Start, query, and stop a network-specific TAO inference microservice ({network_arch}-inference-microservice) by delegating container execution to the appropriate platform skill. Handles container image resolution, job-payload JSON construction, and the service registry. Use wh…

Distributed inference for Llama, Qwen, DeepSeek across heterogeneous hardware. Self-hosted distributed inference — scatter requests across macOS, Linux, Wind...

Audit OpenClaw runtime health first, then optimize inference speed and token usage with approval. Use /audit for analyze-only and /optimize for analyze + act...

Run 150+ AI apps (image, video, LLM) via inference.sh CLI.

Open-source first AI inference — GLM-5 as default, Claude as fallback only. Own your inference forever via the Morpheus decentralized network. Stake MOR toke...

Community skill (unofficial) for DigitalOcean Gradient AI Serverless Inference. Discover available models and pricing, run chat completions or the Responses...

Use this skill whenever the user needs to operate a GPU inference cluster — vLLM (OpenAI API + Prometheus /metrics) and Ray Serve / Ray Jobs (Ray dashboard),...

Compare your AI inference costs across providers and test cheaper alternatives with real data. Analyze what you spend on LLM, embeddings, image generation, T...

Estimate LLM inference performance metrics including TTFT, decode speed, and VRAM requirements based on model architecture, GPU specs, and quantization format.

Build and run a Chinese research intelligence radar for LLM inference acceleration, AI infra, model serving, kernels, reproducibility, open-source project si...

Generate images and text using Vultr Inference API. Supports Flux image generation and various LLMs for text. Use when user wants to generate images, artwork...

Local ASR and TTS inference server. Use when the user wants to transcribe audio to text (ASR) or convert text to speech (TTS). Requires a running Willow Infe...

Spatially-routed LLM inference at $0.004/req. Routes to cheapest, greenest energy. 200+ models. OpenAI-compatible. Onchain attestations on Base.

Anonymous LLM inference via L402 micropayments — chat completions, text generation, and model discovery. No API key, no signup, no KYC. Pay per request in sa...

Generate speech from text using Qwen3-TTS via direct Python inference — no server required. Use when: (1) converting text to speech / synthesising audio, (2)...

Start, query, and stop a network-specific TAO inference microservice ({network_arch}-inference-microservice) by delegating container execution to the appropriate platform skill. Handles container image resolution, job-payload JSON construction, and the service registry. Use wh…

Use this skill when the agent needs LLM inference without an API key, persistent memory that survives across sessions, uptime monitoring, exact math, web scr...

Pick the serving stack and per-runtime memory flags (vLLM, SGLang, llama.cpp, TensorRT Edge-LLM) for an LLM/VLM workload on any NVIDIA Jetson.

Route all LLM calls through Astrai for 40%+ cost savings with intelligent routing and privacy controls

Add causal reasoning to agent actions. Trigger on ANY high-level action with observable outcomes - emails, messages, calendar changes, file operations, API calls, notifications, reminders, purchases, deployments. Use for planning interventions, debugging failures, predicting o…

Safely run local `gpu` commands via a guarded wrapper (`runner.sh`) with preflight checks and budget/time caps.

Build and debug Groq API chat and speech workflows with low-latency routing, structured outputs, and production-safe patterns.

Apply semantic ontology rules to knowledge graphs to infer new relationships, class memberships, and properties from explicit ontology definitions. Supports...

Context management for self-hosted LLM backends (llama.cpp, Ollama). Prevents mid-task 503 errors and context overflows caused by VRAM-limited KV caches. Use...

Pick the serving stack and per-runtime memory flags (vLLM, SGLang, llama.cpp, TensorRT Edge-LLM) for an LLM/VLM workload on any NVIDIA Jetson.

Use when calling local AI on this Mac — text generation, embeddings, speech-to-text, OCR, or image understanding. LLM/VLM via oMLX gateway at localhost:8000/...

Indexed by skills.sh from google/skills

Indexed by skills.sh from aj-geddes/useful-ai-prompts

Indexed by skills.sh from aradotso/trending-skills

Indexed by skills.sh from google/skills

Indexed by skills.sh from nvidia/skills

Indexed by skills.sh from nvidia/skills

Indexed by skills.sh from nvidia/skills

Technical assessment on AI development trends in 2026, analyzing limitations of Transformers and exploring SSM, JEPA, active inference, and continuous online...

Evidence-first, stateless consulting skill for LLM inference energy optimization using measured benchmark priors and anti-pattern detection.

Turn your spare GPUs into one inference endpoint. Auto-discovers machines on your network, routes requests to the best available device, learns when your mac...

