--- title: "onepanel vs DeepCamera" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/onepanelio-onepanel-vs-sharpai-deepcamera" tools: ["onepanelio-onepanel", "sharpai-deepcamera"] --- # onepanel vs DeepCamera *GraphCanon updated Jul 31, 2026* ## Verdict Pick onepanel if onepanel is an open source tool designed for computer vision projects with capabilities spanning from data labeling to model tuning and deployment, all supported by a Go-based codebase under the Apache-2.0 license; pick DeepCamera if sharpAI/DeepCamera is an open-source AI platform for local video analysis with LLM-powered security features. [onepanel](https://docs.onepanel.ai/) reports 730 GitHub stars, 73 forks, and 102 open issues, last pushed Feb 25, 2023. [DeepCamera](http://www.sharpai.org) has 3.0k stars, 461 forks, and 12 open issues, last pushed Jun 18, 2026. Figures are from public GitHub metadata via [onepanel's repository](https://github.com/onepanelio/onepanel) and [DeepCamera's repository](https://github.com/SharpAI/DeepCamera). | | [onepanel](/tools/onepanelio-onepanel.md) | [DeepCamera](/tools/sharpai-deepcamera.md) | | --- | --- | --- | | Tagline | The open source, end-to-end computer vision platform. | Open-Source AI Camera Skills Platform | | Stars | 730 | 2,960 | | Forks | 73 | 461 | | Open issues | 102 | 12 | | Language | Go | JavaScript | | Adopt for | Onepanel is an open source tool designed for computer vision projects with capabilities spanning from data labeling to model tuning and deployment, all supported by a Go-based codebase under the Apache-2.0 license. | SharpAI/DeepCamera is an open-source AI platform for local video analysis with LLM-powered security features. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | MIT | | Categories | Computer Vision, Inference & Serving, Model Training | Computer Vision, Inference & Serving, LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [onepanel](/tools/onepanelio-onepanel.md) | [DeepCamera](/tools/sharpai-deepcamera.md) | | --- | --- | --- | | Maintenance | Dormant (18%) | Steady (60%) | | Days since push | 1252d | 43d | | Open issues (now) | 102 | 12 | | Full report | [trust report](/tools/onepanelio-onepanel/trust.md) | [trust report](/tools/sharpai-deepcamera/trust.md) | ## Decision facts: onepanel - **Adopt for:** Onepanel is an open source tool designed for computer vision projects with capabilities spanning from data labeling to model tuning and deployment, all supported by a Go-based codebase under the Apache-2.0 license. ## Decision facts: DeepCamera - **Adopt for:** SharpAI/DeepCamera is an open-source AI platform for local video analysis with LLM-powered security features. ## Choose when ### Choose onepanel if… - onepanel is primarily Go; DeepCamera is JavaScript. - License: onepanel is Apache-2.0, DeepCamera is MIT. - Tags unique to onepanel: aiops, annotation, deeplearning, hyperparameter-tuning. - Also covers Model Training. - onepanel ships Docker support for self-hosted deployment. - When you need an end-to-end platform that supports multiple aspects of computer vision including advanced functionalities such as hyperparameter tuning and automated workflows. ### Choose DeepCamera if… - DeepCamera is primarily JavaScript; onepanel is Go. - License: DeepCamera is MIT, onepanel is Apache-2.0. - Tags unique to DeepCamera: ai-camera, cctv, computer-vision, local-ai. - Also covers LLM Frameworks. - When you want to integrate advanced local VLM video analysis with your home surveillance setup using multiple communication platforms. ## When NOT to use onepanel - Avoid using Onepanel for projects that require extensive Java-based development because it is written in Go. - Not suitable if you seek a platform focusing solely on model serving or inference without capabilities to go back upstream into data labeling and preprocessing stages. ## When NOT to use DeepCamera - Avoid if you need cloud-based solutions or services without support for local LLM integration through specific platforms like Telegram or Discord. - Not recommended if your project requires extensive customization beyond the provided skills and you prefer full control over model setup. ## Common questions ### What is the difference between onepanel and DeepCamera? onepanel: The open source, end-to-end computer vision platform.. DeepCamera: Open-Source AI Camera Skills Platform. See the comparison table for live GitHub stats and shared categories. ### When should I choose onepanel over DeepCamera? Choose onepanel over DeepCamera when onepanel is primarily Go; DeepCamera is JavaScript; License: onepanel is Apache-2.0, DeepCamera is MIT; Tags unique to onepanel: aiops, annotation, deeplearning, hyperparameter-tuning; Also covers Model Training; onepanel ships Docker support for self-hosted deployment; When you need an end-to-end platform that supports multiple aspects of computer vision including advanced functionalities such as hyperparameter tuning and automated workflows. ### When should I choose DeepCamera over onepanel? Choose DeepCamera over onepanel when DeepCamera is primarily JavaScript; onepanel is Go; License: DeepCamera is MIT, onepanel is Apache-2.0; Tags unique to DeepCamera: ai-camera, cctv, computer-vision, local-ai; Also covers LLM Frameworks; When you want to integrate advanced local VLM video analysis with your home surveillance setup using multiple communication platforms. ### When should I avoid onepanel? Avoid using Onepanel for projects that require extensive Java-based development because it is written in Go. Not suitable if you seek a platform focusing solely on model serving or inference without capabilities to go back upstream into data labeling and preprocessing stages. ### When should I avoid DeepCamera? Avoid if you need cloud-based solutions or services without support for local LLM integration through specific platforms like Telegram or Discord. Not recommended if your project requires extensive customization beyond the provided skills and you prefer full control over model setup. ### Is onepanel or DeepCamera more popular on GitHub? DeepCamera has more GitHub stars (2,960 vs 730). Stars measure visibility, not whether either tool fits your constraints. ### Are onepanel and DeepCamera open source? Yes - both are open-source projects on GitHub (onepanel: Apache-2.0, DeepCamera: MIT). ### Where can I find alternatives to onepanel or DeepCamera? GraphCanon lists graph-backed alternatives at [onepanel alternatives](/tools/onepanelio-onepanel/alternatives) and [DeepCamera alternatives](/tools/sharpai-deepcamera/alternatives) ([onepanel markdown twin](/tools/onepanelio-onepanel/alternatives.md), [DeepCamera markdown twin](/tools/sharpai-deepcamera/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/onepanelio-onepanel-vs-sharpai-deepcamera.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, onepanel or DeepCamera? onepanel: Dormant. DeepCamera: Steady. 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 onepanel and DeepCamera? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [onepanel trust report](/tools/onepanelio-onepanel/trust); [DeepCamera trust report](/tools/sharpai-deepcamera/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=onepanelio-onepanel`](/api/graphcanon/graph?tool=onepanelio-onepanel) - 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/_