The grand list.
New here? Start with a recipe. Come back here to compare tools.
Runs open models on your own hardware.
17 Model hubsWhere you find and download weights.
9 Models from the channelFeatured on Inside the Machine; check the fit before you download.
6 Coding agentsTurns a model into something that edits your code.
16 General & personal agentsLets a model take actions for you, not just chat.
15 Agent frameworksBuilding blocks for your own agents.
14 MemoryLets your agent remember across sessions.
11 RAG & document parsingFeeds your own documents to the model.
14 Routing & gatewaysSends each request to the right model.
10 MCP servers & toolsGives the agent hands: web, files, apps.
14 Chat UIs & front-endsA friendly window onto your local models.
14 Voice: speech-to-text & TTSTalk to it and hear it answer, offline.
14 Image & video generationMake images and video on your own machine.
14 Fine-tuningTeach a model your data and style.
14 QuantizationShrinks models so bigger ones fit in memory.
11 Evals & benchmarksMeasures how close you are to the frontier.
14 Scaffolds & templatesReusable instructions that make agents behave.
14 ObservabilitySee what your agent did and what it cost.
12 Hardware & system utilitiesKnow what your machine can run, and watch it work.
9Ollama
One command to download and run a model.
SGLang
High-throughput serving for LLMs and VLMs.
MLX
Apple's array framework for Apple silicon.
llamafile
Package a model and runtime into one executable.
MLC LLM
Compile and run LLMs on any device.
KoboldCpp
One-file GGUF runner with a built-in UI.
MLX Examples
Official MLX example models and scripts.
MLX LM
Runs LLMs natively on Apple silicon.
llama-swap
Hot-swaps models behind one OpenAI-style endpoint.
MLX-VLM
Vision-language models on MLX.
LM Studio
A desktop app for local models.
RamaLama
Serve models from any source in containers.
vLLM Metal
vLLM plugin for Apple Silicon.
MLX OpenAI Server
OpenAI-compatible API server for MLX models.
ML Drift
Google's GPU inference engine for edge devices.
llama.cpp
The engine behind most local AI.
Apple container
Run Linux containers natively on a Mac.
Stats
macOS menu-bar system monitor.
llmfit
One command to see which models fit your hardware.
nvtop
GPU monitor for Apple, AMD, Intel and NVIDIA.
nvitop
Interactive NVIDIA GPU process viewer.
GPUStack
GPU cluster manager for model serving.
NVIDIA Container Toolkit
Use NVIDIA GPUs inside containers.
mactop
Apple Silicon CPU/GPU/power monitor in the terminal.
gguf-parser
Inspect GGUF files and estimate memory use.
bitsandbytes
4-bit and 8-bit quantization for PyTorch.
Core ML Tools
Convert and compress models for Core ML.
TensorRT Model Optimizer
NVIDIA quantization, pruning and distillation.
LLM Compressor
Compress models for vLLM serving.
Optimum
Hardware-optimized inference and quantization for HF models.
torchao
PyTorch-native quantization.
ExLlamaV3
Fast EXL3 quantization and inference on consumer GPUs.
AutoRound
Accurate low-bit post-training quantization.
AQLM
Extreme compression with additive quantization.
GPTQModel
GPTQ quantization toolkit across GPU vendors.
Optimum Quanto
Simple PyTorch quantization backend.
Transformers
The reference library for open model weights.
Unsloth notebooks
250+ ready fine-tuning notebooks.
OpenCode
Open-source coding agent for your terminal.
Pi (pi-mono)
Small agent toolkit: LLM API, agent loop and coding CLI.
Goose
Extensible open-source agent that runs code and tools.
Aider
A coding agent in your terminal.
mini-SWE-agent
A 100-line agent that fixes GitHub issues.
Claude Code
Anthropic's terminal coding agent (cloud model).
Gemini CLI
Google's open-source terminal agent for Gemini.
OpenHands
Open platform for autonomous software agents.
Cline
Coding agent as a VS Code extension, CLI or SDK.
Continue
Open-source coding agent for IDEs and CI.
Tabby
Self-hosted code completion and chat server.
Crush
Polished terminal coding agent from Charm.
Qwen Code
Qwen's open-source terminal coding agent.
Kilo Code
All-in-one agentic coding extension and CLI.
AGENTS.md
A README written for AI agents.
ClawHub
Skill and plugin registry for OpenClaw.
Superpowers
Agent skills library and dev methodology.
Anthropic Skills
Anthropic's public Agent Skills examples.
Spec Kit
Spec-driven development toolkit for agents.
Codex CLI
OpenAI's lightweight terminal coding agent.
OpenSpec
Lightweight spec-driven workflow for coding agents.
Awesome Claude Code
Curated Claude Code commands, hooks and workflows.
BMAD Method
Agile multi-agent development method.
Awesome Cursor Rules
Collection of agent rule files.
wshobson agents
Multi-harness agent plugin marketplace.
Claude Code Templates
CLI to install agent configs and templates.
