Community

Semantica is built in the open, with contributions from researchers, engineers, and practitioners across many domains. Whether you’re filing a bug, sharing a project, or reviewing a PR: you’re part of the ecosystem.

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Get Help

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Community Guidelines

We follow the Contributor Covenant Code of Conduct. The community is built on four principles:

• Respect: treat everyone with kindness and patience, regardless of experience level
• Inclusion: welcome all backgrounds, domains, and approaches
• Collaboration: work toward better solutions together rather than competing on approaches
• Learning: share knowledge openly, ask questions without hesitation, and help others grow

To report unacceptable behavior, open a GitHub issue with the [CoC] prefix. Every report is investigated.

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Ways to Contribute

There’s no single right way to contribute. Pick the path that fits your skills and time:

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Code

• Fix open bugs tagged good-first-issue
• Add new features or integrations
• Improve performance or refactor existing modules

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Documentation

• Fix typos and improve clarity in guides
• Add examples to the API reference
• Write domain-specific cookbook notebooks

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Testing

• Add coverage for untested modules
• Reproduce and confirm reported bugs
• Improve test reliability across platforms

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Community

• Answer questions in issues and discussions
• Review open pull requests
• Share your Semantica projects in GitHub Discussions

See the Contributing Guide for the full development workflow.

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Stay Connected

• GitHub: source code, releases, and the public roadmap
• PyPI: package releases and download stats
• Discord: real-time community chat
• X / Twitter: announcements and release highlights

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See Also