Understand Anything Files

What's New

/understand-knowledge — Knowledge Base Analysis

New skill for analyzing Karpathy-pattern LLM wiki knowledge bases. Detects raw sources and wiki markdown with wikilinks, then produces interactive knowledge graphs with entity extraction, implicit relationships, and topic clustering across five phases (DETECT → SCAN → ANALYZE → MERGE → SAVE).

Comes with two new agents:

• article-analyzer — extracts implicit knowledge from wiki articles: entities (people, tools, papers), claims (decisions, assertions), and semantic edges (builds_on, contradicts, exemplifies, authored_by, cites)
• assemble-reviewer — post-merge quality reviewer that recovers dropped nodes/edges, remaps unknown types, and verifies cross-batch consistency

A dedicated KnowledgeGraphView dashboard component provides force-directed visualization with search, tour highlighting, and relationship-typed edge styling.

.understandignore Support

User-configurable file exclusion for /understand analysis:

• IgnoreFilter — runtime filtering with hardcoded defaults (node_modules, build outputs, lock files, binaries) plus layered .understandignore files from .understand-anything/ and project root
• IgnoreGenerator — auto-generates a starter .understandignore by parsing your existing .gitignore and detecting project directories
• New Phase 0.5 in the /understand workflow pauses for user confirmation after generating the ignore file

/understand Pipeline Improvements

• Subdomain graph merging (Phase 0) — merges multiple domain-specific graphs into one unified graph with deduplication
• Batch graph merging — new Python script with ID normalization, complexity mapping, and detailed fix reports
• Incremental updates — structural fingerprinting with --auto-update / --no-auto-update flags
• Language/framework context injection for architecture analysis
• Expanded review paths — inline validation vs. full LLM review via --review

Schema & Type Expansion

• Node types expanded from 13 → 21 (added domain, flow, step, article, entity, topic, claim, source)
• Edge types expanded to 35 covering structural, behavioral, data flow, dependency, semantic, infrastructure, domain, and knowledge relationships
• Type aliases for flexible input (func → function, doc → document, etc.)

Project Scanner Improvements

• Now handles non-code files (configs, docs, infrastructure, data) with explicit fileCategory assignment
• Deterministic script-based file discovery with improved language and framework detection

Documentation & Internationalization

• Korean (README.ko-KR.md) and Spanish (README.es-ES.md) README translations
• Animated showcase GIFs for structural and domain views
• Multi-platform badges (Codex, Copilot, Gemini CLI, OpenCode)

Fixes

• Dashboard URL now includes access token
• Connected edges highlight correctly on node selection
• Stable layout and scoped infrastructure filter in graph view
• Marketplace JSON schema validation fixes
• Edge weight coercion for graph merge scripts