Comparison
aikit vs aqueduct
Verdict
Pick aikit if aikit is a toolkit designed for fine-tuning, building and deploying large language models (LLMs) with an emphasis on open-source technologies; pick aqueduct if aqueduct is a deprecated Go-based tool for orchestrating LLM and ML workloads across various cloud infrastructures with Kubernetes support.
Markdown twin · aikit alternatives · aqueduct alternatives
GraphCanon updated 1d
Trust & integrity
| Signal | aikit | aqueduct |
|---|---|---|
| Maintenance | Very active (0d since push) As of 1d · github_public_v1 | Dormant (1152d since push) As of 3w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 1d · github_public_v1 | Not a fork · Organization account As of 3w · 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
- aikit
- Fine-tune, build, and deploy open-source LLMs easily!
- aqueduct
- Orchestrate LLM and ML workloads on any cloud infrastructure using Go.
Stars
- aikit
- 537
- aqueduct
- 517
Forks
- aikit
- 57
- aqueduct
- 20
Open issues
- aikit
- 40
- aqueduct
- 11
Language
- aikit
- Go
- aqueduct
- Go
Adopt for
- aikit
- Aikit is a toolkit designed for fine-tuning, building and deploying large language models (LLMs) with an emphasis on open-source technologies.
- aqueduct
- Aqueduct is a deprecated Go-based tool for orchestrating LLM and ML workloads across various cloud infrastructures with Kubernetes support.
Persona
- aikit
- -
- aqueduct
- -
Runtime
- aikit
- -
- aqueduct
- -
License
- aikit
- MIT
- aqueduct
- Apache-2.0
Last pushed
- aikit
- Aug 24, 2026
- aqueduct
- Jun 7, 2023
Categories
- aikit
- Inference & Serving, LLM Frameworks, Model Training
- aqueduct
- Inference & Serving, LLM Frameworks, Model Training
Trust and health
Maintenance
- aikit
- Very active (96%)
- aqueduct
- Dormant (18%)
Days since push
- aikit
- 0d
- aqueduct
- 1152d
Open issues (now)
- aikit
- 40
- aqueduct
- 11
Stars delta
- aikit
- +3 (30d)
- aqueduct
- Unknown
Open issues delta
- aikit
- -3 (30d)
- aqueduct
- Unknown
Full report
- aikit
- Trust report
- aqueduct
- Trust report
Choose aikit if…
- License: aikit is MIT, aqueduct is Apache-2.0.
- Tags unique to aikit: buildkit, chatgpt, docker, fine-tuning.
- aikit ships Docker support for self-hosted deployment.
- - You need a flexible solution specifically built using Go and prefer its concurrency model.
When NOT to use aikit
- - You have a preference or requirement for Python-based tools due to the lack of native support in Aikit.
- - If your deployment setup strictly uses cloud-specific platforms and you do not use Kubernetes or Docker, as Aikit heavily integrates with containerized environments like these.
Choose aqueduct if…
- License: aqueduct is Apache-2.0, aikit is MIT.
- Tags unique to aqueduct: data, data-science, kubernetes, llm.
- When you need to deploy legacy workflows that depend on Aqueduct's specific implementation of custom ops for resource allocation and training.
When NOT to use aqueduct
- Avoid if active project maintenance or community support is required as Aqueduct is no longer maintained.
- Skip this tool for new projects focusing on state-of-the-art ML orchestration, opting instead for actively supported alternatives.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (kaito-project/aikit) · observed Aug 24, 2026
- GitHub forks (kaito-project/aikit) · observed Aug 24, 2026
- Last push (kaito-project/aikit) · observed Aug 24, 2026
- License file (MIT) · observed Aug 24, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (RunLLM/aqueduct) · observed Aug 3, 2026
- GitHub forks (RunLLM/aqueduct) · observed Aug 3, 2026
- Last push (RunLLM/aqueduct) · observed Jun 7, 2023
- License file (Apache-2.0) · observed Aug 3, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: aikit 537 · aqueduct 517 (synced Aug 24, 2026).
Common questions
- What is the difference between aikit and aqueduct?
- aikit: Fine-tune, build, and deploy open-source LLMs easily!. aqueduct: Orchestrate LLM and ML workloads on any cloud infrastructure using Go.. See the comparison table for live GitHub stats and shared categories.
- When should I choose aikit over aqueduct?
- Choose aikit over aqueduct when License: aikit is MIT, aqueduct is Apache-2.0; Tags unique to aikit: buildkit, chatgpt, docker, fine-tuning; aikit ships Docker support for self-hosted deployment; - You need a flexible solution specifically built using Go and prefer its concurrency model.
- When should I choose aqueduct over aikit?
- Choose aqueduct over aikit when License: aqueduct is Apache-2.0, aikit is MIT; Tags unique to aqueduct: data, data-science, kubernetes, llm; When you need to deploy legacy workflows that depend on Aqueduct's specific implementation of custom ops for resource allocation and training.
- When should I avoid aikit?
- - You have a preference or requirement for Python-based tools due to the lack of native support in Aikit. - If your deployment setup strictly uses cloud-specific platforms and you do not use Kubernetes or Docker, as Aikit heavily integrates with containerized environments like these.
- When should I avoid aqueduct?
- Avoid if active project maintenance or community support is required as Aqueduct is no longer maintained. Skip this tool for new projects focusing on state-of-the-art ML orchestration, opting instead for actively supported alternatives.
- Is aikit or aqueduct more popular on GitHub?
- aikit has more GitHub stars (537 vs 517). Stars measure visibility, not whether either tool fits your constraints.
- Are aikit and aqueduct open source?
- Yes - both are open-source projects on GitHub (aikit: MIT, aqueduct: Apache-2.0).
- Where can I find alternatives to aikit or aqueduct?
- GraphCanon lists graph-backed alternatives at aikit alternatives and aqueduct alternatives (aikit markdown twin, aqueduct 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, aikit or aqueduct?
- aikit: Very active. aqueduct: 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 aikit and aqueduct?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: aikit trust report; aqueduct trust report.