--- title: "llm-books vs promptmage" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/morsoli-llm-books-vs-tsterbak-promptmage" tools: ["morsoli-llm-books", "tsterbak-promptmage"] --- # llm-books vs promptmage *GraphCanon updated Sep 20, 2026* ## Verdict Pick llm-books if decision-Critical Facts for 'llm-books'; pick promptmage if promptmage is a Python library designed to simplify the creation and management of LLM workflows, providing tools for prompt engineering and workflow management. [llm-books](https://aitutor.liduos.com/) reports 766 GitHub stars, 53 forks, and 6 open issues, last pushed Nov 29, 2024. [promptmage](https://promptmage.io) has 116 stars, 9 forks, and 8 open issues, last pushed Oct 21, 2024. Figures are from public GitHub metadata via [llm-books's repository](https://github.com/morsoli/llm-books) and [promptmage's repository](https://github.com/tsterbak/promptmage). | | [llm-books](/tools/morsoli-llm-books.md) | [promptmage](/tools/tsterbak-promptmage.md) | | --- | --- | --- | | Tagline | Notes on practical application development using LLM | simplifies the process of creating and managing LLM workflows | | Stars | 766 | 116 | | Forks | 53 | 9 | | Open issues | 6 | 8 | | Language | Python | Python | | Adopt for | Decision-Critical Facts for 'llm-books' | Promptmage is a Python library designed to simplify the creation and management of LLM workflows, providing tools for prompt engineering and workflow management. | | Persona | - | - | | Runtime | - | - | | License | Unknown License | MIT | | Categories | Developer Tools, LLM Frameworks | Developer Tools, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [llm-books](/tools/morsoli-llm-books.md) | [promptmage](/tools/tsterbak-promptmage.md) | | --- | --- | --- | | Days since push | 659d | 696d | | Open issues (now) | 6 | 8 | | Stars delta | -1 (30d) | +1 (30d) | | Full report | [trust report](/tools/morsoli-llm-books/trust.md) | [trust report](/tools/tsterbak-promptmage/trust.md) | ## Decision facts: llm-books - **Pricing:** unknown - **Adopt for:** Decision-Critical Facts for 'llm-books' - **License detail:** Unknown License ## Decision facts: promptmage - **Adopt for:** Promptmage is a Python library designed to simplify the creation and management of LLM workflows, providing tools for prompt engineering and workflow management. ## Choose when ### Choose llm-books if… - Tags unique to llm-books: chatgpt, chatgpt-api, langchain, llmops. - llm-books ships Docker support for self-hosted deployment. - Decision-Critical Facts for 'llm-books' ### Choose promptmage if… - Tags unique to promptmage: ai, nlp-library, nlp-machine-learning, prompt-engineering. - When you need a Python-based solution for managing LLM workflows and require tools for prompt engineering. ## When NOT to use llm-books - Last GitHub push was Nov 29, 2024 (dormant maintenance). Validate activity before betting a new project on llm-books. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. - LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ## When NOT to use promptmage - If your project requires a non-Python environment, as Promptmage is specifically designed for Python. - When you need a tool that offers extensive support for non-LLM-related tasks, as Promptmage focuses primarily on LLM workflows and prompt engineering. - If you are looking for a tool that provides a graphical user interface for workflow management, as Promptmage is a library-based solution. ## Common questions ### What is the difference between llm-books and promptmage? llm-books: Notes on practical application development using LLM. promptmage: simplifies the process of creating and managing LLM workflows. See the comparison table for live GitHub stats and shared categories. ### When should I choose llm-books over promptmage? Choose llm-books over promptmage when Tags unique to llm-books: chatgpt, chatgpt-api, langchain, llmops; llm-books ships Docker support for self-hosted deployment; Decision-Critical Facts for 'llm-books'. ### When should I choose promptmage over llm-books? Choose promptmage over llm-books when Tags unique to promptmage: ai, nlp-library, nlp-machine-learning, prompt-engineering; When you need a Python-based solution for managing LLM workflows and require tools for prompt engineering. ### When should I avoid llm-books? Last GitHub push was Nov 29, 2024 (dormant maintenance). Validate activity before betting a new project on llm-books. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. ### When should I avoid promptmage? If your project requires a non-Python environment, as Promptmage is specifically designed for Python. When you need a tool that offers extensive support for non-LLM-related tasks, as Promptmage focuses primarily on LLM workflows and prompt engineering. If you are looking for a tool that provides a graphical user interface for workflow management, as Promptmage is a library-based solution. ### Is llm-books or promptmage more popular on GitHub? llm-books has more GitHub stars (766 vs 116). Stars measure visibility, not whether either tool fits your constraints. ### Are llm-books and promptmage open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to llm-books or promptmage? GraphCanon lists graph-backed alternatives at [llm-books alternatives](/tools/morsoli-llm-books/alternatives) and [promptmage alternatives](/tools/tsterbak-promptmage/alternatives) ([llm-books markdown twin](/tools/morsoli-llm-books/alternatives.md), [promptmage markdown twin](/tools/tsterbak-promptmage/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/morsoli-llm-books-vs-tsterbak-promptmage.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, llm-books or promptmage? llm-books: Dormant. promptmage: 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 llm-books and promptmage? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [llm-books trust report](/tools/morsoli-llm-books/trust); [promptmage trust report](/tools/tsterbak-promptmage/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=morsoli-llm-books`](/api/graphcanon/graph?tool=morsoli-llm-books) - 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/_