--- title: "starcoder2 vs magicoder" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/bigcode-project-starcoder2-vs-ise-uiuc-magicoder" tools: ["bigcode-project-starcoder2", "ise-uiuc-magicoder"] --- # starcoder2 vs magicoder *GraphCanon updated Aug 5, 2026* ## Verdict Pick starcoder2 if starcoder2 is a code generation model using transformers and bitsandbytes for improved training efficiency; pick magicoder if magicoder is a coding assistant tool that harnesses large language models to generate Python code snippets based on natural-language instruction input. [starcoder2](https://github.com/bigcode-project/starcoder2) reports 2.1k GitHub stars, 199 forks, and 20 open issues, last pushed Mar 21, 2024. [magicoder](https://proceedings.mlr.press/v235/wei24h.html) has 2.1k stars, 171 forks, and 4 open issues, last pushed Nov 1, 2024. Figures are from public GitHub metadata via [starcoder2's repository](https://github.com/bigcode-project/starcoder2) and [magicoder's repository](https://github.com/ise-uiuc/magicoder). | | [starcoder2](/tools/bigcode-project-starcoder2.md) | [magicoder](/tools/ise-uiuc-magicoder.md) | | --- | --- | --- | | Tagline | Home of StarCoder2! | A coding assistant for generating Python code snippets | | Stars | 2,081 | 2,095 | | Forks | 199 | 171 | | Open issues | 20 | 4 | | Language | Python | Python | | Adopt for | Starcoder2 is a code generation model using transformers and bitsandbytes for improved training efficiency. | magicoder is a coding assistant tool that harnesses large language models to generate Python code snippets based on natural-language instruction input. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | MIT | | Categories | LLM Frameworks, Model Training | LLM Frameworks, Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [starcoder2](/tools/bigcode-project-starcoder2.md) | [magicoder](/tools/ise-uiuc-magicoder.md) | | --- | --- | --- | | Days since push | 867d | 641d | | Open issues (now) | 20 | 4 | | Full report | [trust report](/tools/bigcode-project-starcoder2/trust.md) | [trust report](/tools/ise-uiuc-magicoder/trust.md) | ## Shared compatibility - **Python**: [starcoder2](/tools/bigcode-project-starcoder2.md) - Python runtime; [magicoder](/tools/ise-uiuc-magicoder.md) - Python runtime ## Decision facts: starcoder2 - **Pricing:** freemium - The library and model can be used freely under Apache-2.0 licensing terms. - **Adopt for:** Starcoder2 is a code generation model using transformers and bitsandbytes for improved training efficiency. ## Decision facts: magicoder - **Adopt for:** magicoder is a coding assistant tool that harnesses large language models to generate Python code snippets based on natural-language instruction input. ## Choose when ### Choose starcoder2 if… - License: starcoder2 is Apache-2.0, magicoder is MIT. - Pricing: The library and model can be used freely under Apache-2.0 licensing terms.. - Tags unique to starcoder2: python. - Use Starcoder2 when you require a model that leverages the bitsandbytes library, which can enhance memory usage during both training and inference processes. ### Choose magicoder if… - License: magicoder is MIT, starcoder2 is Apache-2.0. - Tags unique to magicoder: ai4code, large language models, llm, llm4code. - Use magicoder if you need high-quality and accurate Python code generation for projects in need of robust APIs, such as the example TODO list application. ## When NOT to use starcoder2 - Avoid Starcoder2 if you need to work with non-Python environments or frameworks, as its implementation is Python-specific and may not be easily transferable. - If your project strictly avoids external dependencies that are not part of the transformers core package, Starcoder2 might not be suitable due to its additional reliance on bitsandbytes. ## When NOT to use magicoder - Do not use magicoder if your project requires code generation in languages other than Python, given it specializes in generating Python snippets. - Avoid using this tool for situations where fine-grained control over the model parameters is critical; magicoder comes with specific settings that might limit customization options. ## Common questions ### What is the difference between starcoder2 and magicoder? starcoder2: Home of StarCoder2!. magicoder: A coding assistant for generating Python code snippets. See the comparison table for live GitHub stats and shared categories. ### When should I choose starcoder2 over magicoder? Choose starcoder2 over magicoder when License: starcoder2 is Apache-2.0, magicoder is MIT; Pricing: The library and model can be used freely under Apache-2.0 licensing terms.; Tags unique to starcoder2: python; Use Starcoder2 when you require a model that leverages the bitsandbytes library, which can enhance memory usage during both training and inference processes. ### When should I choose magicoder over starcoder2? Choose magicoder over starcoder2 when License: magicoder is MIT, starcoder2 is Apache-2.0; Tags unique to magicoder: ai4code, large language models, llm, llm4code; Use magicoder if you need high-quality and accurate Python code generation for projects in need of robust APIs, such as the example TODO list application. ### When should I avoid starcoder2? Avoid Starcoder2 if you need to work with non-Python environments or frameworks, as its implementation is Python-specific and may not be easily transferable. If your project strictly avoids external dependencies that are not part of the transformers core package, Starcoder2 might not be suitable due to its additional reliance on bitsandbytes. ### When should I avoid magicoder? Do not use magicoder if your project requires code generation in languages other than Python, given it specializes in generating Python snippets. Avoid using this tool for situations where fine-grained control over the model parameters is critical; magicoder comes with specific settings that might limit customization options. ### Is starcoder2 or magicoder more popular on GitHub? magicoder has more GitHub stars (2,095 vs 2,081). Stars measure visibility, not whether either tool fits your constraints. ### Are starcoder2 and magicoder open source? Yes - both are open-source projects on GitHub (starcoder2: Apache-2.0, magicoder: MIT). ### Where can I find alternatives to starcoder2 or magicoder? GraphCanon lists graph-backed alternatives at [starcoder2 alternatives](/tools/bigcode-project-starcoder2/alternatives) and [magicoder alternatives](/tools/ise-uiuc-magicoder/alternatives) ([starcoder2 markdown twin](/tools/bigcode-project-starcoder2/alternatives.md), [magicoder markdown twin](/tools/ise-uiuc-magicoder/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/bigcode-project-starcoder2-vs-ise-uiuc-magicoder.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, starcoder2 or magicoder? starcoder2: Dormant. magicoder: 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 starcoder2 and magicoder? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [starcoder2 trust report](/tools/bigcode-project-starcoder2/trust); [magicoder trust report](/tools/ise-uiuc-magicoder/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=bigcode-project-starcoder2`](/api/graphcanon/graph?tool=bigcode-project-starcoder2) - 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/_