GitHub
root-cause-tracing
Use when errors occur deep in execution and you need to trace back to find the original trigger - systematically traces bugs backward through call stack with quantitative tracking, adding instrumentation when n...
Skills IA Contenu et médias
Découvrez les skills Contenu et médias, comparez leurs dépôts et consultez leurs instructions.
Catégories: Contenu et médias
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GitHub
context-restoration
Restore previous session state from Serena MCP checkpoints. Retrieves checkpoint by ID or auto-selects most recent, deserializes context, restores command/skill/phase/wave state. Use when: resuming after contex...
GitHub
spec-analysis
8-dimensional quantitative complexity analysis with domain detection. Analyzes specifications across structural, cognitive, coordination, temporal, technical, scale, uncertainty, dependency dimensions producing...
GitHub
testing-claude-plugins-with-python-sdk
Use when testing Claude Code plugins programmatically, building SDK applications, encountering plugin loading failures (plugins array empty), getting AttributeError on message.type, or needing verified Claude A...
GitHub
confidence-check
5-check quantitative validation ensuring 90% confidence before implementation. Prevents wrong-direction work through systematic verification: duplicate check (25%), architecture compliance (25%), official docs...
GitHub
forced-reading-auto-activation
Use automatically when prompts exceed 3000 characters, files exceed 500 lines, or large files are referenced - enforces complete line-by-line reading protocol with quantitative comprehension verification before...
GitHub
shannon-execution-verifier
Comprehensive post-build verification of Shannon Framework's application outputs using three-layer methodology: Flow Verification (execution trace analysis), Artifact Verification (physical output inspection),...
GitHub
functional-testing
Enforce NO MOCKS testing philosophy with real systems. Iron Law: no mock objects, no unit tests, no stubs. Test with real browsers (Puppeteer MCP), real databases, real APIs. Enforced via post_tool_use.py hook....
GitHub
using-shannon
Use at session start - establishes Shannon Framework workflows including mandatory 8D analysis before implementation, NO MOCKS testing enforcement, wave-based execution for complexity >=0.50, and automatic Sere...
GitHub
systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation with quantitative tracking, pattern analysis, hypothesis testing, imp...
GitHub
test-driven-development
Use when implementing any feature or bugfix, before writing implementation code - write the test first using REAL systems (NO MOCKS), watch it fail, write minimal code to pass; ensures tests actually verify beh...
GitHub
wave-orchestration
True parallel sub-agent coordination with wave-based execution. Analyzes phase dependencies, groups independent phases into waves for parallel execution, allocates agents based on complexity score. Proven 3.5x...
GitHub
task-automation
Orchestrates Shannon's complete workflow: prime → spec → wave. Automates session preparation, specification analysis, and wave execution in one command. Interactive by default with validation gates, --auto for...
GitHub
architecture-evolution-tracking
Track architectural decisions and detect drift from ADRs (Architecture Decision Records). Calculate alignment score (0.00-1.00) showing code-to-design conformance. Auto-detect architectural violations and sugge...
GitHub
goal-management
FLEXIBLE skill for North Star goal tracking with Serena MCP persistence. Parses vague goals into measurable criteria, tracks progress percentages, maintains goal history, integrates with wave execution. Prevent...
GitHub
ios-deploy-usb
Build and deploy iOS app to connected iPhone via USB. Fast deployment (~8-10 seconds) for development iteration. Use when deploying, installing, or building apps to physical iPhone.
GitHub
py-server-logs
View Flask server logs from local or remote server. Shows real-time or recent log entries for debugging. Use when monitoring server activity, debugging issues, or checking server status.
GitHub
android-deploy-usb
Build and deploy Android app to connected device via USB. Fast deployment (~2-5 seconds) using Gradle and ADB. Use when deploying, installing, or building Android apps to physical devices.
GitHub
ui-tap
Trigger UI elements programmatically via HTTP automation. Use when you need to press buttons, interact with UI, or verify UI changes. Invoke with "tap the X button", "press X", "trigger X", or "click X".
GitHub
miso
Implement feature changes by updating pseudocode, platform code, and product code from modified feature markdown files. Use when user asks to "implement features", "run miso", "update implementations", or "sync...
GitHub
ios-stop-app
Stop the iOS app running on connected iPhone. Cleanly terminates the app using SIGTERM. Use when stopping the app for debugging, testing, or cleanup.
GitHub
ios-watch-logs
Start real-time log streaming from connected iPhone to console and file. Shows only app's explicit log messages with [APP] prefix. Use when monitoring app behavior, debugging, or viewing logs.
GitHub
iphone-screen-capture
Start the iPhone screen capture app to mirror a connected iPhone's screen on macOS. Use when the user wants to view their iPhone screen, mirror their device, or start screen capture.
GitHub
update-skill
Update an existing skill based on troubleshooting or improvements discovered during usage. Use when user asks to "update a skill", "improve the skill", "fix the skill instructions", or after resolving issues wi...
Le classement utilise les étoiles du dépôt GitHub indexé. Plusieurs skills peuvent partager ce nombre : ce n’est ni un nombre d’installations ni une note de qualité.