experience-library
Capture task outcomes, score performance, and derive rules as token priors for continual learning without model weight changes. Use for post-task feedback, experience capture, pattern extraction, and learning f...
Discover devops llm ai skills, compare source repositories and read the instructions for each workflow.
Capture task outcomes, score performance, and derive rules as token priors for continual learning without model weight changes. Use for post-task feedback, experience capture, pattern extraction, and learning f...
Meta-skill to generate new Claude Agent Skills from natural-language descriptions. Use when creating skills, building custom workflows, generating new capabilities, or extending Claude's functionality. Outputs...
Route tasks to small model by default, escalate to large model only on low confidence detection, achieving 87% faster learning and 10-30x cost reduction while maintaining accuracy. Use for cost optimization, co...
Extract lessons from task failures using Reflector agent, merge insights via Curator pattern, achieving 10% accuracy improvement without context collapse. Use for post-failure analysis, lesson extraction, self-...
Auto-detect and load minimal context from Skills folders using progressive disclosure, trimming 1400 tokens from system prompt through metadata-first loading. Use when optimizing token usage, managing multiple...
Convert repeated tasks into versioned skills, track performance gaps, and iteratively polish through Git version control. Use for identifying repeated patterns, improving skill consistency, tracking skill evolu...
Orchestrate the SFH-OS fractal horn design pipeline. Use when the user wants to design a horn, run the full pipeline, manage iterations, or resolve conflicts between acoustic and manufacturing requirements. Thi...
Intelligent test generation from components, functions, and APIs
Local cloud server providing API access to skills and files for Claude.ai
Model Context Protocol server exposing AI Factory tools to Claude Desktop
Stream Deck integration assistant for VSCode. Create, manage, and organize Stream Deck profiles, buttons, snippets, and scripts. Helps build productivity workflows for developers using Stream Deck with Claude C...
Verify Stockfish WASM integration patterns. Use when working with engine code, UCI commands, or move analysis to ensure correct async patterns and error handling.
Master the art of creating effective AI agent personas for Jules. Learn how to design role-specific prompts that guide Jules to execute tasks with precision, following best practices, and maintaining project st...
Delegate asynchronous coding tasks to Jules (Google's AI coding agent) to maximize efficiency. Use for code reviews, refactoring, adding tests, bug fixes, and documentation. Proactively suggest Jules delegation...
Create semantik plugins (connectors, embeddings, chunkers, rerankers, extractors, agents). Use when developing plugins, creating new integrations, or asking about plugin patterns, protocols, or testing.
Create semantik plugins (connectors, embeddings, chunkers, rerankers, extractors, agents). Use when developing plugins, creating new integrations, or asking about plugin patterns, protocols, or testing.
Create and manage repo-local work artifacts for a user “task request” by generating `.artifacts/artifacts/{request_id}/` with `plan.md`, `todo.md`, and `walkthrough.md`, then indexing completed work into Chroma...
Patterns for building AI chatbot frontends using OpenAI ChatKit with Next.js App Router, including custom backend integration via ChatKit Python SDK.
Patterns for building AI-powered chatbot backends using OpenAI Agents SDK with MCP (Model Context Protocol) server integration in FastAPI applications. Supports both standalone MCP servers and function tools.
Create and run Ralph loops for structured AI-driven development. Triggered by "create a ralph loop for X" or "ralph plan for X". Uses interview to clarify requirements, expert review via rp-cli, creates phased...
Use this skill when working with project tracking - creating initiatives, todos, ideas, logging sessions, or recording decisions. Activates when user mentions projects, tasks, initiatives, or planning.
Use when brainstorming ideas, stuck on a problem, exploring alternatives, or needing creative input - provides structured creativity methods (SCAMPER, Six Hats, Mind Map), Multi-Agent parallel thinking, and con...
Provides feedback and suggestions for improving AI context files (CLAUDE.md, context.md, commands, agents, references). Use when discussing context engineering, reviewing AI instructions, or optimizing template...
Comprehensive context and token usage management for Claude Code. Use this skill when working with large codebases, managing context window budget, optimizing file loading strategies, or when responses indicate...
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.