--- title: "langchain-serve vs uncloud" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/jina-ai-langchain-serve-vs-psviderski-uncloud" tools: ["jina-ai-langchain-serve", "psviderski-uncloud"] --- # langchain-serve vs uncloud *GraphCanon updated Sep 20, 2026* ## Verdict 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; pick uncloud if uncloud is a Go-based deployment tool that aims to bridge the functionality gap between Docker and Kubernetes with an emphasis on simplicity. [langchain-serve](https://cloud.jina.ai) reports 1.6k GitHub stars, 133 forks, and 15 open issues, last pushed Sep 20, 2023. [uncloud](https://uncloud.run) has 5.5k stars, 179 forks, and 89 open issues, last pushed Sep 17, 2026. Figures are from public GitHub metadata via [langchain-serve's repository](https://github.com/jina-ai/langchain-serve) and [uncloud's repository](https://github.com/psviderski/uncloud). | | [langchain-serve](/tools/jina-ai-langchain-serve.md) | [uncloud](/tools/psviderski-uncloud.md) | | --- | --- | --- | | Tagline | Self-host LLM Apps with Docker Compose or Kubernetes | A lightweight tool for deploying and managing containerised applications across a network of Docker hosts. | | Stars | 1,639 | 5,493 | | Forks | 133 | 179 | | Open issues | 15 | 89 | | Language | Python | Go | | 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. | Uncloud is a Go-based deployment tool that aims to bridge the functionality gap between Docker and Kubernetes with an emphasis on simplicity. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Apache-2.0 | | Categories | Developer Tools, Inference & Serving | Inference & Serving | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [langchain-serve](/tools/jina-ai-langchain-serve.md) | [uncloud](/tools/psviderski-uncloud.md) | | --- | --- | --- | | Maintenance | Archived (8%) | Very active (96%) | | Days since push | 1094d | 0d | | Archived on GitHub | Yes | No | | Open issues (now) | 15 | 89 | | Stars delta | -1 (30d) | +52 (30d) | | Open issues delta | 0 (30d) | +3 (30d) | | Owner type | Organization | User | | Full report | [trust report](/tools/jina-ai-langchain-serve/trust.md) | [trust report](/tools/psviderski-uncloud/trust.md) | ## 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. ## Decision facts: uncloud - **Adopt for:** Uncloud is a Go-based deployment tool that aims to bridge the functionality gap between Docker and Kubernetes with an emphasis on simplicity. ## Choose when ### Choose langchain-serve if… - langchain-serve is primarily Python; uncloud is Go. - 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. - Also covers Developer Tools. - When you need to deploy Langchain applications with Jina and FastAPI on your own infrastructure. ### Choose uncloud if… - uncloud is primarily Go; langchain-serve is Python. - Tags unique to uncloud: containers, deployment, devops, docker. - uncloud ships Docker support for self-hosted deployment. - When you need a lightweight solution for deploying containerized apps across multiple Docker hosts without the complexity of full Kubernetes. ## 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. ## When NOT to use uncloud - For environments that demand advanced load balancing and auto-scaling features typically found in full-fledged orchestrators like Kubernetes. - In large-scale production setups where the maturity level of a more established tool is preferred to minimize risk. ## Common questions ### What is the difference between langchain-serve and uncloud? langchain-serve: Self-host LLM Apps with Docker Compose or Kubernetes. uncloud: A lightweight tool for deploying and managing containerised applications across a network of Docker hosts.. See the comparison table for live GitHub stats and shared categories. ### When should I choose langchain-serve over uncloud? Choose langchain-serve over uncloud when langchain-serve is primarily Python; uncloud is Go; 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; Also covers Developer Tools; When you need to deploy Langchain applications with Jina and FastAPI on your own infrastructure. ### When should I choose uncloud over langchain-serve? Choose uncloud over langchain-serve when uncloud is primarily Go; langchain-serve is Python; Tags unique to uncloud: containers, deployment, devops, docker; uncloud ships Docker support for self-hosted deployment; When you need a lightweight solution for deploying containerized apps across multiple Docker hosts without the complexity of full Kubernetes. ### 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. ### When should I avoid uncloud? For environments that demand advanced load balancing and auto-scaling features typically found in full-fledged orchestrators like Kubernetes. In large-scale production setups where the maturity level of a more established tool is preferred to minimize risk. ### Is langchain-serve or uncloud more popular on GitHub? uncloud has more GitHub stars (5,493 vs 1,639). Stars measure visibility, not whether either tool fits your constraints. ### Are langchain-serve and uncloud open source? Yes - both are open-source projects on GitHub (langchain-serve: Apache-2.0, uncloud: Apache-2.0). ### Where can I find alternatives to langchain-serve or uncloud? GraphCanon lists graph-backed alternatives at [langchain-serve alternatives](/tools/jina-ai-langchain-serve/alternatives) and [uncloud alternatives](/tools/psviderski-uncloud/alternatives) ([langchain-serve markdown twin](/tools/jina-ai-langchain-serve/alternatives.md), [uncloud markdown twin](/tools/psviderski-uncloud/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/jina-ai-langchain-serve-vs-psviderski-uncloud.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, langchain-serve or uncloud? langchain-serve: Archived. uncloud: 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-serve and uncloud? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [langchain-serve trust report](/tools/jina-ai-langchain-serve/trust); [uncloud trust report](/tools/psviderski-uncloud/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=jina-ai-langchain-serve`](/api/graphcanon/graph?tool=jina-ai-langchain-serve) - 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/_