Comparison
onepanel vs inference
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 inference if inference by Roboflow specializes in deploying computer vision models on edge devices and industrial hardware like Flowbox based on NVIDIA Jetson.
Markdown twin · onepanel alternatives · inference alternatives
GraphCanon updated Sep 20, 2026
16views this month
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Trust & integrity
| Signal | onepanel | inference |
|---|---|---|
| Maintenance | Dormant (1283d since push) As of Aug 31, 2026 · github_public_v1 | Very active (0d since push) As of Sep 20, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Aug 31, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 20, 2026 · github_public_v1 |
| OSV dependency advisories | Published findings As of Jul 11, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 15, 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.
- inference
- Turn any computer or edge device into a command center for your computer vision projects.
Stars
- onepanel
- 731
- inference
- 2.5k
Forks
- onepanel
- 73
- inference
- 319
Open issues
- onepanel
- 102
- inference
- 172
Language
- onepanel
- Go
- inference
- Python
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.
- inference
- Inference by Roboflow specializes in deploying computer vision models on edge devices and industrial hardware like Flowbox based on NVIDIA Jetson.
Persona
- onepanel
- -
- inference
- -
Runtime
- onepanel
- -
- inference
- -
License
- onepanel
- Apache-2.0
- inference
- Other
Last pushed
- onepanel
- Feb 25, 2023
- inference
- Sep 19, 2026
Categories
- onepanel
- Computer Vision, Inference & Serving, Model Training
- inference
- Computer Vision, Inference & Serving
Trust and health
Maintenance
- onepanel
- Dormant (18%)
- inference
- Very active (96%)
Days since push
- onepanel
- 1283d
- inference
- 0d
Open issues (now)
- onepanel
- 102
- inference
- 172
Stars delta
- onepanel
- +1 (30d)
- inference
- +41 (30d)
Open issues delta
- onepanel
- 0 (30d)
- inference
- +26 (30d)
OSV dependency advisories
- onepanel
- Published findings
- inference
- No lockfile (source not queried)
Full report
- onepanel
- Trust report
- inference
- Trust report
Choose onepanel if…
- onepanel is primarily Go; inference is Python.
- License: onepanel is Apache-2.0, inference is Other.
- 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 inference if…
- inference is primarily Python; onepanel is Go.
- License: inference is Other, onepanel is Apache-2.0.
- Tags unique to inference: agents, classification, deployment, docker.
- When you need ruggedized CV solutions for manufacturing or logistics that support secure network protocols such as OPC or MQTT,
When NOT to use inference
- If your project does not require support for industrial hardware like Flowbox based on NVIDIA Jetson,
- When secure network deployment is unnecessary or when standard deployment options suffice without needing integration with machine vision cameras over GigE,
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 20, 2026
- GitHub forks (onepanelio/onepanel) · observed Sep 20, 2026
- Last push (onepanelio/onepanel) · observed Feb 25, 2023
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (roboflow/inference) · observed Sep 20, 2026
- GitHub forks (roboflow/inference) · observed Sep 20, 2026
- Last push (roboflow/inference) · observed Sep 19, 2026
- License file (Other) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: onepanel 731 · inference 2.5k (synced Sep 20, 2026).
Common questions
- What is the difference between onepanel and inference?
- onepanel: The open source, end-to-end computer vision platform.. inference: Turn any computer or edge device into a command center for your computer vision projects.. See the comparison table for live GitHub stats and shared categories.
- When should I choose onepanel over inference?
- Choose onepanel over inference when onepanel is primarily Go; inference is Python; License: onepanel is Apache-2.0, inference is Other; 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 inference over onepanel?
- Choose inference over onepanel when inference is primarily Python; onepanel is Go; License: inference is Other, onepanel is Apache-2.0; Tags unique to inference: agents, classification, deployment, docker; When you need ruggedized CV solutions for manufacturing or logistics that support secure network protocols such as OPC or MQTT,.
- 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 inference?
- If your project does not require support for industrial hardware like Flowbox based on NVIDIA Jetson, When secure network deployment is unnecessary or when standard deployment options suffice without needing integration with machine vision cameras over GigE,
- Is onepanel or inference more popular on GitHub?
- inference has more GitHub stars (2,456 vs 731). Stars measure visibility, not whether either tool fits your constraints.
- Are onepanel and inference open source?
- Yes - both are open-source projects on GitHub (onepanel: Apache-2.0, inference: Other).
- Where can I find alternatives to onepanel or inference?
- GraphCanon lists graph-backed alternatives at onepanel alternatives and inference alternatives (onepanel markdown twin, inference 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 inference?
- onepanel: Dormant. inference: 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 inference?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: onepanel trust report; inference trust report.