Skill UI

Helps developers answer codebase questions by leveraging the `.understand-anything/knowledge-graph.json` graph; walks through project metadata, nodes, edges, and layers to explain dependencies and contexts.

Launches an interactive web dashboard designed to visualize the comprehensive knowledge graph of an entire codebase. By mapping out dependencies, relationships, and structural components, this tool provides developers with a high-level, graphical understanding of complex projects. It is invaluable for onboarding new team members, undertaking large-scale refactoring, or debugging intricate system architectures.

Provide step-by-step explanations of specific files, functions, or modules, leveraging the understand-explain workflow to map graph context, layer placement, internal structure, and data flow for developers needing deep clarity.

Creates a comprehensive onboarding guide for new teammates by extracting project context from the knowledge graph, layering architecture descriptions, guiding tours, and highlighting complex files so newcomers can ramp up quickly.

Assesses enterprise readiness for post-quantum cryptography migration by inventorying quantum-vulnerable algorithms, validating hybrid TLS with X25519MLKEM768, and checking CRYSTALS-Kyber/Dilithium plus oqs-provider OpenSSL agility before transition.

This skill provides a comprehensive framework for validating the integrity and recoverability of critical data backups. It goes beyond simple file checks by implementing cryptographic hash verification (SHA-256), simulating automated restore tests in isolated environments, detecting silent data corruption (bit rot), and scanning for signs of ransomware artifacts. It is crucial for ensuring data reliability against cyberattacks and hardware failures, adhering to standards like NIST CSF.

Craft reusable Manim explainers for technical concepts, graphs, and product walkthroughs, focusing on structured storyboards, precise motion, and handoffs to the ECC video stack when polish is needed.

Accelerates CPU-bound Python workflows by translating NumPy, pandas, ML, graph, image, simulation, and IO code into NVIDIA GPU kernels using CuPy, Numba CUDA, Warp, cuDF/cuML/cuGraph, KvikIO, cuSpatial, and RAFT for dramatic speedups.

Hunt for threats in AWS environments by leveraging Detective behavior graphs, correlated GuardDuty findings, and automated entity timelines spanning IAM users, EC2 instances, and IP addresses to streamline cloud-native incident investigations.

Extracts business domain knowledge from a codebase, optionally reusing an existing knowledge graph, and generates an interactive horizontal flow graph for dashboard visualization, with lightweight scanning and validation steps.

Guides building production-ready user interfaces with thoughtful component architecture, consistent spacing, typography, color, and accessibility standards while avoiding generic AI aesthetics and over-configured patterns.

Guidance for Go security engineers covering injection, cryptography, filesystem, network, secrets, memory safety, and logging so audits or coding efforts stay defense-in-depth aware.