Local LLM model router for Llama, Qwen, DeepSeek, Phi, Mistral, and Gemma across multiple devices. Self-hosted local LLM inference routing on macOS, Linux, a...

MLX-powered local AI — run LLMs, Stable Diffusion, speech-to-text, and embeddings natively on Apple Silicon via MLX. Ollama uses MLX for LLM inference, mflux...

Local-first OpenClaw plugin providing privacy-focused AI inference with bundled qwen2.5:7b model, intelligent routing, audit logging, and optional cloud fall...

Ollama load balancer for Llama, Qwen, DeepSeek, and Mistral inference across multiple machines. Load balancing with auto-discovery via mDNS, health checks, q...

Set up Actual Computer (actual.inc) inference in Hermes.

llama.cpp local GGUF inference + HF Hub model discovery.

High-throughput LLM inference on NVIDIA GPUs.

Indexed by skills.sh from inference-sh/skills

Switch between LLM models on the Huddle01 GRU gateway. Use this skill whenever the user mentions switching models, changing models, upgrading, downgrading, "...

Join the Hyperspace distributed autonomous intelligence network. Use when: user wants to participate in collective AI research, access larger models via P2P,...

Ollama multimodal model router for Llama, Qwen, DeepSeek, Phi, and Mistral — plus mflux image generation, speech-to-text, and embeddings. Self-hosted Ollama...

Ollama Ollama Herd — multimodal Ollama model router that herds your Ollama LLMs into one smart Ollama endpoint. Route Ollama Llama, Qwen, DeepSeek, Phi, Mist...

Ollama fleet router — herd your Ollama LLMs into one smart endpoint. Route Llama, Qwen, DeepSeek, Phi, Mistral, and Gemma across multiple devices with 7-sign...

Dell Technologies skill. Browse and purchase PCs, servers, monitors, and enterprise infrastructure from the world's No. 1 AI infrastructure provider. Covers...

Theta EdgeCloud API-key-first runtime scaffold with secure command-scoped auth and dry-run safety.

This skill should be used when the user asks to "provision GPU instance",

Technology exploration AI capability: - Conduct comprehensive technical research - Provide predictive insights based on statistical data and trend analysis - Optimize research methodology - Maintain d

On-demand GPU cloud instances for ML training.

vLLM: high-throughput LLM serving, OpenAI API, quantization.

Enables AI agents to interact with AISP (Agent Inference Sharing Protocol) for renting or providing DIEM API capacity. Use when working with diem-marketplace, Venice API keys, USDC escrow, listings, rentals, or when the user wants to rent inference capacity or list API keys.

27-tool AI compute agent — LLM inference, image generation, video generation, text-to-speech, speech-to-text, embeddings, GPU inference, Bittensor decentrali...

Financial management for AI agents. Track LLM inference costs, record confirmed income, manage multi-provider crypto wallets, and compute a Financial Health...

Run 150+ AI apps via inference.sh CLI - image generation, video creation, LLMs, search, 3D, Twitter automation. Models: FLUX, Veo, Gemini, Grok, Claude, Seed...

Batteries-included agent component for React/Next.js from ui.inference.sh. One component with runtime, tools, streaming, approvals, and widgets built in. Cap...

Browser automation for AI agents via inference.sh.

Create AI avatar and talking head videos with OmniHuman, Fabric, PixVerse via inference.sh CLI. Models: OmniHuman 1.5, OmniHuman 1.0, Fabric 1.0, PixVerse Li...

Generate AI images with FLUX, Gemini, Grok, Seedream, Reve and 50+ models via inference.sh CLI. Models: FLUX Dev LoRA, FLUX.2 Klein LoRA, Gemini 3 Pro Image,...

Generate AI music and songs with Diffrythm, Tencent Song Generation via inference.sh CLI. Models: Diffrythm (fast song generation), Tencent Song Generation (...

Generate product descriptions using free AI backends: Ollama (local, offline) or HuggingFace Inference API (free online). Use when creating e-commerce copy w...

Generate AI videos with Google Veo, Seedance, Wan, Grok and 40+ models via inference.sh CLI. Models: Veo 3.1, Veo 3, Seedance 1.5 Pro, Wan 2.5, Grok Imagine...

AI voice generation, text-to-speech, and voice synthesis via inference.sh CLI. Models: Kokoro TTS, DIA, Chatterbox, Higgs, VibeVoice for natural speech. Capa...

Tune AITER's CK GEMM and fused MoE kernels for specific model shapes on AMD GPUs. Covers shape discovery from inference logs, baseline benchmarking, kernel t...

