Comparison
Dot vs Langchain-Chatchat
Verdict
Pick Dot if local, JavaScript-based all-in-one solution for Text-To-Speech, RAG models, and working with LLMs; 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.
Markdown twin · Dot alternatives · Langchain-Chatchat alternatives
GraphCanon updated Sep 20, 2026
9views this month
Trust & integrity
| Signal | Dot | Langchain-Chatchat |
|---|---|---|
| Maintenance | Dormant (649d since push) As of Sep 20, 2026 · github_public_v1 | Slowing (311d 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 | No lockfile (source not queried) As of Jul 11, 2026 · osv@v1 | No lockfile (source not queried) 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
- Dot
- Text-To-Speech, RAG, and LLMs. All local!
- Langchain-Chatchat
- Local knowledge-based LLM RAG and Agent app with Langchain
Stars
- Dot
- 1.9k
- Langchain-Chatchat
- 39k
Forks
- Dot
- 109
- Langchain-Chatchat
- 6.3k
Open issues
- Dot
- 14
- Langchain-Chatchat
- 26
Language
- Dot
- JavaScript
- Langchain-Chatchat
- Python
Adopt for
- Dot
- Local, JavaScript-based all-in-one solution for Text-To-Speech, RAG models, and working with LLMs
- 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.
Persona
- Dot
- -
- Langchain-Chatchat
- -
Runtime
- Dot
- -
- Langchain-Chatchat
- -
License
- Dot
- GPL-3.0
- Langchain-Chatchat
- Apache-2.0
Last pushed
- Dot
- Dec 9, 2024
- Langchain-Chatchat
- Nov 10, 2025
Categories
- Dot
- Data & Retrieval, LLM Frameworks, Speech & Audio
- Langchain-Chatchat
- AI Agents, Data & Retrieval, LLM Frameworks
Trust and health
Maintenance
- Dot
- Dormant (18%)
- Langchain-Chatchat
- Slowing (36%)
Days since push
- Dot
- 649d
- Langchain-Chatchat
- 311d
Open issues (now)
- Dot
- 14
- Langchain-Chatchat
- 26
Stars delta
- Dot
- +4 (30d)
- Langchain-Chatchat
- +122 (30d)
Open issues delta
- Dot
- 0 (30d)
- Langchain-Chatchat
- +1 (30d)
Owner type
- Dot
- User
- Langchain-Chatchat
- Organization
Full report
- Dot
- Trust report
- Langchain-Chatchat
- Trust report
Choose Dot if…
- Dot is primarily JavaScript; Langchain-Chatchat is Python.
- License: Dot is GPL-3.0, Langchain-Chatchat is Apache-2.0.
- Tags unique to Dot: document-chat, embeddings, langchain, llamacpp.
- Also covers Speech & Audio.
- When you are working in a local environment and have projects that require Text-To-Speech capabilities along with RAG and LLM functionalities.
When NOT to use Dot
- If your team does not have proficiency in JavaScript or the requirement is to use a language other than JavaScript for development purposes.
- When the need arises for cloud-based services that provide more scalable and maintainable infrastructure, as Dot works strictly in a local environment.
- For organizations that require real-time speech processing at scale without self-hosting capabilities where reliability and continuous availability are paramount.
Choose Langchain-Chatchat if…
- Langchain-Chatchat is primarily Python; Dot is JavaScript.
- License: Langchain-Chatchat is Apache-2.0, Dot is GPL-3.0.
- Tags unique to Langchain-Chatchat: chatbot, chatchat, chatglm, chatgpt.
- Also covers AI Agents.
- 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (alexpinel/Dot) · observed Sep 20, 2026
- GitHub forks (alexpinel/Dot) · observed Sep 20, 2026
- Last push (alexpinel/Dot) · observed Dec 9, 2024
- License file (GPL-3.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- 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 on cards: Dot 1.9k · Langchain-Chatchat 39k (synced Sep 20, 2026).
Common questions
- What is the difference between Dot and Langchain-Chatchat?
- Dot: Text-To-Speech, RAG, and LLMs. All local!. Langchain-Chatchat: Local knowledge-based LLM RAG and Agent app with Langchain. See the comparison table for live GitHub stats and shared categories.
- When should I choose Dot over Langchain-Chatchat?
- Choose Dot over Langchain-Chatchat when Dot is primarily JavaScript; Langchain-Chatchat is Python; License: Dot is GPL-3.0, Langchain-Chatchat is Apache-2.0; Tags unique to Dot: document-chat, embeddings, langchain, llamacpp; Also covers Speech & Audio; When you are working in a local environment and have projects that require Text-To-Speech capabilities along with RAG and LLM functionalities.
- When should I choose Langchain-Chatchat over Dot?
- Choose Langchain-Chatchat over Dot when Langchain-Chatchat is primarily Python; Dot is JavaScript; License: Langchain-Chatchat is Apache-2.0, Dot is GPL-3.0; Tags unique to Langchain-Chatchat: chatbot, chatchat, chatglm, chatgpt; Also covers AI Agents; When you need a local deployment of a knowledge-based application that supports multiple language models including ChatGLM, Qwen, and Llama.
- When should I avoid Dot?
- If your team does not have proficiency in JavaScript or the requirement is to use a language other than JavaScript for development purposes. When the need arises for cloud-based services that provide more scalable and maintainable infrastructure, as Dot works strictly in a local environment. For organizations that require real-time speech processing at scale without self-hosting capabilities where reliability and continuous availability are paramount.
- 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.
- Is Dot or Langchain-Chatchat more popular on GitHub?
- Langchain-Chatchat has more GitHub stars (38,644 vs 1,914). Stars measure visibility, not whether either tool fits your constraints.
- Are Dot and Langchain-Chatchat open source?
- Yes - both are open-source projects on GitHub (Dot: GPL-3.0, Langchain-Chatchat: Apache-2.0).
- Where can I find alternatives to Dot or Langchain-Chatchat?
- GraphCanon lists graph-backed alternatives at Dot alternatives and Langchain-Chatchat alternatives (Dot markdown twin, Langchain-Chatchat 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, Dot or Langchain-Chatchat?
- Dot: Dormant. Langchain-Chatchat: Slowing. 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 Dot and Langchain-Chatchat?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: Dot trust report; Langchain-Chatchat trust report.