Skip to main content
Run any Skill in Manus
with one click
GitHub repository

aura-frog

aura-frog contains 56 collected skills from nguyenthienthanh, with repository-level occupation coverage and site-owned skill detail pages.

skills collected
56
Stars
22
updated
2026-06-10
Forks
3
Occupation coverage
14 occupation categories · 100% classified
repository explorer

Skills in this repository

agent-detector
software-developers

CRITICAL: MUST run for EVERY message. Detects agent, complexity, AND model automatically. Without this, tasks route to wrong agents and use wrong models, degrading quality and wasting tokens.

2026-06-10
problem-solving
management-analysts-131111

5 techniques for different problem types. Use when stuck or facing complex challenges.

2026-06-10
sequential-thinking
management-analysts-131111

Structured thinking process for complex analysis. Supports revision, branching, and dynamic adjustment.

2026-06-10
angular-expert
web-developers

Angular 17+ gotchas and decision criteria. Covers signals vs observables, standalone patterns, and common pitfalls Claude gets wrong.

2026-05-15
api-designer
software-developers

Designs RESTful APIs with endpoint naming, versioning strategies (URL path, header-based), pagination (offset and cursor), error response schemas, and OpenAPI conventions. Use when the user asks about REST API design, creating endpoints, URL structure, API versioning, status codes, Swagger, or OpenAPI specs.

2026-05-15
bugfix-quick
software-developers

Fast bug fixes with root cause investigation + TDD. Enforces 'no fix without root cause' discipline and verification protocol. Without this skill, fixes are applied at symptoms instead of sources, and bugs return.

2026-05-15
chain-of-verification
software-quality-assurance-analysts-and-testers

Draft → generate verification questions → answer independently via tools → revise. Catches hallucinated facts in reports and reviews. MANDATORY for Phase 4 security/test claims. Paper: Dhuliawala et al. 2023.

2026-05-15
code-reviewer
software-quality-assurance-analysts-and-testers

6-aspect structured code review (security, architecture, error handling, test gaps, type safety, simplification) with calibrated scoring and per-aspect breakdown. Use when the user asks to review code, check a PR, review a pull request, audit changes before merge, or give code feedback.

2026-05-15
code-simplifier
software-developers

Detect and simplify overly complex code. Apply KISS principle - less is more.

2026-05-15
conflict-detector
software-developers

L1-L4 conflict detection between a proposed T4 task and pending-confirm sibling tasks. L1 (file overlap) + L2 (function/region overlap) ship in v3.7.0-beta.2 as deterministic bash. L3 (semantic LLM) + L4 (architectural LLM) are stubbed for v3.7.0-rc.1.

2026-05-15
deep-debugging
software-developers

Systematic debugging protocol for bugs that resist quick fixes. Use bisection, hypothesis trees, and scientific method when a bug isn't obvious from the stack trace. Goes beyond bugfix-quick for production-grade root cause analysis.

2026-05-15
design-expert
graphic-designers

UI/UX design expertise — component design, design system selection, responsive layout. Includes auto-detection from package.json and Context7 integration for library docs.

2026-05-15
documentation
teachers-and-instructors-all-other

Create Architecture Decision Records (ADRs) and Runbooks for operational documentation.

2026-05-15
extension-detector
software-developers

Detects when a new project-level skill / rule / command would reduce friction. Asks the user for confirmation before creating anything. NEVER writes plugin-level files — only `.claude/skills/`, `.claude/rules/`, `.claude/commands/` in the user's project.

2026-05-15
failure-classifier
software-quality-assurance-analysts-and-testers

Classifies execution failures into F1-F5 (transient/local-logic/local-design/story-level/architectural). Outputs JSON with class, confidence, evidence, and recommended action. Deterministic rule-based classifier; no LLM call.

2026-05-15
flutter-expert
software-developers

Flutter/Dart gotchas and decision criteria. Covers Riverpod vs BLoC, widget optimization, and platform-specific pitfalls.

2026-05-15
framework-expert
software-developers

Unified framework expertise bundle. Lazy-loads relevant framework patterns (React, Vue, Angular, Next.js, Node.js, Python, Laravel, Go, Flutter, Godot) based on detected tech stack.

2026-05-15
git-workflow
software-developers

Token-efficient git operations with security scanning and auto-split commits

2026-05-15
git-worktree
computer-occupations-all-other

Auto-create git worktrees for workflows. Isolate changes, merge on success, discard on failure.

2026-05-15
go-expert
software-developers

Go gotchas and decision criteria. Covers error handling patterns, concurrency pitfalls, and interface design.

