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Master skill orchestrator

Skill onfire7777/universal-ai-skills-library/skills/master-skill-orchestrator

Router-first AI skill system for Codex, Claude, Cursor, Hermes, Paperclip, OpenCode, and local AI stacks: search, preflight-route, and load 1,812 skills on demand without duplicating the corpus.

Install
npx -y skills add onfire7777/universal-ai-skills-library --skill master-skill-orchestrator

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The master conductor for all 630+ installed skills. Activates automatically on every task to determine which skills to apply, in what order, and how to combine them. Use on EVERY task — this is the single entry point that ensures the right skills fire at the right time. Covers skill routing, skill composition, skill chaining, conflict resolution between skills, and dynamic re-routing as tasks evolve.

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SKILL.md

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Master Skill Orchestrator

Purpose

You have access to 630+ specialized skills spanning software engineering, UI/UX design, security, privacy, debugging, optimization, reasoning, creativity, planning, branding, color theory, and more. This skill is the conductor — it ensures you never miss a relevant skill, never apply the wrong one, and always combine them optimally.

"A tool is only as good as the craftsman's judgment about when to use it."

Activation Protocol

This skill activates on every task. Before beginning any work, run the Skill Triage Protocol below.


Phase 1: Skill Triage Protocol

When receiving any task, immediately classify it across these dimensions before doing anything else.

Step 1: Task Domain Classification

Identify ALL domains this task touches. Most real tasks span multiple domains.

DomainSignal WordsPrimary Skill Clusters
Frontend DevelopmentReact, UI, component, layout, CSS, Tailwind, responsivefrontend-design, react-best-practices, shadcn-ui-official, composition-patterns, next-best-practices
UI/UX Designdesign, user experience, usability, accessibility, interactionui-ux-pro-max, impeccable-frontend-design, top-design, ux-audit, interaction-design, wondelai-refactoring-ui
Visual Designcolor, typography, branding, logo, visual, aestheticcolor-palette, graphic-design, logo-designer, brand-analyzer, wondelai-web-typography
Backend DevelopmentAPI, server, database, auth, microservices, architecturearchitecture-patterns, api-design, microservices-patterns, fastapi-templates, auth-patterns
DatabaseSQL, query, schema, migration, PostgreSQL, MySQLdatabase-design-patterns, sql-optimization, postgresql-skills, mysql-skills, simota-tuner
Securityauth, encryption, vulnerability, OWASP, pentest, hardeningowasp-security, semgrep-code-security, tob-* skills, secure-coding, encryption-*
PrivacyGDPR, PII, consent, data protection, complianceprivacy-* skills, gdpr-* skills, pii-detection, differential-privacy
Testingtest, TDD, coverage, E2E, unit, integration, QAtest-driven-development, tyler-*-testing, playwright-testing, cypress-testing
Debuggingbug, error, crash, fix, investigate, root causesystematic-debugging, interactive-debugger, simota-scout, simota-specter, simota-rewind
Performanceslow, optimize, speed, cache, profiling, lighthousesimota-bolt, tlc-perf-*, web-quality-*, cloudflare-web-perf
DevOps/CIdeploy, pipeline, Docker, Kubernetes, GitHub Actionsdeployment-pipeline-design, github-actions, vercel-deploy
Planningplan, roadmap, sprint, requirements, scope, estimatestrategic-planning-engine, pm-roadmap-planning, pm-prd-development, writing-plans
Reasoningthink, analyze, decide, evaluate, compare, assessmeta-thinking-engine, thinking-model-router, thinking-* models
Creativitybrainstorm, innovate, ideate, create, design, explorecreative-connections-engine, lyn-brainstorm-diverge, thinking-lateral
Documentationdocument, README, ADR, spec, API docslyn-adr-architecture, openapi-spec, code-documenter

Step 2: Task Complexity Assessment

ComplexityCharacteristicsSkill Approach
Simple (1 domain, clear solution)Single file change, known pattern, quick fixRoute to 1-2 primary skills
Moderate (2-3 domains, some ambiguity)Feature implementation, design + code, multi-fileRoute to 3-5 skills in sequence
Complex (4+ domains, significant ambiguity)Full-stack feature, architecture decision, new systemRoute to 5-10 skills, use Skill Composition Protocol
Wicked (many domains, high uncertainty, novel)Greenfield project, major refactor, system redesignFull orchestration with all phases below

Step 3: Task Phase Classification

Every task moves through phases. Different skills apply at different phases.

PhasePurposeKey Skills to Activate
UnderstandClarify what's being asked, identify constraintsmeta-thinking-engine (Layer 2: Pre-Reasoning Audit), pm-problem-statement, pm-problem-framing
PlanDesign the approach, break down workstrategic-planning-engine, writing-plans, thinking-model-router, pm-epic-breakdown
ResearchGather information, evaluate optionslyn-environmental-foresight, reasoning-tools-kb, lyn-bayesian-calibration
DesignMake architectural and design decisionsarchitecture-patterns, frontend-design, ui-ux-pro-max, lyn-adr-architecture
ImplementWrite the codeDomain-specific skills (React, backend, database, etc.)
VerifyTest, review, validateverification-before-completion, test-driven-development, code-review-excellence, ux-audit
ReflectLearn from the processlyn-reviews-retros, meta-thinking-engine (Layer 5: Self-Correction)

Phase 2: Skill Selection Rules

The Priority Stack

When multiple skills could apply, use this priority ordering:

  1. Safety-critical skills first. If the task involves user data, auth, or security, ALWAYS activate security and privacy skills before implementation skills. Never ship insecure code because you were focused on features.

