--- title: "langchain-gradio-template vs langchain-serve" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/hwchase17-langchain-gradio-template-vs-jina-ai-langchain-serve" tools: ["hwchase17-langchain-gradio-template", "jina-ai-langchain-serve"] --- # langchain-gradio-template vs langchain-serve *GraphCanon updated Sep 20, 2026* ## Verdict 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; pick langchain-serve if langchain-serve is a tool for deploying Langchain applications in production using Jina and FastAPI, with support for Docker Compose or Kubernetes deployment and secrets management. [langchain-gradio-template](https://github.com/hwchase17/langchain-gradio-template) reports 138 GitHub stars, 30 forks, and 2 open issues, last pushed Jan 19, 2023. [langchain-serve](https://cloud.jina.ai) has 1.6k stars, 133 forks, and 15 open issues, last pushed Sep 20, 2023. Figures are from public GitHub metadata via [langchain-gradio-template's repository](https://github.com/hwchase17/langchain-gradio-template) and [langchain-serve's repository](https://github.com/jina-ai/langchain-serve). | | [langchain-gradio-template](/tools/hwchase17-langchain-gradio-template.md) | [langchain-serve](/tools/jina-ai-langchain-serve.md) | | --- | --- | --- | | Tagline | Template for deploying LangChain on Gradio | Self-host LLM Apps with Docker Compose or Kubernetes | | Stars | 138 | 1,639 | | Forks | 30 | 133 | | Open issues | 2 | 15 | | Language | Python | Python | | 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. | Langchain-serve is a tool for deploying Langchain applications in production using Jina and FastAPI, with support for Docker Compose or Kubernetes deployment and secrets management. | | Persona | - | - | | Runtime | - | - | | License | License information is not provided explicitly in the repository. | Apache-2.0 | | Categories | Developer Tools, Inference & Serving | Developer Tools, Inference & Serving | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [langchain-gradio-template](/tools/hwchase17-langchain-gradio-template.md) | [langchain-serve](/tools/jina-ai-langchain-serve.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Archived (8%) | | Days since push | 1339d | 1094d | | Archived on GitHub | No | Yes | | Open issues (now) | 2 | 15 | | Stars delta | 0 (30d) | -1 (30d) | | Owner type | User | Organization | | Full report | [trust report](/tools/hwchase17-langchain-gradio-template/trust.md) | [trust report](/tools/jina-ai-langchain-serve/trust.md) | ## 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. ## Decision facts: langchain-serve - **Pricing:** freemium - Base credits ensure high availability by maintaining at least one instance running continuously, while serving credits are charged when the application is actively serving requests. Pricing is based, - **Requirements:** Min 1 GB RAM; Requires Docker; Requires Docker Compose or Kubernetes for deployment.; Secrets management is supported via `.env` files. - **Adopt for:** Langchain-serve is a tool for deploying Langchain applications in production using Jina and FastAPI, with support for Docker Compose or Kubernetes deployment and secrets management. ## Choose when ### Choose langchain-gradio-template if… - Pricing: Pricing details are undefined as no license detail is apparent.. - Tags unique to langchain-gradio-template: gradio, hugging face spaces, python. - When you are looking for a specific template that simplifies the deployment of LangChain chatbots onto Gradio interfaces. ### Choose langchain-serve if… - Pricing: Base credits ensure high availability by maintaining at least one instance running continuously, while serving credits are charged when the application is actively serving requests. Pricing is based, . - Requirements: Min 1 GB RAM; Requires Docker; Requires Docker Compose or Kubernetes for deployment.; Secrets management is supported via `.env` files.. - Tags unique to langchain-serve: autogpt, autonomous-agents, babyagi, chatbot. - When you need to deploy Langchain applications with Jina and FastAPI on your own infrastructure. ## 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. ## When NOT to use langchain-serve - If you do not require or prefer not to use Jina and FastAPI for your Langchain applications. - When you do not need or want to manage secrets through a `.env` file during deployment. - If you are not interested in deploying your applications using Docker Compose or Kubernetes. - If you are looking for a fully managed cloud service without the need to manage your own infrastructure. ## Common questions ### What is the difference between langchain-gradio-template and langchain-serve? langchain-gradio-template: Template for deploying LangChain on Gradio. langchain-serve: Self-host LLM Apps with Docker Compose or Kubernetes. See the comparison table for live GitHub stats and shared categories. ### When should I choose langchain-gradio-template over langchain-serve? Choose langchain-gradio-template over langchain-serve when Pricing: Pricing details are undefined as no license detail is apparent.; Tags unique to langchain-gradio-template: gradio, hugging face spaces, python; When you are looking for a specific template that simplifies the deployment of LangChain chatbots onto Gradio interfaces. ### When should I choose langchain-serve over langchain-gradio-template? Choose langchain-serve over langchain-gradio-template when Pricing: Base credits ensure high availability by maintaining at least one instance running continuously, while serving credits are charged when the application is actively serving requests. Pricing is based, ; Requirements: Min 1 GB RAM; Requires Docker; Requires Docker Compose or Kubernetes for deployment.; Secrets management is supported via `.env` files.; Tags unique to langchain-serve: autogpt, autonomous-agents, babyagi, chatbot; When you need to deploy Langchain applications with Jina and FastAPI on your own infrastructure. ### 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. ### When should I avoid langchain-serve? If you do not require or prefer not to use Jina and FastAPI for your Langchain applications. When you do not need or want to manage secrets through a `.env` file during deployment. If you are not interested in deploying your applications using Docker Compose or Kubernetes. If you are looking for a fully managed cloud service without the need to manage your own infrastructure. ### Is langchain-gradio-template or langchain-serve more popular on GitHub? langchain-serve has more GitHub stars (1,639 vs 138). Stars measure visibility, not whether either tool fits your constraints. ### Are langchain-gradio-template and langchain-serve open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to langchain-gradio-template or langchain-serve? GraphCanon lists graph-backed alternatives at [langchain-gradio-template alternatives](/tools/hwchase17-langchain-gradio-template/alternatives) and [langchain-serve alternatives](/tools/jina-ai-langchain-serve/alternatives) ([langchain-gradio-template markdown twin](/tools/hwchase17-langchain-gradio-template/alternatives.md), [langchain-serve markdown twin](/tools/jina-ai-langchain-serve/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/hwchase17-langchain-gradio-template-vs-jina-ai-langchain-serve.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, langchain-gradio-template or langchain-serve? langchain-gradio-template: Dormant. langchain-serve: Archived. 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-gradio-template and langchain-serve? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [langchain-gradio-template trust report](/tools/hwchase17-langchain-gradio-template/trust); [langchain-serve trust report](/tools/jina-ai-langchain-serve/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=hwchase17-langchain-gradio-template`](/api/graphcanon/graph?tool=hwchase17-langchain-gradio-template) - 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/_