Understand-Anything — Knowledge Graphs para Savia

SkillDev tools

Use when you need to analyze a codebase with Understand-Anything to generate structural and domain knowledge graphs.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Understand-Anything — Knowledge Graphs para Savia skill

What this skill tells your AI

The instructions your AI receives, as published by gonzalezpazmonica/pm-workspace in .claude/skills/understand-anything/SKILL.md and read by ahel’s review.

Plugin externo Understand-Anything (MIT, TypeScript/pnpm) que analiza codebases via pipeline multi-agente y genera knowledge-graph.json con tres capas:

  • Grafo estructural: archivos, funciones, clases, dependencias
  • Grafo de dominio: procesos de negocio, flujos, steps
  • Grafo de conocimiento: entidades, claims, relaciones (Karpathy-pattern)

Compatible con 13 lenguajes. Dashboard interactivo React con force-directed layout, búsqueda semántica y tours guiados.

Bridge

Savia accede a UA exclusivamente via scripts/ua-bridge.sh:

bash scripts/ua-bridge.sh check          # UA instalado?
bash scripts/ua-bridge.sh analyze [path] # generar knowledge-graph.json
bash scripts/ua-bridge.sh diff --count   # nodos afectados por cambios staged
bash scripts/ua-bridge.sh domain [path]  # extraer conceptos de negocio
bash scripts/ua-bridge.sh dashboard      # lanzar dashboard interactivo
bash scripts/ua-bridge.sh onboard [path] # guía de onboarding

Comandos Savia

ComandoFunción
/ua-analyze [path]Analizar codebase y generar knowledge-graph.json
/ua-domain [path]Extraer dominios de negocio
/ua-diffImpacto de cambios no commiteados
/ua-chat {query}Preguntas sobre el grafo
/ua-dashboardLanzar dashboard interactivo
/ua-onboard [path]Generar guía de onboarding
/ua-installInstalar o actualizar UA plugin

Activación

UA no se instala con Savia. Es opt-in:

# 1. Instalar
bash scripts/ua-install.sh

# 2. Verificar
bash scripts/ua-bridge.sh check

Si check retorna exit 1, todos los comandos degradan gracefully:

  • diff --count → retorna 0
  • analyze → reporta "UA not installed", exit 0
  • no hay crashes

Integración con sistemas Savia

Memory Feed

knowledge-graph.json → memory-agent
  DOMAIN_ENTITY edges → memoria episódica
  DEPENDS_ON edges    → dependencias técnicas
  IMPLEMENTS edges    → funciones → specs/requisitos

CI Gate G16 (WARN, no-blocking)

ua_diff_count=$(bash scripts/ua-bridge.sh diff --count)
[[ $ua_diff_count -gt 50 ]] && echo "WARN: diff impact >50 nodes affected"

Fallback

Si UA no está disponible, usar scripts/knowledge-graph.py:

python3 scripts/knowledge-graph.py .

Produce un grafo reducido compatible con la capa de memoria de Savia.

Cuándo usar

  • Onboarding de proyecto nuevo (>500 ficheros)
  • Análisis de impacto antes de refactoring mayor
  • Extracción de dominio de negocio de codebase legacy
  • Gate de CI para estimar scope de un PR

Cuándo NO usar

  • Proyectos N4b (PM-Only) — el grafo mezcla código y no puede viajar al repo
  • Proyectos pequeños (<100 ficheros) — overhead supera el beneficio
  • Sesiones one-shot sin instalación previa de UA

Referencias

Signals

GitHub stars
50
Forks
12
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
understand-anything
Source
github.com/gonzalezpazmonica/pm-workspace