# Panel vs Superblocks

| Attribute | Panel | Superblocks |
|---|---|---|
| **vioscaleAI score** | 56.2 (36% (low)) | 55 (55% (medium)) |
| activity.commits_last_30d | 78 | - |
| adoption.dependent_repos | 986 | - |
| adoption.github_stars | 5,798 | - |
| content.faq | `[{"answer":"An open-source Python library that streamlines development of interactive dashboards, data tools, and web applications with reactive APIs, integrated widgets, and seamless PyData ecosystem compatibility. It is indexed under Data Apps Internal Tools.","source":"https://panel.holoviz.org","question":"What is Panel?","confidence":0.6},{"answer":"Panel is open source, so it can be self-hosted and used at no licence cost. It is released under the BSD-3-Clause licence. Pricing changes often, so verify at source before relying on it.","source":"https://panel.holoviz.org","question":"Is Panel free to use?","confidence":0.6},{"answer":"Panel supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://panel.holoviz.org","question":"What platforms does Panel support?","confidence":0.6},{"answer":"Yes. Panel can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://panel.holoviz.org","question":"Can Panel be self-hosted?","confidence":0.6},{"answer":"We have confirmed 8 integrations for Panel, including FastAPI, Bokeh, Tornado, HoloViews, Plotly, Vega, Django and React. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://panel.holoviz.org","question":"What does Panel integrate with?","confidence":0.6},{"answer":"Yes. Panel is published under the BSD-3-Clause licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/holoviz/panel","question":"Is Panel open source?","confidence":0.95}]` | `[{"answer":"Superblocks enables teams to develop internal tools and applications using low-code design combined with an AI agent (Clark) that generates applications from natural language descriptions. The platform emphasizes centralized governance through RBAC, SSO, and detailed audit logging of all application activity. It is indexed under Data Apps Internal Tools.","source":"https://www.superblocks.com/blog/amazon-qdeveloper-pricing","question":"What is Superblocks?","confidence":0.6},{"answer":"Superblocks is a paid product; published pricing starts at $19 per user per month. There is no free tier. Pricing changes often, so verify at source before relying on it.","source":"https://www.superblocks.com/blog/amazon-qdeveloper-pricing","question":"How much does Superblocks cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Superblocks. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://www.superblocks.com/blog/amazon-qdeveloper-pricing","question":"What platforms does Superblocks support?","confidence":0.6},{"answer":"Yes. Superblocks can be deployed cloud / SaaS, hybrid and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://www.superblocks.com/blog/amazon-qdeveloper-pricing","question":"Can Superblocks be self-hosted?","confidence":0.6},{"answer":"We have confirmed 16 integrations for Superblocks, including Postgres, MySQL, MongoDB, Snowflake, BigQuery, S3, Salesforce and Zendesk, plus 8 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.superblocks.com/blog/amazon-qdeveloper-pricing","question":"What does Superblocks integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Superblocks. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Superblocks not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.superblocks.com/blog/low-code-compliance","question":"What security certifications does Superblocks have?","confidence":0.7},{"answer":"Superblocks is available worldwide. Its primary market is the United States.","source":"https://www.superblocks.com/blog/amazon-qdeveloper-pricing","question":"Where is Superblocks available?","confidence":0.5}]` |
| deployment.options | `{"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` |
| description.long | A Python library for creating interactive dashboards and web applications where widgets, plots, and layouts are implemented as standard Python objects that integrate with your data and models. | Superblocks enables business teams to rapidly develop production-grade applications using AI, visual development, or code, while providing IT and security teams with centralized access controls, audit logging, and governance capabilities. |
| features.capabilities | `{"open_source":true,"pricing_model":"open_source_self_host","self_hostable":true,"build_paradigm":"code_first_python","reactivity_model":"callback_based","embeddable_output":true,"component_library_breadth":"extensive"}` | `{"rbac_sso":true,"audit_logging":true,"self_hostable":true,"build_paradigm":"low_code_drag_drop","ai_app_generation":true,"embeddable_output":true,"git_version_control":true,"write_actions_support":true,"managed_cloud_available":true}` |
| integrations.count | 8 | 60 |
