--- title: "knowledge-gpt vs LongCite" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/geeks-of-data-knowledge-gpt-vs-thudm-longcite" tools: ["geeks-of-data-knowledge-gpt", "thudm-longcite"] --- # knowledge-gpt vs LongCite *GraphCanon updated Aug 24, 2026* ## Verdict Pick knowledge-gpt if knowledge-gpt: Python toolkit for indexing and Q&A sessions with info sources using GPT & transformers; pick LongCite if longCite is designed to enhance large language models by enabling them to generate fine-grained citations when answering queries with long context. [knowledge-gpt](https://pypi.org/project/knowledgegpt/) reports 291 GitHub stars, 52 forks, and 8 open issues, last pushed Apr 25, 2023. [LongCite](https://github.com/THUDM/LongCite) has 521 stars, 30 forks, and 9 open issues, last pushed Dec 31, 2024. Figures are from public GitHub metadata via [knowledge-gpt's repository](https://github.com/geeks-of-data/knowledge-gpt) and [LongCite's repository](https://github.com/THUDM/LongCite). | | [knowledge-gpt](/tools/geeks-of-data-knowledge-gpt.md) | [LongCite](/tools/thudm-longcite.md) | | --- | --- | --- | | Tagline | Extract knowledge from all information sources using GPT and other language models. Index and conduct Q&A sessions with information sources. | Enabling LLMs to Generate Fine-grained Citations in Long-context QA | | Stars | 291 | 521 | | Forks | 52 | 30 | | Open issues | 8 | 9 | | Language | Python | Python | | Adopt for | knowledge-gpt: Python toolkit for indexing and Q&A sessions with info sources using GPT & transformers. | LongCite is designed to enhance large language models by enabling them to generate fine-grained citations when answering queries with long context. | | Persona | - | - | | Runtime | - | - | | License | MIT | Apache-2.0 | | Categories | Data & Retrieval, Evaluation & Observability, LLM Frameworks, Model Training | Evaluation & Observability, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [knowledge-gpt](/tools/geeks-of-data-knowledge-gpt.md) | [LongCite](/tools/thudm-longcite.md) | | --- | --- | --- | | Days since push | 1216d | 601d | | Open issues (now) | 8 | 9 | | Stars delta | 0 (30d) | +1 (30d) | | Full report | [trust report](/tools/geeks-of-data-knowledge-gpt/trust.md) | [trust report](/tools/thudm-longcite/trust.md) | ## Shared compatibility - **Python**: [knowledge-gpt](/tools/geeks-of-data-knowledge-gpt.md) - Python runtime; [LongCite](/tools/thudm-longcite.md) - Python runtime ## Decision facts: knowledge-gpt - **Adopt for:** knowledge-gpt: Python toolkit for indexing and Q&A sessions with info sources using GPT & transformers. ## Decision facts: LongCite - **Adopt for:** LongCite is designed to enhance large language models by enabling them to generate fine-grained citations when answering queries with long context. ## Choose when ### Choose knowledge-gpt if… - License: knowledge-gpt is MIT, LongCite is Apache-2.0. - Tags unique to knowledge-gpt: context, embedding-vectors, gpt, huggingface-transformers. - Also covers Data & Retrieval, Model Training. - knowledge-gpt ships Docker support for self-hosted deployment. - When you need a flexible, model-agnostic approach for Q&A over diverse data sources ### Choose LongCite if… - License: LongCite is Apache-2.0, knowledge-gpt is MIT. - Tags unique to LongCite: benchmark, citation-generation, fine-tuning, long-context. - When you require your LLM to provide detailed, well-cited responses in long-context scenarios. ## When NOT to use knowledge-gpt - Avoid if strictly needing real-time response performance without indexing capabilities - Not recommended if focusing solely on visual or multimedia content extraction ## When NOT to use LongCite - If your use case involves short queries or contexts that do not need extensive citations. - When the primary focus is on speed rather than detailed citation accuracy in responses. ## Common questions ### What is the difference between knowledge-gpt and LongCite? knowledge-gpt: Extract knowledge from all information sources using GPT and other language models. Index and conduct Q&A sessions with information sources.. LongCite: Enabling LLMs to Generate Fine-grained Citations in Long-context QA. See the comparison table for live GitHub stats and shared categories. ### When should I choose knowledge-gpt over LongCite? Choose knowledge-gpt over LongCite when License: knowledge-gpt is MIT, LongCite is Apache-2.0; Tags unique to knowledge-gpt: context, embedding-vectors, gpt, huggingface-transformers; Also covers Data & Retrieval, Model Training; knowledge-gpt ships Docker support for self-hosted deployment; When you need a flexible, model-agnostic approach for Q&A over diverse data sources. ### When should I choose LongCite over knowledge-gpt? Choose LongCite over knowledge-gpt when License: LongCite is Apache-2.0, knowledge-gpt is MIT; Tags unique to LongCite: benchmark, citation-generation, fine-tuning, long-context; When you require your LLM to provide detailed, well-cited responses in long-context scenarios. ### When should I avoid knowledge-gpt? Avoid if strictly needing real-time response performance without indexing capabilities Not recommended if focusing solely on visual or multimedia content extraction ### When should I avoid LongCite? If your use case involves short queries or contexts that do not need extensive citations. When the primary focus is on speed rather than detailed citation accuracy in responses. ### Is knowledge-gpt or LongCite more popular on GitHub? LongCite has more GitHub stars (521 vs 291). Stars measure visibility, not whether either tool fits your constraints. ### Are knowledge-gpt and LongCite open source? Yes - both are open-source projects on GitHub (knowledge-gpt: MIT, LongCite: Apache-2.0). ### Where can I find alternatives to knowledge-gpt or LongCite? GraphCanon lists graph-backed alternatives at [knowledge-gpt alternatives](/tools/geeks-of-data-knowledge-gpt/alternatives) and [LongCite alternatives](/tools/thudm-longcite/alternatives) ([knowledge-gpt markdown twin](/tools/geeks-of-data-knowledge-gpt/alternatives.md), [LongCite markdown twin](/tools/thudm-longcite/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/geeks-of-data-knowledge-gpt-vs-thudm-longcite.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, knowledge-gpt or LongCite? knowledge-gpt: Dormant. LongCite: Dormant. 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 knowledge-gpt and LongCite? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [knowledge-gpt trust report](/tools/geeks-of-data-knowledge-gpt/trust); [LongCite trust report](/tools/thudm-longcite/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=geeks-of-data-knowledge-gpt`](/api/graphcanon/graph?tool=geeks-of-data-knowledge-gpt) - 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/_