--- title: "PDFMathTranslate vs unsloth" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/pdfmathtranslate-pdfmathtranslate-vs-unslothai-unsloth" tools: ["pdfmathtranslate-pdfmathtranslate", "unslothai-unsloth"] --- # PDFMathTranslate vs unsloth *GraphCanon updated Jul 12, 2026* ## Verdict Pick PDFMathTranslate when license: PDFMathTranslate is AGPL-3.0, unsloth is Apache-2.0; pick unsloth when license: unsloth is Apache-2.0, PDFMathTranslate is AGPL-3.0. [PDFMathTranslate](https://pdf2zh.com) reports 36k GitHub stars, 3.2k forks, and 149 open issues, last pushed May 25, 2026. [unsloth](https://unsloth.ai/docs) has 68k stars, 6.1k forks, and 1.1k open issues, last pushed Jul 11, 2026. Figures are from public GitHub metadata via [PDFMathTranslate's repository](https://github.com/PDFMathTranslate/PDFMathTranslate) and [unsloth's repository](https://github.com/unslothai/unsloth). | | [PDFMathTranslate](/tools/pdfmathtranslate-pdfmathtranslate.md) | [unsloth](/tools/unslothai-unsloth.md) | | --- | --- | --- | | Tagline | [EMNLP 2025 Demo] PDF scientific paper translation with preserved formats - 基于 AI 完整保留排版的 PDF 文档全文双语翻译，支持 Google/DeepL/Ollama/OpenAI 等服务，提供 CLI/GUI/MCP/Docker/Zotero | A web UI for training and running open models locally. | | Stars | 35,526 | 68,030 | | Forks | 3,171 | 6,124 | | Open issues | 149 | 1,053 | | Language | Python | Python | | Adopt for | - | Unsloth Studio provides a comprehensive web UI and code-based toolset, Unsloth Core, for training and deploying open-source language models locally. It supports a wide range of models including Gemma, Qwen3.6, LLaMA, and | | Persona | - | - | | Runtime | - | - | | License | AGPL-3.0 | Apache-2.0 | | Categories | Developer Tools, Inference & Serving | Model Training, Developer Tools, Inference & Serving | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [PDFMathTranslate](/tools/pdfmathtranslate-pdfmathtranslate.md) | [unsloth](/tools/unslothai-unsloth.md) | | --- | --- | --- | | Maintenance | Steady (60%) | Very active (96%) | | Days since push | 46d | 0d | | Open issues (now) | 149 | 1.1k | | Security scan | No MCP manifest | No lockfile | | Full report | [trust report](/tools/pdfmathtranslate-pdfmathtranslate/trust.md) | [trust report](/tools/unslothai-unsloth/trust.md) | ## Decision facts: unsloth - **Requirements:** Min 8 GB RAM; Ensure Python environment is set up correctly for both Studio and Core. - **Adopt for:** Unsloth Studio provides a comprehensive web UI and code-based toolset, Unsloth Core, for training and deploying open-source language models locally. It supports a wide range of models including Gemma, Qwen3.6, LLaMA, and ## Choose when ### Choose PDFMathTranslate if… - License: PDFMathTranslate is AGPL-3.0, unsloth is Apache-2.0. - Tags unique to PDFMathTranslate: math, chinese, english, latex. - Leaner open-issue backlog (149). ### Choose unsloth if… - License: unsloth is Apache-2.0, PDFMathTranslate is AGPL-3.0. - Requirements: Min 8 GB RAM; Ensure Python environment is set up correctly for both Studio and Core.. - Tags unique to unsloth: llama, mistral, gemma, gemma3. - Also covers Model Training. - You should use Unsloth if you need both fine-tuning capabilities and reinforcement learning functionalities on local infrastructure. ## When NOT to use PDFMathTranslate - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. - Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. ## When NOT to use unsloth - Avoid using Unsloth if your primary requirement is cloud-based deployment and management; this tool focuses on local machine capabilities. - Do not use Unsloth Core or Studio if you do not have the necessary infrastructure to support running language models locally, especially if you lack GPU resources. - If security is a paramount concern and you cannot tolerate any potential risks of exposing local services (even with HTTPS tunnels), a fully managed cloud-based service might be more appropriate than虞 ## Common questions ### What is the difference between PDFMathTranslate and unsloth? PDFMathTranslate: [EMNLP 2025 Demo] PDF scientific paper translation with preserved formats - 基于 AI 完整保留排版的 PDF 文档全文双语翻译，支持 Google/DeepL/Ollama/OpenAI 等服务，提供 CLI/GUI/MCP/Docker/Zotero. unsloth: A web UI for training and running open models locally.. See the comparison table for live GitHub stats and shared categories. ### When should I choose PDFMathTranslate over unsloth? Choose PDFMathTranslate over unsloth when License: PDFMathTranslate is AGPL-3.0, unsloth is Apache-2.0; Tags unique to PDFMathTranslate: math, chinese, english, latex; Leaner open-issue backlog (149). ### When should I choose unsloth over PDFMathTranslate? Choose unsloth over PDFMathTranslate when License: unsloth is Apache-2.0, PDFMathTranslate is AGPL-3.0; Requirements: Min 8 GB RAM; Ensure Python environment is set up correctly for both Studio and Core.; Tags unique to unsloth: llama, mistral, gemma, gemma3; Also covers Model Training; You should use Unsloth if you need both fine-tuning capabilities and reinforcement learning functionalities on local infrastructure. ### When should I avoid PDFMathTranslate? Developer Tools: A gateway is overkill when you're pinned to a single provider and model. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. ### When should I avoid unsloth? Avoid using Unsloth if your primary requirement is cloud-based deployment and management; this tool focuses on local machine capabilities. Do not use Unsloth Core or Studio if you do not have the necessary infrastructure to support running language models locally, especially if you lack GPU resources. If security is a paramount concern and you cannot tolerate any potential risks of exposing local services (even with HTTPS tunnels), a fully managed cloud-based service might be more appropriate than虞 ### Is PDFMathTranslate or unsloth more popular on GitHub? unsloth has more GitHub stars (68,030 vs 35,526). Stars measure visibility, not whether either tool fits your constraints. ### Are PDFMathTranslate and unsloth open source? Yes - both are open-source projects on GitHub (PDFMathTranslate: AGPL-3.0, unsloth: Apache-2.0). ### Where can I find alternatives to PDFMathTranslate or unsloth? GraphCanon lists graph-backed alternatives at [PDFMathTranslate alternatives](/tools/pdfmathtranslate-pdfmathtranslate/alternatives) and [unsloth alternatives](/tools/unslothai-unsloth/alternatives) ([PDFMathTranslate markdown twin](/tools/pdfmathtranslate-pdfmathtranslate/alternatives.md), [unsloth markdown twin](/tools/unslothai-unsloth/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/pdfmathtranslate-pdfmathtranslate-vs-unslothai-unsloth.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, PDFMathTranslate or unsloth? PDFMathTranslate: Steady. unsloth: 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 PDFMathTranslate and unsloth? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [PDFMathTranslate trust report](/tools/pdfmathtranslate-pdfmathtranslate/trust); [unsloth trust report](/tools/unslothai-unsloth/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=pdfmathtranslate-pdfmathtranslate`](/api/graphcanon/graph?tool=pdfmathtranslate-pdfmathtranslate) - 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/_