| integrations.list | `[{"name":"FastAPI"},{"name":"Bokeh"},{"name":"Tornado"},{"name":"HoloViews"},{"name":"Plotly"},{"name":"Vega"},{"name":"Django"},{"name":"React"}]` | `[{"name":"Postgres"},{"name":"MySQL"},{"name":"MongoDB"},{"name":"Snowflake"},{"name":"BigQuery"},{"name":"S3"},{"name":"Salesforce"},{"name":"Zendesk"},{"name":"Slack"},{"name":"GitHub"},{"name":"GitLab"},{"name":"Datadog"},{"name":"New Relic"},{"name":"Splunk"},{"name":"REST APIs"},{"name":"GraphQL APIs"},{"name":"Claude","native":true},{"name":"Lovable","native":true},{"name":"Replit","native":true},{"name":"Databricks","native":true},{"name":"AWS Bedrock","native":true}]` |
| language.primary | Python | - |
| license.spdx | BSD-3-Clause | - |
| market.availability | - | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"web":true}` | `{"web":true}` |
| pricing | `{"type":"open_source","summary":"Free, open-source","freeTier":true,"sourceUrl":"https://panel.holoviz.org","retrievedAt":"2026-08-20T16:29:47.697Z"}` | `{"type":"subscription","plans":[{"free":false,"name":"Paid","summary":"$19/user/month","components":[{"kind":"per_unit","unit":"seat","amount":19,"period":"month","currency":"USD"}],"contactSales":false}],"summary":"From $19/user/month","currency":"USD","freeTier":false,"sourceUrl":"https://www.superblocks.com/blog/amazon-qdeveloper-pricing","retrievedAt":"2026-09-04T22:18:58.036Z","startingPrice":{"unit":"seat","amount":19,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | no |
| pricing.model | open_source | commercial |
| pricing.price_level | free | mid |
| pricing.starting_price | - | `{"amount":19,"currency":"USD"}` |
| pricing.transparent | yes | - |
| release.cadence_days | 12 | - |
| release.history | `[{"url":"https://github.com/holoviz/panel/releases/tag/v1.9.4","date":"2026-08-17T12:33:32Z","type":"stable","version":"v1.9.4"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.9.3","date":"2026-06-01T19:25:14Z","type":"stable","version":"v1.9.3"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.9.2","date":"2026-05-27T12:58:39Z","type":"stable","version":"v1.9.2"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.9.1","date":"2026-05-23T11:05:34Z","type":"stable","version":"v1.9.1"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.9.0","date":"2026-05-21T12:02:48Z","type":"stable","version":"v1.9.0"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.8.10","date":"2026-03-16T12:48:16Z","type":"stable","version":"v1.8.10"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.8.9","date":"2026-03-03T17:51:54Z","type":"stable","version":"v1.8.9"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.8.8","date":"2026-03-02T13:22:42Z","type":"stable","version":"v1.8.8"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.8.7","date":"2026-01-28T16:51:52Z","type":"stable","version":"v1.8.7"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.8.6","date":"2026-01-26T17:20:55Z","type":"stable","version":"v1.8.6"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.8.5","date":"2025-12-30T16:08:29Z","type":"stable","version":"v1.8.5"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.8.4","date":"2025-12-02T17:44:28Z","type":"stable","version":"v1.8.4"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.8.3","date":"2025-11-10T11:05:43Z","type":"stable","version":"v1.8.3"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.8.2","date":"2025-10-07T13:10:56Z","type":"stable","version":"v1.8.2"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.8.1","date":"2025-09-16T16:29:47Z","type":"stable","version":"v1.8.1"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.8.0","date":"2025-09-09T13:17:04Z","type":"stable","version":"v1.8.0"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.7.5","date":"2025-07-22T12:43:00Z","type":"stable","version":"v1.7.5"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.7.4","date":"2025-07-15T14:00:54Z","type":"stable","version":"v1.7.4"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.7.3","date":"2025-07-09T09:24:32Z","type":"stable","version":"v1.7.3"},{"url":"https://github.com/holoviz/panel/releases/tag/v1.7.2","date":"2025-06-26T17:36:01Z","type":"stable","version":"v1.7.2"}]` | - |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.pci | - | yes |
| security.scorecard | 6.8 | - |
| security.soc2 | - | yes |
| security.trust_center | - | https://www.superblocks.com/blog/low-code-compliance |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=panel&per_page=100","last_12m":0,"max_severity":null}` | - |

## Capabilities (Data Apps Internal Tools)

| Capability | Panel | Superblocks |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Build paradigm | Code first python | Low code drag drop |
| Write actions support | - | ✓ |
| Data source connector breadth | - | - |
| Reactivity model | Callback based | - |
| Self hostable | ✓ | ✓ |
| Managed cloud available | - | ✓ |
| Git version control | - | ✓ |
| RBAC SSO | - | ✓ |
| Audit logging | - | ✓ |
| AI app generation | - | ✓ |
| Multiplayer editing | - | - |
| Embeddable output | ✓ | ✓ |
| Component library breadth | Extensive | - |
| Open source | ✓ | - |
| Pricing model | Open source self host | - |

*Source: vioscaleAI. Generated 2026-10-16T19:15:15.061Z. "-" = undocumented, not absent.*