data-engineering-knowledge-capture

Plugin data-engineering-knowledge-capture from marketplace spillwave-second-brain in SpillwaveSolutions/second-brain-marketplace. Commands read from the repo's manifest — 2 days ago.

Skills (24)

• cursor-data-engineering-knowledge-capture

  Bind a Cursor agent (including Grok Bot cloud sessions) to the data-engineering-knowledge-capture ContentPack.

• data-engineering-knowledge-capture-deep-agents

  Bind data-engineering-knowledge-capture for LangChain Deep Agents / Deep Agents Code.

• grok-bot-data-engineering-knowledge-capture

  Bind a Grok Bot agent to Data Engineering Knowledge Capture. Isolation, identity, deterministic writes.

• dekc-business-object

  Promote tables/views to business objects with glossary definitions.

• dekc-capture-query

  Capture SQL or DAX query artifacts.

• dekc-capture-table

  Capture a table with columns, layer, schema into DEKC/OKF.

• dekc-context

  Build progressive-disclosure context packs for a data concept.

• dekc-design-report

  Use the DEKC second brain to design a new report/dashboard from existing metrics, gold tables, business objects, and glossary.

• dekc-diagram

  Capture Mermaid or PlantUML diagrams (architecture, component, activity, state, class, ERD, sequence) and PlantUML wireframes for reports/dashboards into the DEKC second brain.

• dekc-doctor

  Health check: validation, business coverage, orphans, toolchain (rg / FTS5 / sqlite index).

• dekc-glossary

  Author glossary terms linked to business objects.

• dekc-grade

  Grade reverse-engineering quality with automated rubric scores and adversarial judge protocol. Use after walks, before claiming RE complete.

• dekc-index

  Refresh, inspect, or drop the disposable SQLite/FTS5 knowledge index. Use when search/pack is slow, after a large git checkout, or when the user asks about the DEKC index.

• dekc-init

  Scaffold a DEKC knowledge bundle with medallion catalogs.

• dekc-land-data

  Use the DEKC second brain to plan landing new stream or batch data into bronze (and beyond) with sources, jobs, contracts, and lineage.

• dekc-lineage

  Extract and materialize data lineage paths and mermaid diagrams.

• dekc-plan

  Breadth-first reverse-engineering plan — map scan roots and optional exports, rank focus areas, emit deep-dive checklists. Pause here before spawning specialists. Not query-time retrieve.

• dekc-platform

  Capture data lakes, data marts, data catalogs, domains, products, streams, storage locations, and data quality rules into the DEKC second brain.

• dekc-retrieve

  Query-time DEKC retrieval. Spawn data-retriever; parent gets a summary card only. Use for Table, Metric, LineagePath, IngestionJob, Transformation, Dashboard, DataProduct, GlossaryTerm, BusinessObject questions.

• dekc-search

  Full-text search over the DEKC knowledge bundle (AND terms, type filters). Use when finding tables, lineage, or metrics by keyword.

• dekc-second-brain

  Query the DEKC OKF second brain with design intents (reports, land data, metrics, impact). Uses standard concept schemas under schemas/okf-concepts/.

• dekc-semantic

  Capture semantic models, metrics, dashboards, reports.

• dekc-session

  Open or close an isolated second-brain write session (worktree + PR). Use before writing knowledge when multiple agents share one knowledge remote.

• dekc-walk

  Walk a data lake/warehouse filesystem or ingest Fabric/Power BI inventory JSON into DEKC.

Slash commands (21)

• /data-engineering-knowledge-capture:dekc-business-object

  Promote tables/views to business objects with glossary definitions.

• /data-engineering-knowledge-capture:dekc-capture-query

  Capture SQL or DAX query artifacts.

• /data-engineering-knowledge-capture:dekc-capture-table

  Capture a table with columns, layer, schema into DEKC/OKF.

• /data-engineering-knowledge-capture:dekc-context

  Build progressive-disclosure context packs for a data concept.

• /data-engineering-knowledge-capture:dekc-design-report

  Design a report from the DEKC second brain

• /data-engineering-knowledge-capture:dekc-diagram

  Capture Mermaid/PlantUML diagrams and report wireframes

• /data-engineering-knowledge-capture:dekc-doctor

  Health check: validation, business coverage, orphans, index.

• /data-engineering-knowledge-capture:dekc-glossary

  Author glossary terms linked to business objects.

• /data-engineering-knowledge-capture:dekc-grade

  Grade DEKC reverse-engineering with rubrics and adversarial skeptics

• /data-engineering-knowledge-capture:dekc-index

  Refresh, inspect, or drop the disposable SQLite/FTS5 knowledge index.

• /data-engineering-knowledge-capture:dekc-init

  Scaffold a DEKC knowledge bundle with medallion catalogs.

• /data-engineering-knowledge-capture:dekc-land-data

  Plan landing new data using the DEKC second brain

• /data-engineering-knowledge-capture:dekc-lineage

  Extract and materialize data lineage paths and mermaid diagrams.

• /data-engineering-knowledge-capture:dekc-plan

  Breadth-first RE plan. Map scan roots, rank areas, emit checklists. Pause before specialist fan-out.

• /data-engineering-knowledge-capture:dekc-platform

  Capture lakes, marts, catalogs, streams, storage, DQ rules

• /data-engineering-knowledge-capture:dekc-retrieve

  Query-time retrieval. Spawn data-retriever; parent keeps a summary card only.

