Building block

bCLEARer Pipeline Development Kit

The bCLEARer PDK bundles four workspace packages into a single SDK. bclearer-core provides the pipeline builder CLI, canonical identifiers (CKIDs), and pipeline stage definitions. bclearer-interop-services supplies data I/O adapters spanning CSV, Excel, JSON, Parquet, Delta Lake, PySpark, Neo4j, CozoDB, Raphtory, MongoDB, PostgreSQL, SQL Server, and Enterprise Architect. bclearer-orchestration-services adds app lifecycle management, UUID/identity services, logging, reporting, and version-control utilities. The BNOP ontology package delivers BORO Native Objects with factories, relationship management, and XML serialisation.

What this enables

What bCLEARer Pipeline Development Kit supports.

Document knowledge extraction

The pipeline builder CLI scaffolds extraction pipelines with stages, sub-stages, and orchestrators. Interop adapters read source documents from CSV, Excel, JSON, and XML while the BNOP ontology module classifies extracted elements using BORO semantics.

Semantic data integration

Interop-services adapters connect heterogeneous sources — Delta Lake, PySpark, Neo4j, CozoDB, Raphtory, MongoDB, PostgreSQL, SQL Server, and Enterprise Architect — into unified pipeline stages. Orchestration helpers manage app lifecycle, logging, and identity so every record carries lineage.

Auditable digital thread

BIE identity services assign deterministic identifiers to every data element at each pipeline stage. Orchestration-services logging and reporting capture the full transformation history, while BNOP relationship management links objects, types, and instances into a traceable evidence chain.

Pipeline orchestration

Pipeline orchestration services — app-runner wrappers, lifecycle management, logging, and reporting — provide the execution infrastructure that higher-level agent workflows call into. The pipeline builder scaffolds the stages and orchestrators, while BIE identity services and interop adapters ensure every step is identifiable and connected to its data sources.

Applied domains

Where bclearer pipeline development kit has been used.

Financial services

Ontology-grounded risk, compliance, AML, and data lineage for regulated financial workflows.

Engineering

AI-assisted design for industrial and process engineering, with document-grounded knowledge, simulation integration, and auditable deliverables across regulated sectors.

Healthcare

Semantic data integration pipelines for medical device data, patient records, and health analytics built on bCLEARer architecture.

Media rights

Knowledge-driven rights management and content provenance tracking across media supply chains.