MLOps
模型部署、评估与运维
openrouter
rawveg
OpenRouter API - Unified access to 400+ AI models through one API
ollama
rawveg
Ollama API Documentation
claude-code-agent-patterns
vinnie357
Activate when creating or modifying Claude Code agents with proper architecture patterns, tool selection, and extended context integration
ai-sdk-6-skills
gocallum
AI SDK 6 Beta overview, agents, tool approval, Groq (Llama), and Vercel AI Gateway. Key breaking changes from v5 and new patterns.
summarize
goldengrape
Summarize or extract text/transcripts from URLs, podcasts, and local files (great fallback for “transcribe this YouTube/video”).
optimize-prompt
jbrukh
Optimize a prompt through a critique-compress pipeline with semantic equivalence verification at each stage. Applies think-critically to improve the prompt, then compress-prompt to reduce it, validating that behavior is preserved after each transformation.
ai-cost-optimizer
YuniorGlez
"Master of LLM Economic Orchestration, specialized in Google GenAI (Gemini 3), Context Caching, and High-Fidelity Token Engineering."
write-article
jbrukh
Write accessible, engaging op-ed-style articles in the Brukhman voice, authoritative but conversational, technically grounded, with progressive narrative structure.
gemini-sdk-expert
YuniorGlez
"Senior Architect for @google/genai v1.35.0+. Specialist in Structured Intelligence, Context Caching, and Agentic Orchestration in 2026."
prompt-pro
YuniorGlez
"Senior Prompt Engineer & Agentic Orchestrator. Expert in Reasoning Models (o3), Tree-of-Thoughts, and Structured Thinking Protocols for 2026."
movement-science-stats
jjodx
Statistical quality checklist for movement science and neuroscience research. Auto-triggers when analyzing data, interpreting results, running statistics, writing results sections, or reviewing analysis code. Based on Makin & Orban de Xivry (2019, eLife).
video-understand
jrusso1020
Video understanding and transcription with intelligent multi-provider fallback. Use when: (1) Transcribing video or audio content, (2) Understanding video content including visual elements and scenes, (3) Analyzing YouTube videos by URL, (4) Extracting information from local video files, (5) Getting timestamps, summaries, or answering questions about video content. Automatically selects the best available provider based on configured API keys - prefers full video understanding (Gemini/OpenRouter) over ASR-only providers. Supports model selection per provider.
analyze-prose
bdmorin
You are an expert writer and editor and you excel at evaluating the quality of writing and other content and providing various ratings and recommendations about how to improve it from a novelty, cl...
Networking Essentials
zebbern
The assistant provides comprehensive networking fundamentals including OSI model, TCP/IP, cabling, VLAN configuration, and Cisco router/switch commands. Activate when users ask about "network basics," "OSI model," "TCP/IP addressing," "subnetting," "VLAN configuration," "Cisco commands," or "network infrastructure."
gemini-gen
ttmouse
Generates images using Google's Gemini model. Prioritizes standard resolution to save quota. Automatically opens images on macOS.
gemini-imagegen
drshailesh88
Generate and edit images using the Gemini API (Nano Banana Pro). Use this skill when creating images from text prompts, editing existing images, applying style transfers, generating logos with text, creating stickers, product mockups, or any image generation/manipulation task. Supports text-to-image, image editing, multi-turn refinement, and composition from multiple reference images.
perplexity-search
drshailesh88
Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when conducting web searches for current information, finding recent scientific literature, getting grounded answers with source citations, or accessing information beyond the model's knowledge cutoff. Provides access to multiple Perplexity models including Sonar Pro, Sonar Pro Search (advanced agentic search), and Sonar Reasoning Pro through a single OpenRouter API key.
Knowledge Pipeline Skill
drshailesh88
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metrillm
MetriLLM
Benchmark local LLM models — measures performance (tok/s, TTFT, memory), quality (reasoning, math, coding, instruction following, structured output, multilingual), and computes a hardware fitness verdict. Works with Ollama.
multi-model-writer
drshailesh88
"Unified writing system with intelligent model routing. Default: Claude. Options: GLM-4.7 (cheapest), GPT-4o/mini, Gemini, Grok. Includes browser automation for web interfaces. Cost-aware routing based on task complexity."
openrouter
DimitriGilbert
Expert OpenRouter API assistant for AI agents. Use when making API calls to OpenRouter's unified API for 400+ AI models. Covers chat completions, streaming, tool calling, structured outputs, web search, embeddings, multimodal inputs, model selection, routing, and error handling.
graphics-rendering
pluginagentmarketplace
3D graphics, shaders, VFX, lighting, rendering optimization. Create stunning visuals with production-ready techniques.
bayesian-estimation
James-Traina
Guide for Bayesian estimation and inference in quantitative social science. Use when the user is specifying priors, running MCMC, diagnosing chain convergence, or reporting posterior summaries — including hierarchical models, Bayesian structural models, and small-sample settings where priors regularize. Triggers on "Bayesian estimation", "Bayesian inference", "MCMC", "Markov chain Monte Carlo", "Stan", "PyMC", "NumPyro", "prior", "posterior", "credible interval", "Bayesian structural", "Bayesian BLP", "Bayesian DSGE", "hierarchical model", "random effects Bayesian", "posterior predictive check", "Bayes factor", "prior predictive check", "NUTS", "HMC", "Hamiltonian Monte Carlo", "R-hat", "rhat", "effective sample size", "ESS", "Bayesian calibration", "posterior distribution", "prior elicitation", "weakly informative prior", "brms", "rstanarm", "cmdstanpy", "pymc", "arviz".
config-management
cklxx
配置管理 — 查询/修改 agent 配置参数（YAML 配置文件）。