--- title: "magicoder vs WizardLM" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/ise-uiuc-magicoder-vs-nlpxucan-wizardlm" tools: ["ise-uiuc-magicoder", "nlpxucan-wizardlm"] --- # magicoder vs WizardLM *GraphCanon updated Aug 5, 2026* ## Verdict 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; pick WizardLM if wizardLM powers language models like WizardCoder and WizardMath to excel in complex instruction handling. [magicoder](https://proceedings.mlr.press/v235/wei24h.html) reports 2.1k GitHub stars, 171 forks, and 4 open issues, last pushed Nov 1, 2024. [WizardLM](https://github.com/nlpxucan/WizardLM) has 9.5k stars, 749 forks, and 169 open issues, last pushed Jun 7, 2025. Figures are from public GitHub metadata via [magicoder's repository](https://github.com/ise-uiuc/magicoder) and [WizardLM's repository](https://github.com/nlpxucan/WizardLM). | | [magicoder](/tools/ise-uiuc-magicoder.md) | [WizardLM](/tools/nlpxucan-wizardlm.md) | | --- | --- | --- | | Tagline | A coding assistant for generating Python code snippets | Empowering Large Pre-Trained Language Models to Follow Complex Instructions | | Stars | 2,095 | 9,484 | | Forks | 171 | 749 | | Open issues | 4 | 169 | | Language | Python | Python | | Adopt for | magicoder is a coding assistant tool that harnesses large language models to generate Python code snippets based on natural-language instruction input. | WizardLM powers language models like WizardCoder and WizardMath to excel in complex instruction handling. | | Persona | - | - | | Runtime | - | - | | License | MIT | (unknown) | | Categories | LLM Frameworks, Model Training | LLM Frameworks, Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [magicoder](/tools/ise-uiuc-magicoder.md) | [WizardLM](/tools/nlpxucan-wizardlm.md) | | --- | --- | --- | | Days since push | 641d | 424d | | Open issues (now) | 4 | 169 | | Owner type | Organization | User | | Full report | [trust report](/tools/ise-uiuc-magicoder/trust.md) | [trust report](/tools/nlpxucan-wizardlm/trust.md) | ## Shared compatibility - **Python**: [magicoder](/tools/ise-uiuc-magicoder.md) - Python runtime; [WizardLM](/tools/nlpxucan-wizardlm.md) - Python runtime ## 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. ## Decision facts: WizardLM - **Adopt for:** WizardLM powers language models like WizardCoder and WizardMath to excel in complex instruction handling. - **License detail:** (unknown) ## Choose when ### Choose magicoder if… - Tags unique to magicoder: ai4code, 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. - Leaner open-issue backlog (4). ### Choose WizardLM if… - Tags unique to WizardLM: instruction-following, wizardcoder, wizardmath. - When advanced coding tasks need precise solutions, surpassing GPT-3.5-Turbo and Gemini Pro - More GitHub stars (9.5k vs 2.1k) - visibility, not fit. ## 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. ## When NOT to use WizardLM - If real-time updates are needed beyond Nov 2023, as performance is based on past benchmarks - When looking for broad language capabilities of GPT-4, which outperformance in some benchmarks ## Common questions ### What is the difference between magicoder and WizardLM? magicoder: A coding assistant for generating Python code snippets. WizardLM: Empowering Large Pre-Trained Language Models to Follow Complex Instructions. See the comparison table for live GitHub stats and shared categories. ### When should I choose magicoder over WizardLM? Choose magicoder over WizardLM when Tags unique to magicoder: ai4code, 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; Leaner open-issue backlog (4). ### When should I choose WizardLM over magicoder? Choose WizardLM over magicoder when Tags unique to WizardLM: instruction-following, wizardcoder, wizardmath; When advanced coding tasks need precise solutions, surpassing GPT-3.5-Turbo and Gemini Pro; More GitHub stars (9.5k vs 2.1k) - visibility, not fit. ### 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. ### When should I avoid WizardLM? If real-time updates are needed beyond Nov 2023, as performance is based on past benchmarks When looking for broad language capabilities of GPT-4, which outperformance in some benchmarks ### Is magicoder or WizardLM more popular on GitHub? WizardLM has more GitHub stars (9,484 vs 2,095). Stars measure visibility, not whether either tool fits your constraints. ### Are magicoder and WizardLM open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to magicoder or WizardLM? GraphCanon lists graph-backed alternatives at [magicoder alternatives](/tools/ise-uiuc-magicoder/alternatives) and [WizardLM alternatives](/tools/nlpxucan-wizardlm/alternatives) ([magicoder markdown twin](/tools/ise-uiuc-magicoder/alternatives.md), [WizardLM markdown twin](/tools/nlpxucan-wizardlm/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/ise-uiuc-magicoder-vs-nlpxucan-wizardlm.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, magicoder or WizardLM? magicoder: Dormant. WizardLM: 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 magicoder and WizardLM? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [magicoder trust report](/tools/ise-uiuc-magicoder/trust); [WizardLM trust report](/tools/nlpxucan-wizardlm/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=ise-uiuc-magicoder`](/api/graphcanon/graph?tool=ise-uiuc-magicoder) - 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/_