  2. Design skills before implementation skills. Think before you code. Activate architecture-patterns, frontend-design, or ui-ux-pro-max before react-best-practices or composition-patterns.

  3. Thinking skills before domain skills. When facing ambiguity, activate meta-thinking-engine or thinking-model-router before jumping into domain-specific work.

  4. Quality skills after implementation skills. After writing code, activate code-review-excellence, verification-before-completion, testing skills, and ux-audit.

  5. Reflection skills last. After delivery, activate lyn-reviews-retros to capture learnings.

Conflict Resolution

When two skills give contradictory guidance:

Rule 1: Specificity wins. A skill designed for exactly this scenario beats a general-purpose skill. react-best-practices beats frontend-design on React-specific questions.

Rule 2: Safety wins ties. When specificity is equal, the more conservative/secure recommendation wins.

Rule 3: Evidence wins opinion. A skill backed by data or research beats one based on convention.

Rule 4: Escalate to meta-thinking. When you can't resolve the conflict, activate meta-thinking-engine to reason about which skill's guidance is more applicable.


Phase 3: Common Task Patterns

Pattern: "Build a Full-Stack Feature"

Skill chain: pm-problem-statementpm-prd-developmentarchitecture-patternsfrontend-design + ui-ux-pro-maxreact-best-practices + shadcn-ui-officialapi-design + database-design-patternsowasp-securitytest-driven-developmentverification-before-completion

Pattern: "Fix a Bug"

Skill chain: systematic-debuggingsimota-scout (root cause) → simota-specter (if concurrency) OR simota-rewind (if regression) → domain-specific implementation skill → test-driven-development (write regression test) → verification-before-completion

Pattern: "Design a UI"

Skill chain: pm-problem-statementui-ux-pro-maximpeccable-frontend-designcolor-palettewondelai-web-typographyresponsive-designinteraction-designfrontend-designreact-best-practices + shadcn-ui-officialaccessibility-testingux-audit

Pattern: "Make a Strategic Decision"

Skill chain: meta-thinking-enginethinking-model-router → selected thinking model(s) → lyn-bayesian-calibrationthinking-red-teamthinking-pre-mortemlyn-reviews-retros

Pattern: "Plan a Project"

Skill chain: strategic-planning-enginepm-product-strategypm-roadmap-planningpm-epic-breakdownpm-user-story-mappinglyn-project-risk-registerthinking-pre-mortemlyn-stakeholders-org

Pattern: "Optimize Performance"

Skill chain: simota-bolttlc-perf-lighthouseweb-quality-performancecloudflare-web-perfsimota-tuner (if DB) → sql-optimization (if DB) → domain-specific implementation → verification-before-completion

Pattern: "Security Review"

Skill chain: owasp-securitysemgrep-code-securitytob-codeql-analysissecure-codingauth-patternsencryption-* (as needed) → stride-threat-modelcontinuous-security-validation

Pattern: "Creative Brainstorm"

Skill chain: creative-connections-enginelyn-brainstorm-divergethinking-lateralthinking-first-principlesthinking-scamperlyn-synthesis-analogypm-opportunity-tree


Phase 4: Dynamic Re-Routing

Tasks evolve. What starts as "build a feature" may reveal a "fix a bug" or "redesign the architecture." Monitor for these re-routing signals:

SignalRe-Route To
"This is more complex than I thought"Activate strategic-planning-engine, break down further
"I'm not sure what the user wants"Activate pm-problem-statement, pm-discovery-process
"The existing code is a mess"Activate jeffallan-spec-miner, jeffallan-legacy-modernizer
"I'm stuck"Activate meta-thinking-engine (Layer 6: Meta Mode), thinking-model-router
"This has security implications"Immediately activate owasp-security, semgrep-code-security
"The design doesn't feel right"Activate ux-audit, lyn-design-evaluation, ui-ux-pro-max
"Performance is bad"Activate simota-bolt, tlc-perf-lighthouse
"I keep going in circles"Activate meta-thinking-engine (Self-Correction Protocol), block-rp-why

Phase 5: Skill Stacking Rules

Some skills are force-multipliers when combined. These combinations are greater than the sum of their parts.

CombinationSynergy
meta-thinking-engine + thinking-model-routerMetacognition selects the right thinking mode, router selects the right model within that mode
frontend-design + ui-ux-pro-max + color-paletteDesign principles + 99 UX rules + scientifically-generated color palettes
owasp-security + semgrep-code-security + tob-codeql-analysisThree layers of security analysis: guidelines + automated scanning + deep static analysis
strategic-planning-engine + pm-roadmap-planning + lyn-project-risk-registerStrategy + execution plan + risk management
creative-connections-engine + thinking-lateral + lyn-synthesis-analogyBisociation + lateral thinking + cross-domain analogy = maximum creative output
systematic-debugging + simota-scout + interactive-debuggerMethodology + root cause analysis + live debugging tools
test-driven-development + code-review-excellence + verification-before-completionWrite tests first + review quality + final verification = zero-defect delivery

Anti-Patterns

Skill Overload: Don't activate 20 skills for a simple task. Match skill count to complexity.

Skill Tunnel Vision: Don't only use skills from one domain. A "frontend task" might need security, accessibility, and performance skills too.

Skill Cargo Culting: Don't follow a skill's guidance blindly when it doesn't fit the context. Use meta-thinking-engine to evaluate applicability.

Skill Skipping: Don't skip the verification and reflection phases because you're in a hurry. They're where the most value is captured.

Keep looking

Skills are one crate of 328,083. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.