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- Rewrote all 26 reference module pages: removed blockquote taglines and horizontal rule separators, added "What You Get" bullet summaries, added constructor/method parameter tables, expanded thin files (graph_store, triplet_store, visualization, provenance) with full API coverage, added backend comparison tables and real-world usage patterns - Renamed Modules tab from "API Reference" and group from "Context & Knowledge" to "Context & Intelligence" in docs.json - Fixed logo: copied "Semantica Logo.png" to web-safe semantica-logo.png and updated all 4 references in docs.json - Improved core docs (index, modules, concepts, quickstart, installation, getting-started) with better fonts, bullet points, and complete module listings (mcp_server, evals, core, utils previously missing) - Rewrote community pages (community, community-projects, contributing-guide, use-cases, architecture, faq, learning-more, glossary) with heading hierarchy fixes, expanded definitions, and better structure - Fixed markdown linter warnings: MD036 bold-as-heading, MD001 heading skips, MD040 missing code fence language, MD032 blank lines around lists
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title, description, icon
| title | description | icon |
|---|---|---|
| Community | Get help, connect with contributors, and share what you build with Semantica. | users |
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.
Get Help
File bug reports and feature requests with full context. Ask questions, share ideas, and discuss design decisions. Browse open contributions and submit your own. Report vulnerabilities privately — never in public issues.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.
Ways to Contribute
There's no single right way to contribute. Pick the path that fits your skills and time:
Code
- Fix open bugs tagged
good-first-issue - Add new features or integrations
- Improve performance or refactor existing modules
Documentation
- Fix typos and improve clarity in guides
- Add examples to the API reference
- Write domain-specific cookbook notebooks
Testing
- Add coverage for untested modules
- Reproduce and confirm reported bugs
- Improve test reliability across platforms
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.
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