--- title: "minima vs HippoRAG" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/dmayboroda-minima-vs-osu-nlp-group-hipporag" tools: ["dmayboroda-minima", "osu-nlp-group-hipporag"] --- # minima vs HippoRAG *GraphCanon updated Aug 15, 2026* ## Verdict Pick minima if minima is an on-premises conversational RAG tool with flexible deployment options through Docker-compose configurations, catering to fully local setups (Ollama), custom LLMs, ChatGPT integration, and MCP usage; pick HippoRAG if hippoRAG is a RAG framework that leverages Knowledge Graphs and Personalized PageRank for improved information retrieval from external documents. [minima](https://github.com/dmayboroda/minima) reports 1.0k GitHub stars, 107 forks, and 14 open issues, last pushed Jan 22, 2026. [HippoRAG](https://arxiv.org/abs/2405.14831) has 3.9k stars, 416 forks, and 7 open issues, last pushed Jul 29, 2026. Figures are from public GitHub metadata via [minima's repository](https://github.com/dmayboroda/minima) and [HippoRAG's repository](https://github.com/OSU-NLP-Group/HippoRAG). | | [minima](/tools/dmayboroda-minima.md) | [HippoRAG](/tools/osu-nlp-group-hipporag.md) | | --- | --- | --- | | Tagline | On-premises conversational RAG with configurable containers | HippoRAG is a RAG framework enabling LLMs to continuously integrate knowledge from external documents. | | Stars | 1,048 | 3,902 | | Forks | 107 | 416 | | Open issues | 14 | 7 | | Language | Python | Python | | Adopt for | Minima is an on-premises conversational RAG tool with flexible deployment options through Docker-compose configurations, catering to fully local setups (Ollama), custom LLMs, ChatGPT integration, and MCP usage. | HippoRAG is a RAG framework that leverages Knowledge Graphs and Personalized PageRank for improved information retrieval from external documents. | | Persona | - | - | | Runtime | - | - | | License | MPL-2.0 | MIT | | Categories | Data & Retrieval, Inference & Serving, Model Training | LLM Frameworks, Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [minima](/tools/dmayboroda-minima.md) | [HippoRAG](/tools/osu-nlp-group-hipporag.md) | | --- | --- | --- | | Maintenance | Slowing (36%) | Very active (96%) | | Days since push | 204d | 3d | | Open issues (now) | 14 | 7 | | Stars delta | -4 (30d) | Unknown | | Open issues delta | 0 (30d) | Unknown | | Full report | [trust report](/tools/dmayboroda-minima/trust.md) | [trust report](/tools/osu-nlp-group-hipporag/trust.md) | ## Shared compatibility - **OpenAI API**: [minima](/tools/dmayboroda-minima.md) - OpenAI API; [HippoRAG](/tools/osu-nlp-group-hipporag.md) - OpenAI API ## Decision facts: minima - **Adopt for:** Minima is an on-premises conversational RAG tool with flexible deployment options through Docker-compose configurations, catering to fully local setups (Ollama), custom LLMs, ChatGPT integration, and MCP usage. ## Decision facts: HippoRAG - **Adopt for:** HippoRAG is a RAG framework that leverages Knowledge Graphs and Personalized PageRank for improved information retrieval from external documents. ## Choose when ### Choose minima if… - License: minima is MPL-2.0, HippoRAG is MIT. - Tags unique to minima: ai, claude, custom-gpts, docker. - Also covers Data & Retrieval, Inference & Serving. - - Use Minima for full local control over sensitive data in high-security environments where on-premises deployments are essential. ### Choose HippoRAG if… - License: HippoRAG is MIT, minima is MPL-2.0. - Tags unique to HippoRAG: knowledge graphs, knowledge integration, language-models, personalized pagerank. - Also covers LLM Frameworks. - When integrating human-like long-term memory capabilities into LLM models to handle vast amounts of external knowledge ## When NOT to use minima - - Avoid using Minima if your organization requires strict adherence to a cloud-only deployment strategy. - - Do not choose Minima if you prefer tools that handle local file storage and security entirely through cloud services rather than on-premises configurations. ## When NOT to use HippoRAG - If your application does not require continuous integration of external documents or personalized information retrieval - For simpler applications where standard RAG frameworks without KG Personalized PageRank suffice for performance requirements ## Common questions ### What is the difference between minima and HippoRAG? minima: On-premises conversational RAG with configurable containers. HippoRAG: HippoRAG is a RAG framework enabling LLMs to continuously integrate knowledge from external documents.. See the comparison table for live GitHub stats and shared categories. ### When should I choose minima over HippoRAG? Choose minima over HippoRAG when License: minima is MPL-2.0, HippoRAG is MIT; Tags unique to minima: ai, claude, custom-gpts, docker; Also covers Data & Retrieval, Inference & Serving; - Use Minima for full local control over sensitive data in high-security environments where on-premises deployments are essential. ### When should I choose HippoRAG over minima? Choose HippoRAG over minima when License: HippoRAG is MIT, minima is MPL-2.0; Tags unique to HippoRAG: knowledge graphs, knowledge integration, language-models, personalized pagerank; Also covers LLM Frameworks; When integrating human-like long-term memory capabilities into LLM models to handle vast amounts of external knowledge. ### When should I avoid minima? - Avoid using Minima if your organization requires strict adherence to a cloud-only deployment strategy. - Do not choose Minima if you prefer tools that handle local file storage and security entirely through cloud services rather than on-premises configurations. ### When should I avoid HippoRAG? If your application does not require continuous integration of external documents or personalized information retrieval For simpler applications where standard RAG frameworks without KG Personalized PageRank suffice for performance requirements ### Is minima or HippoRAG more popular on GitHub? HippoRAG has more GitHub stars (3,902 vs 1,048). Stars measure visibility, not whether either tool fits your constraints. ### Are minima and HippoRAG open source? Yes - both are open-source projects on GitHub (minima: MPL-2.0, HippoRAG: MIT). ### Where can I find alternatives to minima or HippoRAG? GraphCanon lists graph-backed alternatives at [minima alternatives](/tools/dmayboroda-minima/alternatives) and [HippoRAG alternatives](/tools/osu-nlp-group-hipporag/alternatives) ([minima markdown twin](/tools/dmayboroda-minima/alternatives.md), [HippoRAG markdown twin](/tools/osu-nlp-group-hipporag/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/dmayboroda-minima-vs-osu-nlp-group-hipporag.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, minima or HippoRAG? minima: Slowing. HippoRAG: 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 minima and HippoRAG? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [minima trust report](/tools/dmayboroda-minima/trust); [HippoRAG trust report](/tools/osu-nlp-group-hipporag/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=dmayboroda-minima`](/api/graphcanon/graph?tool=dmayboroda-minima) - 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/_