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semantica/docs/community.md
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KaifAhmad1 9113ef3428 docs: premium overhaul of all reference pages and core docs
- 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
2026-05-23 13:10:09 +05:30

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---
title: "Community"
description: "Get help, connect with contributors, and share what you build with Semantica."
icon: "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
<CardGroup cols={2}>
<Card title="GitHub Issues" icon="circle-dot" href="https://github.com/semantica-agi/semantica/issues">
File bug reports and feature requests with full context.
</Card>
<Card title="GitHub Discussions" icon="comments" href="https://github.com/semantica-agi/semantica/discussions">
Ask questions, share ideas, and discuss design decisions.
</Card>
<Card title="Pull Requests" icon="code-pull-request" href="https://github.com/semantica-agi/semantica/pulls">
Browse open contributions and submit your own.
</Card>
<Card title="Security Issues" icon="shield" href="https://github.com/semantica-agi/semantica/security/advisories/new">
Report vulnerabilities privately — never in public issues.
</Card>
</CardGroup>
## Community Guidelines
We follow the [Contributor Covenant Code of Conduct](https://github.com/semantica-agi/semantica/blob/main/CODE_OF_CONDUCT.md). 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`](https://github.com/semantica-agi/semantica/labels/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](contributing-guide) for the full development workflow.
## Stay Connected
- **[GitHub](https://github.com/semantica-agi/semantica)** — source code, releases, and the public roadmap
- **[PyPI](https://pypi.org/project/semantica/)** — package releases and download stats
- **[Discord](https://discord.gg/sV34vps5hH)** — real-time community chat
- **[X / Twitter](https://x.com/BuildSemantica)** — announcements and release highlights
## See Also
<CardGroup cols={2}>
<Card title="Contributing Guide" icon="code-pull-request" href="contributing-guide">
Step-by-step guide for submitting PRs and setting up your dev environment.
</Card>
<Card title="Community Projects" icon="people-group" href="community-projects">
Projects and integrations built by the community.
</Card>
<Card title="FAQ" icon="circle-question" href="faq">
Common questions answered.
</Card>
<Card title="Governance" icon="scale-balanced" href="governance">
How the project is run and decisions are made.
</Card>
</CardGroup>