2026-05-15
laravel-expert
software-developers

Laravel/PHP gotchas and decision criteria. Covers N+1 prevention, Eloquent traps, and migration safety.

2026-05-15
lazy-agent-loader
software-developers

Load agent definitions on-demand to reduce context usage. Only loads full agent when needed.

2026-05-15
learning-analyzer
data-scientists-152051

Analyze collected learning data from Supabase to identify success patterns, failure patterns, optimization opportunities, and agent performance trends.

2026-05-15
mcp-security-auditor
information-security-analysts

On-demand audit of MCP usage. Reads .aura/security/mcp-audit.jsonl, surfaces blocked calls, rate-limit hits, suspicious input patterns. Companion to mcp-call-gate hook (which produces the audit log).

2026-05-15
migration-helper
database-administrators

Guide safe database and code migrations with zero-downtime strategies.

2026-05-15
monorepo
software-developers

Detect and navigate monorepos correctly. Use when working with repos containing multiple packages (pnpm/yarn/npm workspaces, Turborepo, Nx, Lerna). Ensures commands run in correct package scope, dependencies are routed properly, and cross-package changes are coordinated.

2026-05-15
nextjs-expert
web-developers

Next.js 14+ gotchas and decision criteria. Covers server/client boundary, caching strategy, and data fetching patterns Claude commonly gets wrong.

2026-05-15
nodejs-expert
software-developers

Node.js gotchas and decision criteria. Covers async pitfalls, Express/NestJS patterns, and common mistakes.

2026-05-15
perf-profiling
software-developers

Systematic performance profiling and optimization. Use when performance issues are reported or suspected. Measure first, optimize second. Applies Pareto principle — find the 20% of code causing 80% of slowness, fix that, not the rest.

2026-05-15
performance-optimizer
software-developers

Identifies and resolves performance bottlenecks across frontend (Core Web Vitals, code splitting, lazy loading), backend (N+1 queries, async processing), and database (EXPLAIN ANALYZE, indexing strategies) layers. Use when the user reports slow code, latency issues, memory leaks, needs to speed up an application, or wants to benchmark and profile performance.

2026-05-15
permanent-memory-loader
software-developers

Loads permanent_memory.md summary lines (≤120 always-loaded tokens, hard cap 200). Surfaces durable wisdom from past Epics into the current session. Silent if .claude/memory/ does not exist.

2026-05-15
phase1-lite
computer-and-information-systems-managers-113021

Ultra-compact Phase 1 requirements output. HARD CAP: 500 tokens.

2026-05-15
plan-archivist
software-developers

Compresses a completed plan-tree branch into .claude/plans/archive/{NODE_ID}.summary.md. Removes the original node files (preserved by checkpoint history). Reduces always-loaded surface area as features ship.

2026-05-15
plan-loader
project-management-specialists

Loads minimum hierarchical plan context (.claude/plans/) for current execution focus. Auto-invokes every session when plans exist. Stays under 800 always-loaded tokens regardless of plan tree size.

2026-05-15
plan-orchestrator
project-management-specialists

Route hierarchical-planning intents to the correct backing script. Use when the user invokes /aura-frog:plan (with or without subcommand), mentions plan verbs (expand/next/replan/promote/archive/freeze/thaw/undo/status/conflicts), or types a plan-vocabulary bare word with .claude/plans/active.json present. Owns verb table, intent classifier, and 3-stage routing pipeline.

2026-05-15
plan-validator
software-developers

On-demand plan-tree validator. Runs all 8 invariants from spec §6.7 (parent existence, children integrity, no orphans, valid status, monotonic revision, test_ref existence, DAG no-cycles, freeze_reason). Refuses commits on violations.

2026-05-15
preflight-validator
software-quality-assurance-analysts-and-testers

On-demand wrapper over scripts/preflight/run-all.sh. Runs Tier 1 bash linters against a file, command, or arbitrary content. Returns 0 pass / 1 warn / 2 fail. Used by /aura-frog:preflight check and contributors authoring custom hooks.

2026-05-15
project-context-loader
computer-systems-analysts

Load project conventions and generate session context. Use EXPLICITLY when needed, not automatically.

2026-05-15
prompt-evaluator
market-research-analysts-and-marketing-specialists-131161

Evaluate how you use Claude Code — analyze prompt patterns, feature utilization, and get improvement suggestions. Trigger: /prompts:evaluate, prompt analysis, usage evaluation, how am I using Claude

2026-05-15
python-expert
software-developers

Python gotchas and decision criteria. Covers async pitfalls, FastAPI/Django patterns, and type hint traps.

2026-05-15
Showing top 40 of 56 collected skills in this repository.