examples

Cognee Examples

📁 Structure

Folder	Purpose
configurations/	Database and permissions configuration examples
custom_pipelines/	Building custom memory pipelines
database_examples/	End-to-end database usage examples
demos/	Feature demos and getting started examples
guides/	Focused how-to examples
pocs/	Proofs of concept and experiments

🔧 Configurations

Path	Description
configurations/database_examples/kuzu_graph_database_configuration.py	KuzuDB graph database
configurations/database_examples/neo4j_graph_database_configuration.py	Neo4j graph database
configurations/database_examples/neptune_analytics_aws_database_configuration.py	AWS Neptune Analytics
configurations/database_examples/pgvector_postgres_vector_database_configuration.py	PostgreSQL with PGVector
configurations/permissions_example/data_access_control_example.py	Data access control setup
configurations/permissions_example/tenant_role_constraints_example.py	Tenant role constraints
configurations/permissions_example/tenant_role_setup_example.py	Tenant role setup
configurations/permissions_example/user_permissions_and_access_control_example.py	User permissions and access control

🗄️ Database Examples

Path	Description
database_examples/chromadb_example.py	ChromaDB example
database_examples/kuzu_example.py	KuzuDB example
database_examples/neo4j_example.py	Neo4j example
database_examples/neptune_analytics_example.py	AWS Neptune Analytics example
database_examples/pgvector_example.py	PGVector example

🔄 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/organizational_hierarchy_pipeline_example.py	Org structure pipeline
organizational_hierarchy/organizational_hierarchy_pipeline_low_level_example.py	Low-level pipeline variant
product_recommendation/product_recommendation_example.py	Recommendation system

🎯 Demos

Path	Description
comprehensive_example/cognee_comprehensive_example.py	Comprehensive demo
conversation_session_persistence_example.py	Session persistence
custom_graph_model_entity_schema_definition.py	Custom entity schemas
dynamic_multiple_weighted_edges_example.py	Multiple weighted edges
multimedia_processing/multimedia_audio_image_processing_example.py	Audio/image processing
nodeset_grouping_example.py	Node set grouping
ontology_reference_vocabulary/ontology_as_reference_vocabulary_example.py	Ontology as vocabulary
session_feedback_example.py	Session feedback
simple_cognee_example.py	Simple default pipeline
simple_document_qa/simple_document_qa_demo.py	Document Q&A
start_local_ui_frontend_example.py	Launch Cognee UI
temporal_awareness_example/temporal_awareness_example.py	Time-based queries
web_url_content_ingestion_example.py	Web URL ingestion

📘 Guides

Path	Description
guides/consolidate_entity_descriptions_example.py	Consolidate entity descriptions
guides/custom_data_models.py	Custom data models
guides/custom_prompts.py	Custom prompts
guides/custom_tasks_and_pipelines.py	Custom tasks and pipelines
guides/custom_tasks_and_pipelines_1.py	Custom tasks and pipelines (variant)
guides/graph_visualization.py	Graph visualization guide
guides/low_level_llm.py	Low-level LLM usage
guides/memify_quickstart.py	Memify quickstart
guides/ontology_quickstart.py	Ontology quickstart
guides/s3_storage.py	S3 storage
guides/search_basics_additional.py	Search basics (additional)
guides/search_basics_core.py	Search basics (core)
guides/temporal_cognify.py	Temporal cognify