head to head · open source
utopia vs MimirQ
utopia has 8,667 GitHub stars, 1,185 forks, 27 open issues and last shipped yesterday. MimirQ has 585 stars, 101 forks, 4 open issues and last shipped 2 days ago. utopia leads on adoption by 1,382% (8,667 vs 585 stars). utopia is written in Rust under Apache-2.0; MimirQ is written in Python under Apache-2.0. utopia has attracted 14% as many forks as stars, MimirQ 17%. utopia was the more recently maintained of the two, and both are self-hostable with no licence fee. The two share 5 topic tags (graphrag, knowledge-base, knowledge-graph, llm), so they are genuine substitutes rather than adjacent tools.
Two open source projects, one decision. Both are free and self-hostable — the differences are community size, license terms, language stack and release pace.
← all 20902 open source comparisons
Side by side
| utopia | MimirQ | |
|---|---|---|
| GitHub stars | ★ 8.7K | ★ 585 |
| License | Apache-2.0 | Apache-2.0 |
| Written in | Rust | Python |
| Last push | 2026-11-04 | 2026-11-03 |
| Forks | ⑂ 1.2K | ⑂ 101 |
| Self-hosting | Yes | Yes |
| Data ownership | Your server | Your server |
pick utopia if
- You weight community size — 8.7K stars and counting
- You want the Apache-2.0 license terms
- Your stack matches Rust
- You value the larger contributor base for long-term maintenance
pick MimirQ if
- You want the MimirQ feature set and don't need the biggest community
- You prefer the Apache-2.0 license terms
- Your stack matches Python
- You evaluated both and MimirQ fits your workflow better
About utopia
Utopia Philosophy · Quick start · Features · Roadmap The enterprise world model built by DeepLethe. It is the first open substrate for knowledge engineering that learns passively and governs itself. Where a knowledge graph or a vector store works to hold present knowledge, Utopia puts time awareness and ontology in the base layer: the knowledge system evolves as material arrives, and conflict detection, reasoning and decision making all run against that ontology. It deploys offline, so a company can stand up a knowledge foundation, a decision core its agents can trust, and a compliance audit trail on hardware it…
read the full utopia overview →
About MimirQ
MimirQ 可观察、可替换、可回归的企业 RAG 基础设施 中文优先 · 从文档解析到证据引用,每一步都能检查输入、输出与版本 项目定位 · 产品界面 · 快速开始 · 平台对比 · 800 题实测 · 完整文档 简体中文 · English · 日本語 · 한국어 为什么做 MimirQ 企业知识库真正难的,不是把文档向量化,而是让错误可定位、策略可替换、质量可回归。 MimirQ 起源于真实的政务知识库交付。回答出错时,团队需要快速判断问题究竟来自解析、治理、切块、召回、重排,还是生成偏离引用。把整条链路藏在一个“上传并开始问答”的按钮后面,原型很快,长期交付却难以估算、验收和治理。 一条可控的企业知识流水线 数据评估 → 场景化解析 → 清洗治理 → 业务切块 → 向量 / 全文索引 → 混合召回 → 重排与引用 → Golden 回归 真实项目应先抽样评估数据,再按材料选择解析器:复杂版式或扫描件可比较 MinerU / DeepDoc,公式、表格与版面结构密集的资料可评估 Docling,数字原生 Office 或纯文本可从 MarkItDown 等轻量路径开始。高风险资料仍需人工校验。 解析结果经脚本、规则 DSL 或插件治理后,再按标题、章节、业务记录或父子关系切块,而不是统一套用固定长度和重叠窗口。索引层可使用 Milvus 等向量库,并组合 BM25、向量检索与重排;上层应用可以是…
read the full MimirQ overview →
More in Content & Publishing
Related comparisons
More Documentation & Knowledge Base projects
Compare either of these against the rest of the Documentation & Knowledge Base field.
Frequently asked questions
Is utopia or MimirQ more popular?
utopia has 8,667 GitHub stars and MimirQ has 585. utopia has the larger community by that measure.
Are utopia and MimirQ free?
Both are open source. utopia is licensed under Apache-2.0 and MimirQ under Apache-2.0. Neither carries a licence fee.
What is the difference between utopia and MimirQ?
utopia is written in Rust and MimirQ in Python. The practical differences are community size, licence terms, language stack and release cadence — all compared in the table above.
Which should I choose, utopia or MimirQ?
Choose utopia if you want the larger community (8,667 stars) or its Apache-2.0 licence terms. Choose MimirQ if its feature set, stack or Apache-2.0 licence fits better. Both are self-hostable.