not benefit from the integration of RAG and Agent functionalities, and you are looking for a simpler chatbot solution. When you need a solution that is tightly integrated with a specific cloud provider's services, as Langchain-Chatchat is designed for local deployment and may not offer the same level of integration.
- When should I avoid row-bot?
- If you are looking for an assistant that runs exclusively in the cloud because Row-Bot focuses on local-first integration with optional cloud services. In scenarios where centralized data management is a requirement as Row-Bot emphasizes data sovereignty by keeping information locally accessible and secure.
- Is Langchain-Chatchat or row-bot more popular on GitHub?
- Langchain-Chatchat has more GitHub stars (38,644 vs 1,503). Stars measure visibility, not whether either tool fits your constraints.
- Are Langchain-Chatchat and row-bot open source?
- Yes - both are open-source projects on GitHub (Langchain-Chatchat: Apache-2.0, row-bot: Apache-2.0).
- Where can I find alternatives to Langchain-Chatchat or row-bot?
- GraphCanon lists graph-backed alternatives at Langchain-Chatchat alternatives and row-bot alternatives (Langchain-Chatchat markdown twin, row-bot 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, Langchain-Chatchat or row-bot?
- Langchain-Chatchat: Slowing. row-bot: 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 Langchain-Chatchat and row-bot?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Langchain-Chatchat trust report; row-bot trust report.