• /data-engineering-knowledge-capture:dekc-search

  Full-text search over the DEKC knowledge bundle (AND terms, type filters).

• /data-engineering-knowledge-capture:dekc-second-brain

  Query DEKC second brain with design intent (report, land-data, metric, impact)

• /data-engineering-knowledge-capture:dekc-semantic

  Capture semantic models, metrics, dashboards, reports.

• /data-engineering-knowledge-capture:dekc-session

  Open or close an isolated second-brain write session (worktree + PR).

• /data-engineering-knowledge-capture:dekc-walk

  Walk a data lake/warehouse filesystem and capture tables, SQL, DAX, parquet datasets.

Subagents (25)

• adf-scout

  Thin Azure Data Factory specialist. Spawn only when the RE plan lists orch-adf.

• airflow-scout

  Enrich Airflow DAGs after the deterministic walk. Spawn only when the RE plan lists orch-airflow.

• business-skeptic

  Adversarial DEKC subagent that grades business objects and glossary fidelity. Rejects vacuous definitions and gold tables without promotion. Uses business-fidelity rubric.

• composer-scout

  Thin Cloud Composer specialist. Spawn only when the RE plan lists orch-composer.

• coverage-skeptic

  Adversarial DEKC subagent that challenges structural coverage — phantom tables, wrong medallion layers, schemas without children, index staleness. Feeds re-adversary-judge.

• cron-loader-scout

  Thin cron / K8s CronJob loader specialist. Spawn only when the RE plan lists orch-cron.

• data-lake-walker

  Primary DEKC Orchestrator for walking data lakes/warehouses. Spawns producer workers, then adversarial skeptics and re-adversary-judge with rubrics before accepting reverse-engineering results. For multi-cloud RE (Fabric/AWS/GCP), prefer reverse-engineering-orchestrator.

• data-retriever

  Retrieve DEKC data-plane context without contaminating the parent. Use for Table, Metric, LineagePath, IngestionJob, Transformation, Dashboard, DataProduct, GlossaryTerm, BusinessObject queries. Search, score fit, pack, optionally deepen/lineage. Returns a summary card only.

• dbt-elt-scout

  Enrich dbt projects after the deterministic walk. Spawn only when the RE plan lists elt-dbt.

• dq-scout

  Capture cheap DQRule markers (GE / Soda / dbt tests). Spawn only when the RE plan lists dq.

• duckdb-scout

  Capture/enrich DuckDB files and SQL. Spawn only when the RE plan lists duckdb.

• fabric-pipeline-scout

  Enrich Fabric pipelines/notebooks from export JSON. Spawn only when the RE plan lists orch-fabric.

• glue-job-scout

  Enrich Glue job scripts after the deterministic walk. Spawn only when the RE plan lists orch-glue.

• layer-auditor

  DEKC health baseline subagent — bronze/silver/gold coverage, orphans, missing promotions, index freshness, validation. Feeds re-adversary-judge; not a substitute for adversarial skeptics.

• lineage-skeptic

  Adversarial DEKC subagent (Judge worker) that attacks lineage edges. Demands SQL/job/config evidence; recommends retracting unproven feeds/transforms_to/promotes_to hops. Uses lineage-integrity rubric.

• lineage-tracer

  DEKC subagent for SQL/DAX/pipeline lineage and medallion promotions (bronze→silver→gold).

• notebook-scout

  Extract SQL from .ipynb and Fabric notebooks. Spawn only when the RE plan lists notebooks.

• re-adversary-judge

  Lead adversarial JudgeAgent for DEKC reverse engineering. Aggregates lineage-skeptic, business-skeptic, stream-job-skeptic, and coverage-skeptic under the reverse-engineering rubric; emits pass/fail, hard fails, and revise list for the orchestrator.

• report-cataloger

  DEKC subagent for dashboards, reports, DAX measures, and BI tool bindings.

• reverse-engineering-orchestrator

  AGER-style Orchestrator for reverse-engineering Azure Fabric, AWS, or GCP (or generic lakes) into DEKC. Plans fan-out, enforces LoopPolicy budgets, and only accepts work that passes adversarial rubric judges. Use for multi-cloud RE, stream/job landing capture, and graded walks.

• schema-scout

  DEKC subagent for discovering schemas, tables, columns, and data contracts in a lake/warehouse. Use when inventorying technical structure.

• semantic-mapper

  DEKC subagent that converts tables/views/queries into business objects with glossary definitions, metrics, and semantic models.

• stepfunctions-scout

  Thin Step Functions ASL specialist. Spawn only when the RE plan lists orch-stepfunctions.

• stream-job-scout

  DEKC Worker that captures streams and jobs which land or transform data (Event Hubs/Kinesis/Pub/Sub, pipelines, Glue, Dataflow, Airflow). Parent domain for orchestration + ELT when the RE plan lists those areas.

• stream-job-skeptic

  Adversarial DEKC subagent that grades stream and job landing capture. Flags missing producers, missing bronze landings, and invented streams on batch-only systems. Uses stream-job-landing rubric.

Hooks (1)

• PostToolUse

  "${CLAUDE_PLUGIN_ROOT}/scripts/dekc-curate.sh"

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