--- title: "LLM-As-Chatbot vs langchain-gradio-template" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/deep-diver-llm-as-chatbot-vs-hwchase17-langchain-gradio-template" tools: ["deep-diver-llm-as-chatbot", "hwchase17-langchain-gradio-template"] --- # LLM-As-Chatbot vs langchain-gradio-template *GraphCanon updated Aug 15, 2026* ## Verdict Pick LLM-As-Chatbot if lLM-As-Chatbot enables integration of instruction-following fine-tuned LLM models into chatbots via Gradio or Discord interfaces, including an internet search feature with the Serper API; pick langchain-gradio-template if this is specifically crafted for developers seeking an efficient way to deploy LangChain applications on Gradio and easily share them via Hugging Face Spaces. [LLM-As-Chatbot](https://github.com/deep-diver/LLM-As-Chatbot) reports 3.3k GitHub stars, 375 forks, and 19 open issues, last pushed Nov 20, 2023. [langchain-gradio-template](https://github.com/hwchase17/langchain-gradio-template) has 138 stars, 30 forks, and 2 open issues, last pushed Jan 19, 2023. Figures are from public GitHub metadata via [LLM-As-Chatbot's repository](https://github.com/deep-diver/LLM-As-Chatbot) and [langchain-gradio-template's repository](https://github.com/hwchase17/langchain-gradio-template). | | [LLM-As-Chatbot](/tools/deep-diver-llm-as-chatbot.md) | [langchain-gradio-template](/tools/hwchase17-langchain-gradio-template.md) | | --- | --- | --- | | Tagline | LLM as a Chatbot Service | Template for deploying LangChain on Gradio | | Stars | 3,319 | 138 | | Forks | 375 | 30 | | Open issues | 19 | 2 | | Language | Python | Python | | Adopt for | LLM-As-Chatbot enables integration of instruction-following fine-tuned LLM models into chatbots via Gradio or Discord interfaces, including an internet search feature with the Serper API. | This is specifically crafted for developers seeking an efficient way to deploy LangChain applications on Gradio and easily share them via Hugging Face Spaces. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | License information is not provided explicitly in the repository. | | Categories | Developer Tools, Inference & Serving | Developer Tools, Inference & Serving | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [LLM-As-Chatbot](/tools/deep-diver-llm-as-chatbot.md) | [langchain-gradio-template](/tools/hwchase17-langchain-gradio-template.md) | | --- | --- | --- | | Days since push | 985d | 1303d | | Open issues (now) | 19 | 2 | | Stars delta | Unknown | +1 (30d) | | Open issues delta | Unknown | 0 (30d) | | Full report | [trust report](/tools/deep-diver-llm-as-chatbot/trust.md) | [trust report](/tools/hwchase17-langchain-gradio-template/trust.md) | ## Decision facts: LLM-As-Chatbot - **Adopt for:** LLM-As-Chatbot enables integration of instruction-following fine-tuned LLM models into chatbots via Gradio or Discord interfaces, including an internet search feature with the Serper API. ## Decision facts: langchain-gradio-template - **Pricing:** unknown - Pricing details are undefined as no license detail is apparent. - **Adopt for:** This is specifically crafted for developers seeking an efficient way to deploy LangChain applications on Gradio and easily share them via Hugging Face Spaces. - **License detail:** License information is not provided explicitly in the repository. ## Choose when ### Choose LLM-As-Chatbot if… - Tags unique to LLM-As-Chatbot: chatbot, discord-bot, internet search support, llm-integration. - When you need to test and deploy a variety of open-source LLMS as chatbots supported by both Gradio applications and Discord bots. - More GitHub stars (3.3k vs 138) - visibility, not fit. ### Choose langchain-gradio-template if… - Pricing: Pricing details are undefined as no license detail is apparent.. - Tags unique to langchain-gradio-template: hugging face spaces, langchain, python. - When you are looking for a specific template that simplifies the deployment of LangChain chatbots onto Gradio interfaces. ## When NOT to use LLM-As-Chatbot - If your environment only supports Python versions prior to 3.9 or uses a Gradio version below 3.32.0. - When you do not have access to the Serper API key required for enabling internet search capabilities. ## When NOT to use langchain-gradio-template - If you require more customization options for your application that goes beyond what the template `app.py` supports or offers. - When aiming for a platform other than Hugging Face Spaces to deploy and share your LangChain applications, as this tool is tightly integrated with Gradio’s deployment on Hugging Face. ## Common questions ### What is the difference between LLM-As-Chatbot and langchain-gradio-template? LLM-As-Chatbot: LLM as a Chatbot Service. langchain-gradio-template: Template for deploying LangChain on Gradio. See the comparison table for live GitHub stats and shared categories. ### When should I choose LLM-As-Chatbot over langchain-gradio-template? Choose LLM-As-Chatbot over langchain-gradio-template when Tags unique to LLM-As-Chatbot: chatbot, discord-bot, internet search support, llm-integration; When you need to test and deploy a variety of open-source LLMS as chatbots supported by both Gradio applications and Discord bots; More GitHub stars (3.3k vs 138) - visibility, not fit. ### When should I choose langchain-gradio-template over LLM-As-Chatbot? Choose langchain-gradio-template over LLM-As-Chatbot when Pricing: Pricing details are undefined as no license detail is apparent.; Tags unique to langchain-gradio-template: hugging face spaces, langchain, python; When you are looking for a specific template that simplifies the deployment of LangChain chatbots onto Gradio interfaces. ### When should I avoid LLM-As-Chatbot? If your environment only supports Python versions prior to 3.9 or uses a Gradio version below 3.32.0. When you do not have access to the Serper API key required for enabling internet search capabilities. ### When should I avoid langchain-gradio-template? If you require more customization options for your application that goes beyond what the template `app.py` supports or offers. When aiming for a platform other than Hugging Face Spaces to deploy and share your LangChain applications, as this tool is tightly integrated with Gradio’s deployment on Hugging Face. ### Is LLM-As-Chatbot or langchain-gradio-template more popular on GitHub? LLM-As-Chatbot has more GitHub stars (3,319 vs 138). Stars measure visibility, not whether either tool fits your constraints. ### Are LLM-As-Chatbot and langchain-gradio-template open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to LLM-As-Chatbot or langchain-gradio-template? GraphCanon lists graph-backed alternatives at [LLM-As-Chatbot alternatives](/tools/deep-diver-llm-as-chatbot/alternatives) and [langchain-gradio-template alternatives](/tools/hwchase17-langchain-gradio-template/alternatives) ([LLM-As-Chatbot markdown twin](/tools/deep-diver-llm-as-chatbot/alternatives.md), [langchain-gradio-template markdown twin](/tools/hwchase17-langchain-gradio-template/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/deep-diver-llm-as-chatbot-vs-hwchase17-langchain-gradio-template.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, LLM-As-Chatbot or langchain-gradio-template? LLM-As-Chatbot: Dormant. langchain-gradio-template: 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 LLM-As-Chatbot and langchain-gradio-template? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [LLM-As-Chatbot trust report](/tools/deep-diver-llm-as-chatbot/trust); [langchain-gradio-template trust report](/tools/hwchase17-langchain-gradio-template/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=deep-diver-llm-as-chatbot`](/api/graphcanon/graph?tool=deep-diver-llm-as-chatbot) - 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/_