Comparison
langchain-serve vs tugtainer
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 tugtainer if consider tusgtainer for automated Docker container updates with web interface capabilities built using Python and Angular.
Markdown twin · langchain-serve alternatives · tugtainer alternatives
GraphCanon updated Sep 20, 2026
vs
Trust & integrity
| Signal | langchain-serve | tugtainer |
|---|---|---|
| Maintenance | Archived (1094d since push) As of Sep 18, 2026 · github_public_v1 | Active (7d since push) As of Sep 19, 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 19, 2026 · github_public_v1 |
| OSV dependency advisories | No published findings from this source as of 2026-09-18 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-serve
- Self-host LLM Apps with Docker Compose or Kubernetes
- tugtainer
- Automated Docker container updates with web UI
Stars
- langchain-serve
- 1.6k
- tugtainer
- 1.5k
Forks
- langchain-serve
- 133
- tugtainer
- 52
Open issues
- langchain-serve
- 15
- tugtainer
- 5
Language
- langchain-serve
- Python
- tugtainer
- Python
Adopt for
- langchain-serve
- 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.
- tugtainer
- Consider tusgtainer for automated Docker container updates with web interface capabilities built using Python and Angular.
Persona
- langchain-serve
- -
- tugtainer
- -
Runtime
- langchain-serve
- -
- tugtainer
- -
License
- langchain-serve
- Apache-2.0
- tugtainer
- MIT license
Last pushed
- langchain-serve
- Sep 20, 2023
- tugtainer
- Sep 12, 2026
Categories
- langchain-serve
- Developer Tools, Inference & Serving
- tugtainer
- Developer Tools
Trust and health
Maintenance
- langchain-serve
- Archived (8%)
- tugtainer
- Active (82%)
Days since push
- langchain-serve
- 1094d
- tugtainer
- 7d
Archived on GitHub
- langchain-serve
- Yes
- tugtainer
- No
Open issues (now)
- langchain-serve
- 15
- tugtainer
- 5
Stars delta
- langchain-serve
- -1 (30d)
- tugtainer
- +30 (30d)
Open issues delta
- langchain-serve
- 0 (30d)
- tugtainer
- -10 (30d)
Owner type
- langchain-serve
- Organization
- tugtainer
- User
OSV dependency advisories
- langchain-serve
- No published findings from this source as of 2026-09-18
- tugtainer
- No lockfile (source not queried)
Full report
- langchain-serve
- Trust report
- tugtainer
- Trust report
Choose langchain-serve if…
- License: langchain-serve is Apache-2.0, tugtainer is MIT.
- 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 Inference & Serving.
- When you need to deploy Langchain applications with Jina and FastAPI on your own infrastructure.
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.
Choose tugtainer if…
- License: tugtainer is MIT, langchain-serve is Apache-2.0.
- Requirements: Requires Docker.
- Tags unique to tugtainer: auto-update, container-management, container-monitoring, docker-automation.
- Use tugtainer if you need an application that can automatically monitor and update Docker containers, offering a web UI to manage these processes.
When NOT to use tugtainer
- Skip tugtainer if your project requires integration with proprietary container management systems not aligned with its open-source Python and Angular framework.
- Avoid it if you prefer a command-line interface over web-based tools for managing updates, as tugtainer is designed around a web UI.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (jina-ai/langchain-serve) · observed Sep 20, 2026
- GitHub forks (jina-ai/langchain-serve) · observed Sep 20, 2026
- Last push (jina-ai/langchain-serve) · observed Sep 20, 2023
- 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 (Quenary/tugtainer) · observed Sep 20, 2026
- GitHub forks (Quenary/tugtainer) · observed Sep 20, 2026
- Last push (Quenary/tugtainer) · observed Sep 12, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: langchain-serve 1.6k · tugtainer 1.5k (synced Sep 20, 2026).
Common questions
- What is the difference between langchain-serve and tugtainer?
- langchain-serve: Self-host LLM Apps with Docker Compose or Kubernetes. tugtainer: Automated Docker container updates with web UI. See the comparison table for live GitHub stats and shared categories.
- When should I choose langchain-serve over tugtainer?
- Choose langchain-serve over tugtainer when License: langchain-serve is Apache-2.0, tugtainer is MIT; 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
.envfiles.; Tags unique to langchain-serve: autogpt, autonomous-agents, babyagi, chatbot; Also covers Inference & Serving; When you need to deploy Langchain applications with Jina and FastAPI on your own infrastructure. - When should I choose tugtainer over langchain-serve?
- Choose tugtainer over langchain-serve when License: tugtainer is MIT, langchain-serve is Apache-2.0; Requirements: Requires Docker; Tags unique to tugtainer: auto-update, container-management, container-monitoring, docker-automation; Use tugtainer if you need an application that can automatically monitor and update Docker containers, offering a web UI to manage these processes.
- 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
.envfile 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 tugtainer?
- Skip tugtainer if your project requires integration with proprietary container management systems not aligned with its open-source Python and Angular framework. Avoid it if you prefer a command-line interface over web-based tools for managing updates, as tugtainer is designed around a web UI.
- Is langchain-serve or tugtainer more popular on GitHub?
- langchain-serve has more GitHub stars (1,639 vs 1,534). Stars measure visibility, not whether either tool fits your constraints.
- Are langchain-serve and tugtainer open source?
- Yes - both are open-source projects on GitHub (langchain-serve: Apache-2.0, tugtainer: MIT).
- Where can I find alternatives to langchain-serve or tugtainer?
- GraphCanon lists graph-backed alternatives at langchain-serve alternatives and tugtainer alternatives (langchain-serve markdown twin, tugtainer 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-serve or tugtainer?
- langchain-serve: Archived. tugtainer: 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 tugtainer?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: langchain-serve trust report; tugtainer trust report.