MCP App StoreMCP App Store
from claude80
Break complex systems into components, map relationships, and reconstruct optimized configurations to identify bottlenecks, failure points, and redesign opportu
Guides a structured decomposition and reconstruction workflow: define system and goals, decompose into atomic components, analyze properties and interactions, and reconstruct for optimization or simplification. Produces an actionable deliverable with component breakdown, identified bottlenecks, and prioritized recommendations.
Use for architectural reviews, process optimization, cost or reliability analysis, or any situation where a complex system needs to be simplified or redesigned. Not intended for trivial systems or ideation-only tasks.
General-purpose reasoning agents and workflows that support stepwise user interaction, templated outputs, and document generation (most LLM orchestration setups).
Decomposition & Reconstruction is a pure instructional skill (no scripts) that guides agents through breaking complex systems into components, mapping relationships, and reconstructing optimized configurations. The SKILL.md is thorough with 5 clear workflow steps, multiple decomposition strategies (functional, structural, data flow, temporal, cost), 7 reconstruction patterns, and domain-specific examples. No security concerns whatsoever — entirely text-based with no executable code or network activity.
Well-crafted thinking framework skill. Clean security profile. References external resources (template.md, methodology.md, evaluator rubric) but these aren't bundled in the skill record — only linked. Good 'when NOT to use' section shows thoughtful design.
Colorize (Strategic UI Color)
Introduce purposeful color into monochromatic or dull interfaces to improve hierarchy, meaning, and emotional warmth while preserving accessibility.
Canary — Post-Deploy Visual Monitor
Run a short post-deploy monitor that captures screenshots, checks console errors, and compares performance against baselines to detect regressions and page fail
Overnight — Autonomous Long-Running Coding
Orchestrates long-running coding goals: decomposes objectives into atomic tasks, dispatches isolated worktree workers, verifies acceptance criteria, and merges
BK-CI Design Patterns Guide
Practical guide to design patterns used in the BK-CI project (Kotlin/Spring). Covers factory, strategy, singleton, decorator, observer, template method, chain-o
Weekly Retro (Personal Corp)
Run a structured weekly retrospective: gather facts from repos and tools, interview the founder, and turn decisions into canonical files and issues.
Node.js Best Practices
Guidelines and decision-making for Node.js architecture, runtime, async patterns, security, validation, and testing to inform framework and system choices.
Skill Retro
Analyze a session's skill invocations to surface performance issues and recommend or apply improvements using the skill-creator workflow.
AI News Daily
Generate a structured, bilingual daily briefing of the latest AI industry news, model updates, papers, and open-source tools with in-depth technical analysis an