Files
semantica/docs/community-projects.md
KaifAhmad1 f3dd7a05bd Refactor: Remove Pinecone and enhance vector store backend support
- Removed all Pinecone references, adapters, and documentation to align with open-source, self-hosted focus.
- Removed PineconeAdapter and related dependencies.
- Updated VectorStore to enforce supported backends (FAISS, Weaviate, Qdrant, Milvus, InMemory).
- Updated cookbooks (e.g., 13_Vector_Store.ipynb) to use Weaviate/FAISS examples instead of Pinecone.
- Updated core documentation (modules.md, rchitecture.md, etc.) to reflect backend changes.
- Added new tests (	est_pinecone_removal.py, 	est_vector_store_deepdive.py) to verify removal and validate remaining backends.
- Verified all vector store tests pass.
2025-12-12 20:19:17 +05:30

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# Community Projects
Projects and integrations from the Semantica community.
!!! tip "Showcase Your Project"
Have a project using Semantica? [Submit it here](https://github.com/Hawksight-AI/semantica/issues/new)
---
## 🚀 Projects Using Semantica
**Research & Academia**
- Academic research and scientific literature analysis
- Biomedical analysis and drug discovery
- Social network analysis and community detection
**Enterprise & Industry**
- Business intelligence and corporate knowledge bases
- Cybersecurity and threat intelligence
- Healthcare and medical record processing
- Finance, trading, and fraud detection
---
## 🔌 Integrations
### Vector Databases
- Weaviate
- Qdrant
- FAISS
- Milvus
### Graph Databases
- Neo4j
- FalkorDB
### LLM Providers
- OpenAI
- Google Gemini
- Groq
- Anthropic
- Ollama
- HuggingFace
### NLP Libraries
- spaCy
- NLTK
- Sentence Transformers
---
## 🛠️ Community Extensions
- Custom entity extractors for domain-specific use cases
- Specialized export formats for various industries
- Integration adapters for popular data sources
- Enhanced visualization tools and dashboards
---
## 🤝 How to Contribute
1. **Code**: Fork, create branch, submit PR
2. **Documentation**: Fix typos, add examples, improve clarity
3. **Community**: Answer questions, share experiences
4. **Testing**: Write tests, report bugs
See our [Contributing Guide](https://github.com/Hawksight-AI/semantica/blob/main/CONTRIBUTING.md)
---
## 📞 Resources
- [GitHub Repository](https://github.com/Hawksight-AI/semantica)
- [GitHub Issues](https://github.com/Hawksight-AI/semantica/issues)
- [Contributing Guide](https://github.com/Hawksight-AI/semantica/blob/main/CONTRIBUTING.md)