Comparison
onepanel vs DeepCamera
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.
Markdown twin · onepanel alternatives · DeepCamera alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | onepanel | DeepCamera |
|---|---|---|
| Maintenance | Dormant (1252d since push) As of 2w · github_public_v1 | Steady (43d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 2w · github_public_v1 | Not a fork · Organization account As of 2w · github_public_v1 |
| OSV dependency advisories | Published findings As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- onepanel
- The open source, end-to-end computer vision platform.
- DeepCamera
- Open-Source AI Camera Skills Platform
Stars
- onepanel
- 730
- DeepCamera
- 3.0k
Forks
- onepanel
- 73
- DeepCamera
- 461
Open issues
- onepanel
- 102
- DeepCamera
- 12
Language
- onepanel
- Go
- DeepCamera
- JavaScript
Adopt for
- onepanel
- 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.
- DeepCamera
- SharpAI/DeepCamera is an open-source AI platform for local video analysis with LLM-powered security features.
Persona
- onepanel
- -
- DeepCamera
- -
Runtime
- onepanel
- -
- DeepCamera
- -
License
- onepanel
- Apache-2.0
- DeepCamera
- MIT
Last pushed
- onepanel
- Feb 25, 2023
- DeepCamera
- Jun 18, 2026
Categories
- onepanel
- Computer Vision, Inference & Serving, Model Training
- DeepCamera
- Computer Vision, Inference & Serving, LLM Frameworks
Trust and health
Maintenance
- onepanel
- Dormant (18%)
- DeepCamera
- Steady (60%)
Days since push
- onepanel
- 1252d
- DeepCamera
- 43d
Open issues (now)
- onepanel
- 102
- DeepCamera
- 12
OSV dependency advisories
- onepanel
- Published findings
- DeepCamera
- No lockfile (source not queried)
Full report
- onepanel
- Trust report
- DeepCamera
- Trust report
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.
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.
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 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (onepanelio/onepanel) · observed Jul 31, 2026
- GitHub forks (onepanelio/onepanel) · observed Jul 31, 2026
- Last push (onepanelio/onepanel) · observed Feb 25, 2023
- License file (Apache-2.0) · observed Jul 31, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (SharpAI/DeepCamera) · observed Jul 31, 2026
- GitHub forks (SharpAI/DeepCamera) · observed Jul 31, 2026
- Last push (SharpAI/DeepCamera) · observed Jun 18, 2026
- License file (MIT) · observed Jul 31, 2026
- Decision facts (enrichment) · observed Jul 14, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: onepanel 730 · DeepCamera 3.0k (synced Jul 31, 2026).
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 and DeepCamera alternatives (onepanel markdown twin, DeepCamera markdown twin), 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 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; DeepCamera trust report.