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data-engineering-knowledge-capture

v0.5.3

by SpillwaveSolutions · author: Rick Hightower

Data Engineering Knowledge Capture: schemas, lineage, medallion, semantic models, and glossary into a durable OKF knowledge graph. Multi-host bindings and write isolation.

What data-engineering-knowledge-capture does, in the publisher's words

Git-native second brain for data platforms: schemas, tables, views, queries, SQL/DAX, lineage, medallion layers (bronze → silver → gold), semantic models, dashboards, reports, streams, jobs, business objects, and glossary terms.

DEKC extends Project Knowledge Capture (PKC) and depends on OKF. Multi-agent walk loops are designed with OKF Agent Graph (AGER) so orchestrators, scouts, judges, and synthesizers reverse-engineer real platforms (Azure Fabric, AWS, GCP) into the same portable graph.

Write isolation (worktree + PR) is in docs/ISOLATION.md. Public examples use fictional lumenfield-detector and northstar-console only. Point SECOND_BRAIN_ROOT at a path the human already has. Never hard-code a private remote.

  • Report/dashboard wireframes (PlantUML salt)
  • Architecture, component, activity, state, class, ERD, sequence diagrams (jobs, lakes, models)

From the project README, punctuation lightly normalized · Open the README on GitHub

Skills
21
MCP servers
0
Stars
0
License
MIT
Repo created
2026-08-09
Last pushed
2026-09-12
Publisher type
Organization
Version
0.5.3

Links

Skills · 21

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
dekc-plan
dekc-platform
dekc-retrieve
dekc-search
dekc-second-brain
dekc-semantic
dekc-session
dekc-walk

Descriptions come from the frontmatter of each SKILL.md, punctuation lightly normalized.

Category

Agent Tooling. Assigned by this directory. Agent Plugins 1.0.0 has no category field, so no manifest declares one.

Keywords

data-engineering-knowledge-capture · okf · isolation · agent-plugins · claude-code · grok-build · codex · deep-agents · grok-bot · cursor · worklog · wiki-ticket-sdd

Related by publisher and keywords

  • okf-agent-graphSpillwaveSolutions

    OKF Agent Graph Engineering Runtime (AGER): author multi-agent loop graphs as OKF and reverse-engineer existing agent stacks. Multi-host bindings and write isolation.

  • second-brain-coreSpillwaveSolutions

    Shared foundation for Spillwave ContentPack plugins: OKF schemas, typed edges, deterministic write helpers, progressive-disclosure packing, and write isolation.

  • okf-graph-engSpillwaveSolutions

    OKF graph engine: validate, walk, pack, and impact-analyze Git-native knowledge graphs. Owns Catalog and ContextPack. Domain nouns live in PKC, SAC, DEKC, and AGER.

  • langchain-deep-agents-agerSpillwaveSolutions

    Translate a validated AGER/OKF AgentGraph into a LangChain Deep Agents project (skills from AgentNodes, FilesystemBackend).

  • project-knowledge-captureSpillwaveSolutions

    Project Knowledge Capture: meetings, experiments, decisions, TicketLink/WikiTicket work, and project-memory nouns into a durable OKF knowledge graph. Multi-host bindings and write isolation for shared second brains.

  • system-architecture-captureSpillwaveSolutions

    System Architecture Capture: reverse-engineer services, packages, IaC, CI/CD, IAM, and runtime topology into a durable OKF knowledge graph. Multi-host bindings and write isolation for shared second brains.

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