Deploy AI models as PAI-EAS inference services. Supports LLMs (Qwen, Llama), image gen (SD, SDXL), speech synthesis, and more. When to use: deploy models, cr...

Convert Android phones running Termux into local Ollama inference nodes for AI task processing without cloud or special hardware.

On-device speech-to-text (Whisper) + text-to-speech (Qwen3-TTS) CLI. Runs on the Apple Neural Engine (ANE), Apple's low power, dedicated ML inference chip. M...

Remove backgrounds from images with BiRefNet via inference.sh CLI. Model: BiRefNet (high accuracy background removal). Use for: product photos, portraits, e-...

Yijian (一见) is Baidu's specialized vision AI skill for image and video analysis. Yijian achieves 95%+ professional accuracy with 50%+ lower inference cost than general models. Yijian is built for industrial quality inspection, SOP compliance, safety monitoring, and commercial …

Provides advanced actuarial-level biostatistical analyses including Bayesian inference, Monte Carlo simulation, machine learning, survival models, and health...

Decentralized AI inference via Bittensor SN64 (43+ chat models) and SN19 (image gen) plus embeddings — OpenAI-compatible, paid in USDC on Base/Solana via Spraay x402. No Bittensor wallet needed. Censorship-resistant, keyless.

Build a pay-per-inference proxy for Bittensor Chutes AI. Accept USDC payments for decentralized AI inference using x402.

Onboard users to the Bonito AI platform — multi-provider AI routing, managed inference, agent deployment, and multi-agent orchestration. Use when someone wan...

Local KV Cache compression for LLMs using low-rank decomposition and INT8 quantization to reduce GPU memory by 2-4x during inference.

Chat UI building blocks for React/Next.js from ui.inference.sh. Components: container, messages, input, typing indicators, avatars. Capabilities: chat interf...

Analyze a user's MBTI from authorized OpenClaw memory, session history, and workspace notes. Use when the user asks for MBTI analysis, personality inference...

Use Clawrma for web fetch, web search, screenshots, snapshots, and inference, or as a fallback when built-in tools are not configured, blocked, expensive.

Hosted-gateway LLM router — save 67% on inference costs. A local proxy that forwards each request to the blockrun.ai gateway, which routes to the cheapest ca...

Detect systematic inference-level biases in an AI agent's reasoning via Cerebratech CogDx API ($0.10 per call, credits accepted). Use when an agent keeps mak...

Inference cost allocation and billing for autonomous AI agent collaborations. Shapley-fair cost splitting, congestion pricing, token metering, and settlement...

CUDA Ollama — route Ollama LLM inference across NVIDIA GPUs with automatic CUDA load balancing. CUDA Ollama cluster for RTX 4090, RTX 4080, A100, L40S, H100....

Use this skill whenever the user wants to interact with local or remote GPU pods for AI inference tasks. This includes transcribing audio (Whisper/speech-to-...

Set up and maintain an NVIDIA DGX Spark (GB10 Blackwell, 128GB unified memory) as a local LLM inference server running vLLM + LiteLLM + OpenClaw. Use when in...

Create, submit, monitor, and retrieve asynchronous batch AI inference jobs via the Doubleword API using JSONL files for large or cost-sensitive workloads.

Route AI agent compute tasks to the cheapest viable backend. Supports local inference (Ollama), cloud GPU (Vast.ai), and quantum hardware (Wukong 72Q). Use w...

LLM evaluation & inference performance testing via the evalscope CLI. Translates natural language requests into evalscope commands for: (1) Model accuracy ev...

Fortytwo Prime: collective multi-agent inference for high-stakes questions. ALWAYS use when the user says "Ask Fortytwo", "Ask Prime", "ask Fortytwo Prime",...

Token-efficient task orchestration system that delegates work to specialized subordinates while prioritizing system-level solutions over AI inference.

Security audit agent for GEP/EvoMap ecosystem. Scans Gene/Capsule assets using immune-system-inspired 3-layer detection: L1 pattern scan, L2 intent inference...

Control real Android and iOS devices, run apps, take screenshots, and execute on-device inference via Ghost in the Droid MCP server (62 tools).

on-device ML pipeline framework for vision, text, audio, and LLM inference. Cross-platform deployment to Android, iOS, web, desktop, edge devices, and IoT.

Generate videos with Google Veo models via inference.sh CLI. Models: Veo 3.1, Veo 3.1 Fast, Veo 3, Veo 3 Fast, Veo 2. Capabilities: text-to-video, cinematic...

Token usage analytics and budget alerting for the GreenClaw inference proxy. Query spending, set budget alerts, and track savings.