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 Sep 23, 2026
15views this month
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Trust & integrity
| Signal | onepanel | DeepCamera |
|---|---|---|
| Maintenance | Dormant (1306d since push) As of Sep 23, 2026 · github_public_v1 | Very active (5d since push) As of Sep 22, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 23, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 22, 2026 · github_public_v1 |
| OSV dependency advisories | Published findings As of Jul 11, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 11, 2026 · 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
- 732
- DeepCamera
- 3.1k
Forks
- onepanel
- 73
- DeepCamera
- 481
Open issues
- onepanel
- 101
- DeepCamera
- 18
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
- Sep 17, 2026
Categories
- onepanel
- Computer Vision, Inference & Serving, Model Training
- DeepCamera
- Computer Vision, Inference & Serving, LLM Frameworks
Trust and health
Maintenance
- onepanel
- Dormant (18%)
- DeepCamera
- Very active (96%)
Days since push
- onepanel
- 1306d
- DeepCamera
- 5d
Open issues (now)
- onepanel
- 101
- DeepCamera
- 18
Stars delta
- onepanel
- +2 (30d)
- DeepCamera
- +107 (30d)
Open issues delta
- onepanel
- -1 (30d)
- DeepCamera
- +6 (30d)
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 Sep 23, 2026
- GitHub forks (onepanelio/onepanel) · observed Sep 23, 2026
- Last push (onepanelio/onepanel) · observed Feb 25, 2023
- License file (Apache-2.0) · observed Sep 23, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (SharpAI/DeepCamera) · observed Sep 22, 2026
- GitHub forks (SharpAI/DeepCamera) · observed Sep 22, 2026
- Last push (SharpAI/DeepCamera) · observed Sep 17, 2026
- License file (MIT) · observed Sep 22, 2026
- Decision facts (enrichment) · observed Jul 14, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: onepanel 732 · DeepCamera 3.1k (synced Sep 23, 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 (3,067 vs 732). 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: Very active. 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.