dekc-grade
Grade reverse-engineering quality with automated rubric scores and adversarial judge protocol.
Skill by SpillwaveSolutions
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/spillwavesolutions-dekc-grade
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/dekc-grade
What's inside
- Skill name
dekc-grade- Description
- Grade reverse-engineering quality with automated rubric scores and adversarial judge protocol. Use after walks, before claiming RE complete.
- License
- MIT
- Instructions
- 40 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# DEKC grade (adversarial RE quality)
## Automated baseline
```bash
python3 "${CLAUDE_PLUGIN_ROOT}/scripts/dekc_grade.py" --repo . --bundle knowledge
python3 "${CLAUDE_PLUGIN_ROOT}/scripts/dekc_grade.py" --repo . --bundle knowledge --json
python3 "${CLAUDE_PLUGIN_ROOT}/scripts/dekc_grade.py" --repo . --bundle knowledge --write
```
Default scores **DEKC nouns only** (29 types). Mixed SAC+PKC brains (~15k Module/Function nodes) will not dominate.
```bash
# Walk-scoped
python3 "${CLAUDE_PLUGIN_ROOT}/scripts/dekc_grade.py" --repo . --bundle knowledge \
--prefix semantic,tables/gold-,reports,dashboards,ingestion
python3 "${CLAUDE_PLUGIN_ROOT}/scripts/dekc_grade.py" --repo . --bundle knowledge --tag fabric-walk-2026-08-24
python3 "${CLAUDE_PLUGIN_ROOT}/scripts/dekc_doctor.py" --repo . --bundle knowledge # DEKC technical
python3 "${CLAUDE_PLUGIN_ROOT}/scripts/dekc_doctor.py" --repo . --bundle knowledge --all # bundle-wide OKF
```
Dict-valued `description` fields (bad YAML / mixed bundles) are coerced; grade does not traceback.
## Adversarial loop (required for acceptance)
1. Spawn **lineage-skeptic**, **business-skeptic**, **stream-job-skeptic**, **coverage-skeptic**
2. Aggregate with **re-adversary-judge** against `evaluation/reverse-engineering-rubric.md` (threshold 0.75)
3. On fail → orchestrator revises (capture evidence or **retract** claims) → re-grade
4. On pass → `dekc_doctor.py` (search/pack refresh the SQLite index themselves)
Orchestrators: **data-lake-walker**, **reverse-engineering-orchestrator**.
## Rubrics
- `evaluation/reverse-engineering-rubric.md`
- `evaluation/lineage-integrity-rubric.md`
- `evaluation/business-fidelity-rubric.md`
- `evaluation/stream-job-landing-rubric.md`From SpillwaveSolutions/data-engineering-knowledge-capture, MIT.
More from SpillwaveSolutions/data-engineering-knowledge-capture
- 0.416score
dekc-index
SpillwaveSolutions
Refresh, inspect, or drop the disposable SQLite/FTS5 knowledge index.
SkillBFreshness: BClaude Code +9 - 0.416score
dekc-search
SpillwaveSolutions
Full-text search over the DEKC knowledge bundle (AND terms, type filters).
SkillBFreshness: BClaude Code +9 - 0.413score
dekc-platform
SpillwaveSolutions
Capture data lakes, data marts, data catalogs, domains, products, streams, storage locations, and data quality rules into the DEKC second brain.
SkillBFreshness: BClaude Code +9 - 0.413score
dekc-land-data
SpillwaveSolutions
Use the DEKC second brain to plan landing new stream or batch data into bronze (and beyond) with sources, jobs, contracts, and lineage.
SkillBFreshness: BClaude Code +9 - 0.413score
dekc-plan
SpillwaveSolutions
Breadth-first reverse-engineering plan — map scan roots and optional exports, rank focus areas, emit deep-dive checklists.
SkillBFreshness: BClaude Code +9 - 0.413score
dekc-design-report
SpillwaveSolutions
Use the DEKC second brain to design a new report/dashboard from existing metrics, gold tables, business objects, and glossary.
SkillBFreshness: BClaude Code +9 - 0.413score
dekc-diagram
SpillwaveSolutions
Capture Mermaid or PlantUML diagrams (architecture, component, activity, state, class, ERD, sequence) and PlantUML wireframes for reports/dashboards into the…
SkillBFreshness: BClaude Code +9 - 0.413score
dekc-retrieve
SpillwaveSolutions
Query-time DEKC retrieval.
SkillBFreshness: BClaude Code +9 - 0.408score
data-engineering-knowledge-capture-deep-agents
SpillwaveSolutions
Bind data-engineering-knowledge-capture for LangChain Deep Agents / Deep Agents Code.
SkillBFreshness: BClaude Code +9 - 0.407score
dekc-lineage
SpillwaveSolutions
Extract and materialize data lineage paths and mermaid diagrams.
SkillBFreshness: BClaude Code +9 - 0.407score
dekc-business-object
SpillwaveSolutions
Promote tables/views to business objects with glossary definitions.
SkillBFreshness: BClaude Code +9 - 0.407score
dekc-context
SpillwaveSolutions
Build progressive-disclosure context packs for a data concept.
SkillBFreshness: BClaude Code +9
Signals
- Stars
- 0
- Forks
- 1
- Open issues
- 2
- Last commit (this folder)
- Aug 30, 2026 (2 months ago)
- Last release
- Sep 12, 2026 (1 month ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from SpillwaveSolutions
- 0.465score
pkc-doctor
SpillwaveSolutions
Run a one-screen health check on a PKC knowledge bundle — broken links, orphans, thin Features, decision conflicts, open Questions, stale…
SkillAFreshness: A★ 1Claude Code +9 - 0.465score
pkc-init
SpillwaveSolutions
Scaffold a Project Knowledge Capture OKF bundle with all PKC catalogs (meetings, experiments, discoveries, decisions, features, …), root index.md, and log.md.
SkillAFreshness: A★ 1Claude Code +9 - 0.465score
pkc-capture-prd
SpillwaveSolutions
Ingest a PRD journey section as Persona, UserJourney, JourneyStage, Scenario, and UserStory concepts, and link them to Features, Epics, and work Stories.
SkillAFreshness: A★ 1Claude Code +9 - 0.465score
pkc-capture-meeting
SpillwaveSolutions
Capture meeting notes into OKF Meeting concepts, extract DecisionRecords, and optionally create WikiTicket action items + TicketLinks.
SkillAFreshness: A★ 1Claude Code +9 - 0.465score
pkc-index
SpillwaveSolutions
Refresh, inspect, or drop the disposable SQLite/FTS5 knowledge index.
SkillAFreshness: A★ 1Claude Code +9 - 0.463score
pkc-capture-discovery
SpillwaveSolutions
Capture research, competitive scans, user findings, and discovery notes as OKF Discovery concepts with source, confidence, and informs links.
SkillAFreshness: A★ 1Claude Code +9
Cite this page
dekc-grade skill. Agent Mart. https://agentmart.dev/skills/spillwavesolutions-dekc-grade (last updated 2026-10-24)