--- title: "glide vs aikit" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/einstack-glide-vs-kaito-project-aikit" tools: ["einstack-glide", "kaito-project-aikit"] --- # glide vs aikit *GraphCanon updated Aug 24, 2026* ## Verdict Pick glide if glide is an open-source Gateway tool built with Go for deploying and managing generative AI applications; 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. [glide](https://docs.einstack.ai/glide/) reports 159 GitHub stars, 26 forks, and 68 open issues, last pushed Aug 12, 2024. [aikit](https://kaito-project.github.io/aikit/) has 537 stars, 57 forks, and 40 open issues, last pushed Aug 24, 2026. Figures are from public GitHub metadata via [glide's repository](https://github.com/EinStack/glide) and [aikit's repository](https://github.com/kaito-project/aikit). | | [glide](/tools/einstack-glide.md) | [aikit](/tools/kaito-project-aikit.md) | | --- | --- | --- | | Tagline | A fast, simple model gateway for rapid development of production GenAI apps | Fine-tune, build, and deploy open-source LLMs easily! | | Stars | 159 | 537 | | Forks | 26 | 57 | | Open issues | 68 | 40 | | Language | Go | Go | | Adopt for | Glide is an open-source Gateway tool built with Go for deploying and managing generative AI applications. | Aikit is a toolkit designed for fine-tuning, building and deploying large language models (LLMs) with an emphasis on open-source technologies. | | Persona | - | - | | Runtime | - | - | | License | Glide operates under the Apache-2.0 license. | MIT | | Categories | Inference & Serving | Inference & Serving, LLM Frameworks, Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [glide](/tools/einstack-glide.md) | [aikit](/tools/kaito-project-aikit.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Very active (96%) | | Days since push | 719d | 0d | | Open issues (now) | 68 | 40 | | Stars delta | Unknown | +3 (30d) | | Open issues delta | Unknown | -3 (30d) | | Full report | [trust report](/tools/einstack-glide/trust.md) | [trust report](/tools/kaito-project-aikit/trust.md) | ## Decision facts: glide - **Hosting:** self hosted - A self-hosted gateway that requires Docker for setting up and managing environments across different OS images. - **Pricing:** freemium - Free to use and open-source under the Apache-2.0 license, but additional cost might be incurred based on infrastructure where Glide is deployed. - **Adopt for:** Glide is an open-source Gateway tool built with Go for deploying and managing generative AI applications. - **License detail:** Glide operates under the Apache-2.0 license. ## Decision facts: aikit - **Adopt for:** Aikit is a toolkit designed for fine-tuning, building and deploying large language models (LLMs) with an emphasis on open-source technologies. ## Choose when ### Choose glide if… - License: glide is Apache-2.0, aikit is MIT. - A self-hosted gateway that requires Docker for setting up and managing environments across different OS images. - Pricing: Free to use and open-source under the Apache-2.0 license, but additional cost might be incurred based on infrastructure where Glide is deployed.. - Tags unique to glide: gateway-api, genai, generative-ai, llm. - When you need rapid deployment of GenAI apps using a simple model gateway that supports multiple Docker images including Alpine, Ubuntu, Distroless, and RedHat UBI. ### Choose aikit if… - License: aikit is MIT, glide is Apache-2.0. - Tags unique to aikit: buildkit, chatgpt, docker, fine-tuning. - Also covers LLM Frameworks, Model Training. - 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 glide - Avoid if your project's deployment environment is strictly Windows-based as Glide does not natively support Windows OS, requiring manual workaround steps from the demo README file. - Not suitable when you require a more versatile language choice for development other than Go, since Glide itself is fully developed in this language. ## 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. ## Common questions ### What is the difference between glide and aikit? glide: A fast, simple model gateway for rapid development of production GenAI apps. aikit: Fine-tune, build, and deploy open-source LLMs easily!. See the comparison table for live GitHub stats and shared categories. ### When should I choose glide over aikit? Choose glide over aikit when License: glide is Apache-2.0, aikit is MIT; A self-hosted gateway that requires Docker for setting up and managing environments across different OS images; Pricing: Free to use and open-source under the Apache-2.0 license, but additional cost might be incurred based on infrastructure where Glide is deployed.; Tags unique to glide: gateway-api, genai, generative-ai, llm; When you need rapid deployment of GenAI apps using a simple model gateway that supports multiple Docker images including Alpine, Ubuntu, Distroless, and RedHat UBI. ### When should I choose aikit over glide? Choose aikit over glide when License: aikit is MIT, glide is Apache-2.0; Tags unique to aikit: buildkit, chatgpt, docker, fine-tuning; Also covers LLM Frameworks, Model Training; 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 avoid glide? Avoid if your project's deployment environment is strictly Windows-based as Glide does not natively support Windows OS, requiring manual workaround steps from the demo README file. Not suitable when you require a more versatile language choice for development other than Go, since Glide itself is fully developed in this language. ### 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. ### Is glide or aikit more popular on GitHub? aikit has more GitHub stars (537 vs 159). Stars measure visibility, not whether either tool fits your constraints. ### Are glide and aikit open source? Yes - both are open-source projects on GitHub (glide: Apache-2.0, aikit: MIT). ### Where can I find alternatives to glide or aikit? GraphCanon lists graph-backed alternatives at [glide alternatives](/tools/einstack-glide/alternatives) and [aikit alternatives](/tools/kaito-project-aikit/alternatives) ([glide markdown twin](/tools/einstack-glide/alternatives.md), [aikit markdown twin](/tools/kaito-project-aikit/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/einstack-glide-vs-kaito-project-aikit.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, glide or aikit? glide: Dormant. aikit: 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 glide and aikit? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [glide trust report](/tools/einstack-glide/trust); [aikit trust report](/tools/kaito-project-aikit/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=einstack-glide`](/api/graphcanon/graph?tool=einstack-glide) - 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/_