--- title: "FullStackBench vs SWE-bench" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/bytedance-fullstackbench-vs-swe-bench-swe-bench" tools: ["bytedance-fullstackbench", "swe-bench-swe-bench"] --- # FullStackBench vs SWE-bench *GraphCanon updated Aug 5, 2026* ## Verdict Pick FullStackBench if fullStackBench is a benchmark tool to evaluate large language models in full-stack coding across 16 languages, using 3K test samples; pick SWE-bench if sWE-bench serves as a benchmark for assessing how well language models can tackle real-world software engineering issues from GitHub. [FullStackBench](https://github.com/bytedance/FullStackBench) reports 121 GitHub stars, 10 forks, and 1 open issues, last pushed May 7, 2025. [SWE-bench](https://www.swebench.com) has 5.6k stars, 930 forks, and 131 open issues, last pushed Jul 27, 2026. Figures are from public GitHub metadata via [FullStackBench's repository](https://github.com/bytedance/FullStackBench) and [SWE-bench's repository](https://github.com/SWE-bench/SWE-bench). | | [FullStackBench](/tools/bytedance-fullstackbench.md) | [SWE-bench](/tools/swe-bench-swe-bench.md) | | --- | --- | --- | | Tagline | Multilingual benchmark for evaluating LLMs in full-stack coding | Benchmark for assessing language models' capability to resolve real-world Github issues | | Stars | 121 | 5,576 | | Forks | 10 | 930 | | Open issues | 1 | 131 | | Language | Python | Python | | Adopt for | FullStackBench is a benchmark tool to evaluate large language models in full-stack coding across 16 languages, using 3K test samples. | SWE-bench serves as a benchmark for assessing how well language models can tackle real-world software engineering issues from GitHub. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | The tool operates under the MIT license, detailed in LICENSE.md. | | Categories | Evaluation & Observability | Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [FullStackBench](/tools/bytedance-fullstackbench.md) | [SWE-bench](/tools/swe-bench-swe-bench.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Active (82%) | | Days since push | 455d | 9d | | Open issues (now) | 1 | 131 | | Full report | [trust report](/tools/bytedance-fullstackbench/trust.md) | [trust report](/tools/swe-bench-swe-bench/trust.md) | ## Decision facts: FullStackBench - **Adopt for:** FullStackBench is a benchmark tool to evaluate large language models in full-stack coding across 16 languages, using 3K test samples. ## Decision facts: SWE-bench - **Adopt for:** SWE-bench serves as a benchmark for assessing how well language models can tackle real-world software engineering issues from GitHub. - **License detail:** The tool operates under the MIT license, detailed in LICENSE.md. ## Choose when ### Choose FullStackBench if… - License: FullStackBench is Apache-2.0, SWE-bench is MIT. - Tags unique to FullStackBench: benchmarks, full stack coding, llm-evaluation. - When you need to assess LLM performance in full-stack programming tasks covering multiple domains and languages ### Choose SWE-bench if… - License: SWE-bench is MIT, FullStackBench is Apache-2.0. - Tags unique to SWE-bench: benchmark, language-model, software-engineering. - When you need to evaluate the effectiveness of your language model in resolving practical software engineering challenges found in open-source repositories like GitHub. ## When NOT to use FullStackBench - Avoid if testing scope is limited to a single or few programming languages as FullStackBench covers a wide range of languages - Not suitable if your focus is solely on theoretical coding challenges instead of practical, full-stack tasks ## When NOT to use SWE-bench - Do not use SWE-bench if your language model's primary application is outside the context of real-world GitHub issue resolution. - Avoid using this tool if you are not interested in testing AI systems' capabilities across visual software domains; it's more specialized for that specific area, unlike general-purpose benchmarks. ## Common questions ### What is the difference between FullStackBench and SWE-bench? FullStackBench: Multilingual benchmark for evaluating LLMs in full-stack coding. SWE-bench: Benchmark for assessing language models' capability to resolve real-world Github issues. See the comparison table for live GitHub stats and shared categories. ### When should I choose FullStackBench over SWE-bench? Choose FullStackBench over SWE-bench when License: FullStackBench is Apache-2.0, SWE-bench is MIT; Tags unique to FullStackBench: benchmarks, full stack coding, llm-evaluation; When you need to assess LLM performance in full-stack programming tasks covering multiple domains and languages. ### When should I choose SWE-bench over FullStackBench? Choose SWE-bench over FullStackBench when License: SWE-bench is MIT, FullStackBench is Apache-2.0; Tags unique to SWE-bench: benchmark, language-model, software-engineering; When you need to evaluate the effectiveness of your language model in resolving practical software engineering challenges found in open-source repositories like GitHub. ### When should I avoid FullStackBench? Avoid if testing scope is limited to a single or few programming languages as FullStackBench covers a wide range of languages Not suitable if your focus is solely on theoretical coding challenges instead of practical, full-stack tasks ### When should I avoid SWE-bench? Do not use SWE-bench if your language model's primary application is outside the context of real-world GitHub issue resolution. Avoid using this tool if you are not interested in testing AI systems' capabilities across visual software domains; it's more specialized for that specific area, unlike general-purpose benchmarks. ### Is FullStackBench or SWE-bench more popular on GitHub? SWE-bench has more GitHub stars (5,576 vs 121). Stars measure visibility, not whether either tool fits your constraints. ### Are FullStackBench and SWE-bench open source? Yes - both are open-source projects on GitHub (FullStackBench: Apache-2.0, SWE-bench: MIT). ### Where can I find alternatives to FullStackBench or SWE-bench? GraphCanon lists graph-backed alternatives at [FullStackBench alternatives](/tools/bytedance-fullstackbench/alternatives) and [SWE-bench alternatives](/tools/swe-bench-swe-bench/alternatives) ([FullStackBench markdown twin](/tools/bytedance-fullstackbench/alternatives.md), [SWE-bench markdown twin](/tools/swe-bench-swe-bench/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/bytedance-fullstackbench-vs-swe-bench-swe-bench.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, FullStackBench or SWE-bench? FullStackBench: Dormant. SWE-bench: 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 FullStackBench and SWE-bench? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [FullStackBench trust report](/tools/bytedance-fullstackbench/trust); [SWE-bench trust report](/tools/swe-bench-swe-bench/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=bytedance-fullstackbench`](/api/graphcanon/graph?tool=bytedance-fullstackbench) - 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/_