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

1.7 KiB

Community Projects

Projects and integrations from the Semantica community.

!!! tip "Showcase Your Project" Have a project using Semantica? Submit it here


🚀 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


📞 Resources