cognee/new-examples

Cognee Examples

📁 Structure

Folder	Purpose
configurations/	Database, LLM, embedding, and permission setups
custom_pipelines/	Building custom memory pipelines
demos/	Feature demos and getting started examples

🔧 Configurations

Path	Description
database_examples/chromadb_vector_database_configuration.py	ChromaDB vector database
database_examples/kuzu_graph_database_configuration.py	KuzuDB graph database
database_examples/neo4j_graph_database_configuration.py	Neo4j graph database
database_examples/neptune_analytics_aws_database_configuration.py	AWS Neptune Analytics
database_examples/pgvector_postgres_vector_database_configuration.py	PostgreSQL with PGVector
database_examples/s3_storage_configuration.py	Amazon S3 storage
llm_configurations/openai_setup.py	OpenAI LLM setup
llm_configurations/azure_openai_setup.py	Azure OpenAI LLM setup
embedding_configurations/openai_setup.py	OpenAI embeddings
embedding_configurations/azure_openai_setup.py	Azure OpenAI embeddings
structured_output_configurations.py/baml_setup.py	BAML structured output
structured_output_configurations.py/litellm_intructor_setup.py	LiteLLM Instructor setup
permissions_example/	Multi-user access control (with sample PDF)
distributed_execution_with_modal_example.py	Scale with Modal.com

🔄 Custom Pipelines

Path	Description
custom_cognify_pipeline_example.py	Customize cognify pipelines
memify_coding_agent_rule_extraction_example.py	Extract rules from conversations
relational_database_to_knowledge_graph_migration_example.py	SQL to knowledge graph
agentic_reasoning_procurement_example.py	AI procurement assistant
code_graph_repository_analysis_example.py	Code repository analysis
dynamic_steps_resume_analysis_hr_example.py	CV/resume filtering
organizational_hierarchy/	Org structure graphs (with JSON data)
organizational_hierarchy/organizational_hierarchy_pipeline_low_level_example.py	Low-level pipeline variant
product_recommendation/	Recommendation system (with customer data)

🎯 Demos

Path	Description
simple_default_cognee_pipelines_example.py	Default pipeline usage ★
simple_document_qa/	Document Q&A (with alice_in_wonderland.txt)
core_features_getting_started_example.py	Intro to Cognee
multimedia_processing/	Audio/image processing (with media files)
ontology_reference_vocabulary/	Ontology as vocabulary (with OWL file)
ontology_medical_comparison/	Medical ontology comparison (with papers + OWL)
web_url_content_ingestion_example.py	Extract from web pages and ingest directly to memory
temporal_awareness_example.py	Time-based queries
retrievers_and_search_examples.py	Retriever patterns and search types guide
feedback_enrichment_minimal_example.py	User feedback enrichment
nodeset_memory_grouping_with_tags_example.py	Memory grouping with tags
weighted_edges_relationships_example.py	Weighted edge relationships
dynamic_multiple_weighted_edges_example.py	Multiple weighted edges
custom_graph_model_entity_schema_definition.py	Custom entity schemas ★
graph_visualization_example.py	Visualize knowledge graphs
conversation_session_persistence_example.py	Session persistence
custom_prompt_guide.py	Custom prompts for extraction
direct_llm_call_for_structured_output_example.py	Direct LLM structured output
start_local_ui_frontend_example.py	Launch Cognee UI