Comparison
aikit vs gateway
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 gateway if self-hosted firewall for securing AI applications with guardrails and content moderation.
Markdown twin · aikit alternatives · gateway alternatives
GraphCanon updated today
Trust & integrity
| Signal | aikit | gateway |
|---|---|---|
| Maintenance | Very active (0d since push) As of 4d · github_public_v1 | Dormant (385d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of 4d · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 4d · osv@v1 | No lockfile (source not queried) As of today · 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!
- gateway
- Self-hosted firewall for securing AI applications with guardrails and content moderation.
Stars
- aikit
- 533
- gateway
- 126
Forks
- aikit
- 57
- gateway
- 12
Open issues
- aikit
- 41
- gateway
- 0
Language
- aikit
- Go
- gateway
- Python
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.
- gateway
- Self-hosted firewall for securing AI applications with guardrails and content moderation.
Persona
- aikit
- -
- gateway
- -
Runtime
- aikit
- -
- gateway
- -
License
- aikit
- MIT
- gateway
- Other
Last pushed
- aikit
- Jul 11, 2026
- gateway
- Jun 25, 2025
Categories
- aikit
- Inference & Serving, LLM Frameworks, Model Training
- gateway
- Evaluation & Observability, LLM Frameworks
Trust and health
Maintenance
- aikit
- Very active (96%)
- gateway
- Dormant (18%)
Days since push
- aikit
- 0d
- gateway
- 385d
Open issues (now)
- aikit
- 41
- gateway
- 0
Full report
- aikit
- Trust report
- gateway
- Trust report
Choose aikit if…
- aikit is primarily Go; gateway is Python.
- License: aikit is MIT, gateway is Other.
- Tags unique to aikit: ai, buildkit, chatgpt, docker.
- Also covers Inference & Serving, Model Training.
- - 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 gateway if…
- gateway is primarily Python; aikit is Go.
- License: gateway is Other, aikit is MIT.
- Pricing: Open-source with no explicit monetary cost, but requires users to handle infrastructure costs associated with local Docker deployment.
- Requirements: Min 4 GB RAM; Requires Docker; Docker and Docker Compose are required for deployment; Initial launch takes several minutes due to downloading machine learning models (~1.5GB+) for the first time.
- Tags unique to gateway: content-moderation, docker-compose, guardrails, pii-redaction.
- Also covers Evaluation & Observability.
- When you need to self-host a secure gateway for LLM-based AI applications that requires local deployment via Docker
When NOT to use gateway
- Avoid if you are looking for cloud-managed services, as this tool is designed solely for local or self-hosted environments
- Not suitable if you require extensive customization beyond the provided policies.yaml file and predefined guardrails for content moderation and security
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 Jul 11, 2026
- GitHub forks (kaito-project/aikit) · observed Jul 11, 2026
- Last push (kaito-project/aikit) · observed Jul 11, 2026
- License file (MIT) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (trylonai/gateway) · observed Jul 15, 2026
- GitHub forks (trylonai/gateway) · observed Jul 15, 2026
- Last push (trylonai/gateway) · observed Jun 25, 2025
- License file (Other) · observed Jul 15, 2026
- Decision facts (enrichment) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: aikit 533 · gateway 126 (synced Jul 11, 2026).
Common questions
- What is the difference between aikit and gateway?
- aikit: Fine-tune, build, and deploy open-source LLMs easily!. gateway: Self-hosted firewall for securing AI applications with guardrails and content moderation.. See the comparison table for live GitHub stats and shared categories.
- When should I choose aikit over gateway?
- Choose aikit over gateway when aikit is primarily Go; gateway is Python; License: aikit is MIT, gateway is Other; Tags unique to aikit: ai, buildkit, chatgpt, docker; Also covers Inference & Serving, Model Training; - You need a flexible solution specifically built using Go and prefer its concurrency model.
- When should I choose gateway over aikit?
- Choose gateway over aikit when gateway is primarily Python; aikit is Go; License: gateway is Other, aikit is MIT; Pricing: Open-source with no explicit monetary cost, but requires users to handle infrastructure costs associated with local Docker deployment; Requirements: Min 4 GB RAM; Requires Docker; Docker and Docker Compose are required for deployment; Initial launch takes several minutes due to downloading machine learning models (~1.5GB+) for the first time; Tags unique to gateway: content-moderation, docker-compose, guardrails, pii-redaction; Also covers Evaluation & Observability; When you need to self-host a secure gateway for LLM-based AI applications that requires local deployment via Docker.
- 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 gateway?
- Avoid if you are looking for cloud-managed services, as this tool is designed solely for local or self-hosted environments Not suitable if you require extensive customization beyond the provided policies.yaml file and predefined guardrails for content moderation and security
- Is aikit or gateway more popular on GitHub?
- aikit has more GitHub stars (533 vs 126). Stars measure visibility, not whether either tool fits your constraints.
- Are aikit and gateway open source?
- Yes - both are open-source projects on GitHub (aikit: MIT, gateway: Other).
- Where can I find alternatives to aikit or gateway?
- GraphCanon lists graph-backed alternatives at aikit alternatives and gateway alternatives (aikit markdown twin, gateway 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 gateway?
- aikit: Very active. gateway: 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 gateway?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: aikit trust report; gateway trust report.