How do I install the Dekc Grade skill?

Run npx skillmds@latest add spillwavesolutions/dekc-grade in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

What does the Dekc Grade skill do?

Grade reverse-engineering quality with automated rubric scores and adversarial judge protocol. Use after walks, before claiming RE complete. It is listed under Coding & Dev Tools on SkillMD.

Is Dekc Grade safe to use?

This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Dekc Grade?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Dekc Grade free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Dekc Grade?

spillwavesolutions (@spillwavesolutions) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Dekc Grade by spillwavesolutions — Agent Skill

Name: Dekc Grade
Author: spillwavesolutions

File contents

DEKC grade (adversarial RE quality)

Automated baseline

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.

# 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)

Spawn lineage-skeptic, business-skeptic, stream-job-skeptic, coverage-skeptic
Aggregate with re-adversary-judge against evaluation/reverse-engineering-rubric.md (threshold 0.75)
On fail → orchestrator revises (capture evidence or retract claims) → re-grade
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

Frequently asked questions

Dekc Grade