--- title: "agenta vs labnotebook" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/agenta-ai-agenta-vs-henripal-labnotebook" tools: ["agenta-ai-agenta", "henripal-labnotebook"] --- # agenta vs labnotebook *GraphCanon updated Aug 7, 2026* ## Verdict Pick agenta if agenta, an open-source LLMOps platform for prompt management, evaluation, and observability; pick labnotebook if labNotebook is designed for machine learning practitioners who require robust capabilities to monitor, record, and query their experiments within Jupyter Notebook environments leveraging PostgreSQL for data storage. [agenta](http://www.agenta.ai) reports 4.4k GitHub stars, 609 forks, and 270 open issues, last pushed Aug 7, 2026. [labnotebook](https://github.com/henripal/labnotebook) has 528 stars, 38 forks, and 4 open issues, last pushed Mar 31, 2018. Figures are from public GitHub metadata via [agenta's repository](https://github.com/Agenta-AI/agenta) and [labnotebook's repository](https://github.com/henripal/labnotebook). | | [agenta](/tools/agenta-ai-agenta.md) | [labnotebook](/tools/henripal-labnotebook.md) | | --- | --- | --- | | Tagline | The open-source LLMOps platform for prompt management, evaluation, and observability. | Tool for monitoring and managing machine learning experiments | | Stars | 4,445 | 528 | | Forks | 609 | 38 | | Open issues | 270 | 4 | | Language | TypeScript | Jupyter Notebook | | Adopt for | Agenta, an open-source LLMOps platform for prompt management, evaluation, and observability. | LabNotebook is designed for machine learning practitioners who require robust capabilities to monitor, record, and query their experiments within Jupyter Notebook environments leveraging PostgreSQL for data storage. | | Persona | - | - | | Runtime | - | - | | License | Other | MIT | | Categories | Evaluation & Observability, LLM Frameworks | Data & Retrieval, Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [agenta](/tools/agenta-ai-agenta.md) | [labnotebook](/tools/henripal-labnotebook.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Dormant (18%) | | Days since push | 0d | 3047d | | Open issues (now) | 270 | 4 | | Stars delta | +170 (30d) | Unknown | | Open issues delta | +109 (30d) | Unknown | | Owner type | Organization | User | | Full report | [trust report](/tools/agenta-ai-agenta/trust.md) | [trust report](/tools/henripal-labnotebook/trust.md) | ## Decision facts: agenta - **Adopt for:** Agenta, an open-source LLMOps platform for prompt management, evaluation, and observability. ## Decision facts: labnotebook - **Adopt for:** LabNotebook is designed for machine learning practitioners who require robust capabilities to monitor, record, and query their experiments within Jupyter Notebook environments leveraging PostgreSQL for data storage. ## Choose when ### Choose agenta if… - agenta is primarily TypeScript; labnotebook is Jupyter Notebook. - License: agenta is Other, labnotebook is MIT. - Tags unique to agenta: agents, evaluation, llm-as-a-judge, llm-evaluation. - Also covers LLM Frameworks. - Need a self-hosted solution with built-in prompt playground and LLM evaluation capabilities ### Choose labnotebook if… - labnotebook is primarily Jupyter Notebook; agenta is TypeScript. - License: labnotebook is MIT, agenta is Other. - Tags unique to labnotebook: experiment-manager, experimental-data, machine-learning, postgres. - Also covers Data & Retrieval. - Use LabNotebook when you need a tool tailored specifically for managing machine learning experiment records in a Jupyter environment with PostgreSQL as your backend data store. ## When NOT to use agenta - Looking for a service without the need to manage self-hosting setup - Require real-time collaboration features that are not provided within this platform's scope ## When NOT to use labnotebook - Avoid using LabNotebook if your project does not require integration with Jupyter Notebooks or PostgreSQL databases. - Do not choose LabNotebook when your primary use case involves real-time experimentation management without the need for detailed, persistent record-keeping. ## Common questions ### What is the difference between agenta and labnotebook? agenta: The open-source LLMOps platform for prompt management, evaluation, and observability.. labnotebook: Tool for monitoring and managing machine learning experiments. See the comparison table for live GitHub stats and shared categories. ### When should I choose agenta over labnotebook? Choose agenta over labnotebook when agenta is primarily TypeScript; labnotebook is Jupyter Notebook; License: agenta is Other, labnotebook is MIT; Tags unique to agenta: agents, evaluation, llm-as-a-judge, llm-evaluation; Also covers LLM Frameworks; Need a self-hosted solution with built-in prompt playground and LLM evaluation capabilities. ### When should I choose labnotebook over agenta? Choose labnotebook over agenta when labnotebook is primarily Jupyter Notebook; agenta is TypeScript; License: labnotebook is MIT, agenta is Other; Tags unique to labnotebook: experiment-manager, experimental-data, machine-learning, postgres; Also covers Data & Retrieval; Use LabNotebook when you need a tool tailored specifically for managing machine learning experiment records in a Jupyter environment with PostgreSQL as your backend data store. ### When should I avoid agenta? Looking for a service without the need to manage self-hosting setup Require real-time collaboration features that are not provided within this platform's scope ### When should I avoid labnotebook? Avoid using LabNotebook if your project does not require integration with Jupyter Notebooks or PostgreSQL databases. Do not choose LabNotebook when your primary use case involves real-time experimentation management without the need for detailed, persistent record-keeping. ### Is agenta or labnotebook more popular on GitHub? agenta has more GitHub stars (4,445 vs 528). Stars measure visibility, not whether either tool fits your constraints. ### Are agenta and labnotebook open source? Yes - both are open-source projects on GitHub (agenta: Other, labnotebook: MIT). ### Where can I find alternatives to agenta or labnotebook? GraphCanon lists graph-backed alternatives at [agenta alternatives](/tools/agenta-ai-agenta/alternatives) and [labnotebook alternatives](/tools/henripal-labnotebook/alternatives) ([agenta markdown twin](/tools/agenta-ai-agenta/alternatives.md), [labnotebook markdown twin](/tools/henripal-labnotebook/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/agenta-ai-agenta-vs-henripal-labnotebook.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, agenta or labnotebook? agenta: Very active. labnotebook: 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 agenta and labnotebook? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [agenta trust report](/tools/agenta-ai-agenta/trust); [labnotebook trust report](/tools/henripal-labnotebook/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=agenta-ai-agenta`](/api/graphcanon/graph?tool=agenta-ai-agenta) - 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/_