Comparison
dstack vs Kiln
Verdict
Pick dstack if vendor-agnostic AI workload orchestration tool supports GPU providers like NVIDIA and AMD across cloud, Kubernetes, and bare metal; pick Kiln if kiln is a versatile AI systems development toolkit that excels in comprehensive evaluation frameworks for agents, RAG components, and fine-tuning processes.
Markdown twin · dstack alternatives · Kiln alternatives
GraphCanon updated 1mo
Trust & integrity
| Signal | dstack | Kiln |
|---|---|---|
| Maintenance | Very active (0d since push) As of 1mo · github_public_v1 | Very active (0d since push) As of 1mo · github_public_v1 |
| Provenance | Not a fork · Organization account As of 1mo · github_public_v1 | Not a fork · Organization account As of 1mo · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · 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
- dstack
- Vendor-agnostic orchestration for AI workloads
- Kiln
- Build, Evaluate, and Optimize AI Systems
Stars
- dstack
- 2.2k
- Kiln
- 5.0k
Forks
- dstack
- 240
- Kiln
- 374
Open issues
- dstack
- 61
- Kiln
- 66
Language
- dstack
- Python
- Kiln
- Python
Adopt for
- dstack
- Vendor-agnostic AI workload orchestration tool supports GPU providers like NVIDIA and AMD across cloud, Kubernetes, and bare metal.
- Kiln
- Kiln is a versatile AI systems development toolkit that excels in comprehensive evaluation frameworks for agents, RAG components, and fine-tuning processes.
Persona
- dstack
- -
- Kiln
- -
Runtime
- dstack
- -
- Kiln
- -
License
- dstack
- MPL-2.0
- Kiln
- Other
Last pushed
- dstack
- Jul 24, 2026
- Kiln
- Jul 23, 2026
Categories
- dstack
- AI Agents, Inference & Serving, Model Training
- Kiln
- AI Agents, Data & Retrieval, Evaluation & Observability, Model Training
Trust and health
Open issues (now)
- dstack
- 61
- Kiln
- 66
Full report
- dstack
- Trust report
- Kiln
- Trust report
Choose dstack if…
- License: dstack is MPL-2.0, Kiln is Other.
- Tags unique to dstack: agent-skills, agentic-orchestration, amd, cloud.
- Also covers Inference & Serving.
- If your project requires support for multiple hardware vendors such as NVIDIA, AMD, TPU, or Tenstorrent
When NOT to use dstack
- When sticking to single-vendor solutions where tightly integrated proprietary tools are preferred
- If the project strictly avoids open-source components with Mozilla Public License (MPL-2.0)
Choose Kiln if…
- License: Kiln is Other, dstack is MPL-2.0.
- Tags unique to Kiln: ai, chain-of-thought, collaboration, dataset-generation.
- Also covers Data & Retrieval, Evaluation & Observability.
- When you need extensive tools for evaluating custom AI agents
When NOT to use Kiln
- If your project strictly requires a lightweight tool without comprehensive dataset management options
- Avoid if you do not require advanced synthetic data generation capabilities
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (dstackai/dstack) · observed Jul 24, 2026
- GitHub forks (dstackai/dstack) · observed Jul 24, 2026
- Last push (dstackai/dstack) · observed Jul 24, 2026
- License file (MPL-2.0) · observed Jul 24, 2026
- Decision facts (enrichment) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (Kiln-AI/Kiln) · observed Jul 24, 2026
- GitHub forks (Kiln-AI/Kiln) · observed Jul 24, 2026
- Last push (Kiln-AI/Kiln) · observed Jul 23, 2026
- License file (Other) · observed Jul 24, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: dstack 2.2k · Kiln 5.0k (synced Jul 24, 2026).
Common questions
- What is the difference between dstack and Kiln?
- dstack: Vendor-agnostic orchestration for AI workloads. Kiln: Build, Evaluate, and Optimize AI Systems. See the comparison table for live GitHub stats and shared categories.
- When should I choose dstack over Kiln?
- Choose dstack over Kiln when License: dstack is MPL-2.0, Kiln is Other; Tags unique to dstack: agent-skills, agentic-orchestration, amd, cloud; Also covers Inference & Serving; If your project requires support for multiple hardware vendors such as NVIDIA, AMD, TPU, or Tenstorrent.
- When should I choose Kiln over dstack?
- Choose Kiln over dstack when License: Kiln is Other, dstack is MPL-2.0; Tags unique to Kiln: ai, chain-of-thought, collaboration, dataset-generation; Also covers Data & Retrieval, Evaluation & Observability; When you need extensive tools for evaluating custom AI agents.
- When should I avoid dstack?
- When sticking to single-vendor solutions where tightly integrated proprietary tools are preferred If the project strictly avoids open-source components with Mozilla Public License (MPL-2.0)
- When should I avoid Kiln?
- If your project strictly requires a lightweight tool without comprehensive dataset management options Avoid if you do not require advanced synthetic data generation capabilities
- Is dstack or Kiln more popular on GitHub?
- Kiln has more GitHub stars (4,971 vs 2,192). Stars measure visibility, not whether either tool fits your constraints.
- Are dstack and Kiln open source?
- Yes - both are open-source projects on GitHub (dstack: MPL-2.0, Kiln: Other).
- Where can I find alternatives to dstack or Kiln?
- GraphCanon lists graph-backed alternatives at dstack alternatives and Kiln alternatives (dstack markdown twin, Kiln 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, dstack or Kiln?
- dstack: Very active. Kiln: 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 dstack and Kiln?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: dstack trust report; Kiln trust report.