--- title: "aikit vs EasyEdit" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/kaito-project-aikit-vs-zjunlp-easyedit" tools: ["kaito-project-aikit", "zjunlp-easyedit"] --- # aikit vs EasyEdit *GraphCanon updated Aug 24, 2026* ## 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 EasyEdit if easyEdit is an easy-to-use knowledge editing framework for LLMs tailored to model customization and optimization. [aikit](https://kaito-project.github.io/aikit/) reports 537 GitHub stars, 57 forks, and 40 open issues, last pushed Aug 24, 2026. [EasyEdit](https://zjunlp.github.io/project/KnowEdit) has 2.9k stars, 371 forks, and 0 open issues, last pushed Jul 14, 2026. Figures are from public GitHub metadata via [aikit's repository](https://github.com/kaito-project/aikit) and [EasyEdit's repository](https://github.com/zjunlp/EasyEdit). | | [aikit](/tools/kaito-project-aikit.md) | [EasyEdit](/tools/zjunlp-easyedit.md) | | --- | --- | --- | | Tagline | Fine-tune, build, and deploy open-source LLMs easily! | Easy-to-use knowledge editing framework for LLMs | | Stars | 537 | 2,895 | | Forks | 57 | 371 | | Open issues | 40 | 0 | | Language | Go | Jupyter Notebook | | Adopt for | Aikit is a toolkit designed for fine-tuning, building and deploying large language models (LLMs) with an emphasis on open-source technologies. | EasyEdit is an easy-to-use knowledge editing framework for LLMs tailored to model customization and optimization. | | Persona | - | - | | Runtime | - | - | | License | MIT | MIT | | Categories | Inference & Serving, LLM Frameworks, Model Training | LLM Frameworks, Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [aikit](/tools/kaito-project-aikit.md) | [EasyEdit](/tools/zjunlp-easyedit.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Active (82%) | | Days since push | 0d | 24d | | Open issues (now) | 40 | 0 | | Stars delta | +3 (30d) | Unknown | | Open issues delta | -3 (30d) | Unknown | | Full report | [trust report](/tools/kaito-project-aikit/trust.md) | [trust report](/tools/zjunlp-easyedit/trust.md) | ## 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. ## Decision facts: EasyEdit - **Requirements:** Installation requires Python 3.9+ and Conda. - **Adopt for:** EasyEdit is an easy-to-use knowledge editing framework for LLMs tailored to model customization and optimization. ## Choose when ### Choose aikit if… - aikit is primarily Go; EasyEdit is Jupyter Notebook. - Tags unique to aikit: ai, buildkit, chatgpt, docker. - Also covers Inference & Serving. - - You need a flexible solution specifically built using Go and prefer its concurrency model. ### Choose EasyEdit if… - EasyEdit is primarily Jupyter Notebook; aikit is Go. - Requirements: Installation requires Python 3.9+ and Conda.. - Tags unique to EasyEdit: artificial-intelligence, knowledge-editing, large language models, model-editing. - In situations where you need a user-friendly tool for customizing and optimizing large language models. ## 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. ## When NOT to use EasyEdit - If your project requires minimal GPU memory usage; tools like AdaLoRA can operate with about 29GB on llama-2-7B, whereas EasyEdit may demand more resources. - You require a solution that works exclusively within CPU-only environments without the option to adjust for specific backends via tools such as uv. ## Common questions ### What is the difference between aikit and EasyEdit? aikit: Fine-tune, build, and deploy open-source LLMs easily!. EasyEdit: Easy-to-use knowledge editing framework for LLMs. See the comparison table for live GitHub stats and shared categories. ### When should I choose aikit over EasyEdit? Choose aikit over EasyEdit when aikit is primarily Go; EasyEdit is Jupyter Notebook; Tags unique to aikit: ai, buildkit, chatgpt, docker; Also covers Inference & Serving; - You need a flexible solution specifically built using Go and prefer its concurrency model. ### When should I choose EasyEdit over aikit? Choose EasyEdit over aikit when EasyEdit is primarily Jupyter Notebook; aikit is Go; Requirements: Installation requires Python 3.9+ and Conda.; Tags unique to EasyEdit: artificial-intelligence, knowledge-editing, large language models, model-editing; In situations where you need a user-friendly tool for customizing and optimizing large language models. ### 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 EasyEdit? If your project requires minimal GPU memory usage; tools like AdaLoRA can operate with about 29GB on llama-2-7B, whereas EasyEdit may demand more resources. You require a solution that works exclusively within CPU-only environments without the option to adjust for specific backends via tools such as uv. ### Is aikit or EasyEdit more popular on GitHub? EasyEdit has more GitHub stars (2,895 vs 537). Stars measure visibility, not whether either tool fits your constraints. ### Are aikit and EasyEdit open source? Yes - both are open-source projects on GitHub (aikit: MIT, EasyEdit: MIT). ### Where can I find alternatives to aikit or EasyEdit? GraphCanon lists graph-backed alternatives at [aikit alternatives](/tools/kaito-project-aikit/alternatives) and [EasyEdit alternatives](/tools/zjunlp-easyedit/alternatives) ([aikit markdown twin](/tools/kaito-project-aikit/alternatives.md), [EasyEdit markdown twin](/tools/zjunlp-easyedit/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/kaito-project-aikit-vs-zjunlp-easyedit.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, aikit or EasyEdit? aikit: Very active. EasyEdit: 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 aikit and EasyEdit? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [aikit trust report](/tools/kaito-project-aikit/trust); [EasyEdit trust report](/tools/zjunlp-easyedit/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=kaito-project-aikit`](/api/graphcanon/graph?tool=kaito-project-aikit) - 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/_