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Why the BioCypher ecosystem
One workflow, from raw data to grounded answers
Each step uses your project's context to stay focused and semantically grounded.
Gather
Pull in data from any source. Extract structured entities from text and messy files, annotated with portable metadata.
Build
Construct ontology-aligned knowledge graphs with reusable adapters, and export the same build to different formats and environments.
Reason
Query and chat with your graph. Connect it to LLMs and shared context resources for grounded, agentic analysis.
Ecosystem publications
Core publications from the BioCypher ecosystem
- Nature Biotechnology · 2023 BioCypher Modular biomedical knowledge graph construction
- Nature Biotechnology · 2025 BioChatter Conversational AI for biomedical knowledge resources
- Nature Biotechnology · 2025 BioContext Context resources for biomedical AI systems
Deployed use cases
BioCypher in scientific knowledge-graph projects.
IGVF Catalog / ENCODE
BioCypher helps the IGVF team shape genomic variation data into a Biolink-inspired graph with a user-facing API.
Plant biology · RWTH AachenTomTom knowledge graph
TomTom uses BioCypher to integrate tomato multi-omics data for gene and protein function discovery.
Metabolism · HeidelbergMetalinks
BioCypher reduced the first structured knowledge-graph build from about 2.5 months of scripts to roughly two weeks.
Community
Ways to join
Use the tools, cite the papers, ask questions, or contribute code and docs.
Contribute on GitHub
Report issues, improve adapters, add documentation, or review open pull requests.
Open GitHub →Discuss on Zulip
Ask questions, coordinate ideas, and meet the people building BioCypher.
Announcements → Ask a question →Start from tutorials
Build a graph manually with BioCypher or install Biotope's agent skills.
Manual tutorial → Agent setup →Activity
Recent work
Workshops, BioHackathons, releases, papers, and related tools from the BioCypher community.
Building the biomedical KG community
User workshop on shared knowledge-graph practice in biomedical science.