vLLM vs Jina Reader vs Tongyi Lingma 通义灵码 vs CodeFuse 蚂蚁CodeFuse
A side-by-side look at scores, pricing and features — with RECATOOLS' ASEAN-aware verdict for each.
| VLL vLLM High-throughput LLM inference and serving engine with an OpenAI-compat... Visit | JR Jina Reader Prefix any URL with r.jina.ai and get clean, LLM-ready markdown back. Visit |
Tongyi Lingma 通义灵码
Alibaba's AI coding assistant — rebranded Qoder CN in May 2026
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CodeFuse 蚂蚁CodeFuse
Ant Group's AI coding assistant
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| RECATOOLS Score | 8.5 / 10 | 7.9 / 10 | 6.4 / 10 | 6.4 / 10 |
| Capability | — | — | ||
| Value for money | — | — | ||
| Ease of use | — | — | ||
| ASEAN readiness | — | — | ||
| API quality | — | — | ||
| Pricing | Free | Freemium | Freemium | Open Source |
| Free tier | Everything — Apache-2.0 code on GitHub and PyPI, official container images and docs; the project is hosted by the PyTorch Foundation and has no hosted or paid product of its own | Keyless use at 20 RPM; free API key adds 10M tokens | Permanently free Individual Edition (no Agent turn cap); Individual Pro Edition is free during a limited preview period and includes up to 50 Agent conversation turns per month | — |
| Paid from | — | Prepaid token packs (dashboard-priced) | USD 32/user/month (Enterprise Dedicated Edition, minimum 100 users) | — |
| Has API | ✓ | ✓ | ✗ | ✓ |
| Open source | ✓ | ✓ | ✗ | ✓ |
| Free to use | ✓ | ✓ | ✓ | ✓ |
| Users | — | — | Over 13 million plugin downloads total by May 2025 (was 9 million by January 2025) | — |
| Founded | — | — | 2023 | 2023 |
| Maker | — | — | Alibaba Cloud (Alibaba Cloud Computing Co. Ltd., a division of Alibaba Group) | — |
| Verdict | vLLM is for serving large language models at production throughput on hardware you control. Its PagedAttention algorithm manages the KV cache like paged virtual memory. Continuous batching keeps the GPU busy across concu... |
Jina Reader is the lowest-friction way to turn live web content into LLM-ready input. It converts URLs — web pages, PDFs, Office documents, images with AI captioning — into clean markdown via a simple URL prefix, and its... |
This is now Qoder CN — Alibaba retired the Tongyi Lingma name on May 20, 2026 and folded the assistant into its Qoder agentic-coding line, with credit-metered pricing arriving the same day. The free-for-everyone era is o... |
CodeFuse is Ant Group's open-source family of code LLMs and agent frameworks (including DevOps-ChatBot and muAgent) aimed at the full software lifecycle, from requirements through coding, testing and operations. Its rele... |
| Full review → | Full review → | Full review → | Full review → |
Comparisons cover up to 4 tools. Scores are RECATOOLS editorial assessments; verify current pricing on each vendor's site.