Vercel Agent Skills
Vercel's official agent skills.
Task Master
Task-management system for coding agents.
OpenClaw
Personal agent that runs on your machine and chats anywhere.
Hermes Agent
A personal agent that learns skills and remembers you.
AutoGPT
Platform for building autonomous agents.
Browser Use
Let an AI agent drive a web browser.
DeerFlow
Long-running research and coding super-agent.
Open Interpreter
Agent that runs code on your computer, for open models.
OpenManus
Open-source general agent (Manus-style).
nanobot
Ultra-light self-hosted personal agent.
UI-TARS Desktop
Multimodal agent that operates your desktop.
Khoj
Self-hostable AI second brain over your docs and the web.
Perplexica
Open answering engine (formerly Perplexica).
NanoClaw
Lightweight, container-sandboxed OpenClaw alternative.
GPT Researcher
Agent that writes deep research reports.
Cua
Open-source computer-use drivers and sandboxes.
LiteLLM
One API in front of every model, local or cloud.
AutoGen
Microsoft's multi-agent programming framework.
CrewAI
Role-based multi-agent framework.
LangGraph
Build stateful, resilient agent graphs.
Agno
Build and run agent systems in Python.
DSPy
Program LLMs instead of hand-writing prompts.
OpenAI Agents SDK
OpenAI's lightweight multi-agent SDK.
smolagents
Tiny library for agents that think in code.
Mastra
TypeScript framework for agents and workflows.
Vercel AI SDK
TypeScript toolkit for AI apps and agents.
Haystack
Orchestration framework for RAG and agents.
Letta
Stateful agents with long-term memory (ex-MemGPT).
Google ADK
Google's code-first agent development kit.
Pydantic AI
Typed Python agent framework.
Mem0
Long-term memory for your agent.
claude-mem
Captures agent sessions and replays context later.
Cognee
Knowledge-graph memory for agents.
Graphiti
Real-time temporal knowledge graphs for agents.
Supermemory
Fast memory engine and app, can run locally.
MemOS
Memory operating system for LLM agents.
Honcho
Memory library that models users across sessions.
Basic Memory
Markdown-file memory your agent reads and writes.
Memobase
User-profile memory for chat apps.
memsearch
Semantic search over agent memory files.
MCP Memory Service
Persistent memory exposed as an MCP server.
Docling
Turns documents into clean text for AI.
Marker
Fast, accurate PDF-to-markdown converter.
LightRAG
Simple, fast graph-based RAG.
Qdrant
High-performance vector database.
Chroma
Open-source embedding database.
pgvector
Vector search inside Postgres.
LanceDB
Embedded multimodal vector database.
sqlite-vec
Vector search as a tiny SQLite extension.
MarkItDown
Convert files and Office docs to markdown.
RAGFlow
Deep-document RAG engine with a UI.
PaddleOCR
OCR and document parsing toolkit.
MinerU
Converts complex PDFs to markdown or JSON.
AnythingLLM
All-in-one desktop app for chat with your docs.
Meilisearch
Fast search engine with hybrid vector search.
Strands Decider
Small decision model that routes agent choices.
New API
Unified gateway that converts many LLM APIs.
One API
LLM API management and distribution gateway.
Portkey Gateway
Fast AI gateway with guardrails and fallbacks.
Bifrost
High-performance LLM and MCP gateway.
Plano
AI-native proxy with smart LLM routing.
LLMRouter
Research library of LLM routing methods.
Envoy AI Gateway
Envoy-based gateway for generative AI services.
NVIDIA LLM Router
Routes each prompt to the best-fit model.
MCP Servers (official)
Standard plug-in tools for agents.
MCP Python SDK
Official Python SDK for MCP servers and clients.
LLM CLI
CLI and Python library for any LLM, local or cloud.
MCP Inspector
Visual tester for MCP servers.
n8n
Workflow automation with AI nodes, self-hostable.
Firecrawl
Turn websites into LLM-ready data.
Awesome MCP Servers
Big curated list of MCP servers.
Crawl4AI
Open-source crawler that outputs clean markdown.
Context7
Up-to-date library docs for coding agents.
Chrome DevTools MCP
Chrome DevTools as an MCP server.
SearXNG
Self-hosted private metasearch engine.
Playwright MCP
Browser automation MCP server.
GitHub MCP Server
GitHub's official MCP server.
Serena
Semantic code retrieval and editing over MCP.
Open WebUI
A ChatGPT-style app for your local models.
NextChat
Lightweight cross-platform chat client.
LobeChat
Agent workspace and chat UI.
Cherry Studio
Desktop AI studio for many providers.
text-generation-webui
Desktop app for local LLMs (text-generation-webui).
LibreChat
Self-hosted multi-provider ChatGPT clone.
Jan
Offline ChatGPT alternative for your desktop.
Chatbox
Desktop and mobile AI client.
SillyTavern
Power-user chat and roleplay front-end.
Open-LLM-VTuber
Voice chat with an animated avatar, locally.
HF Chat UI
The open code behind HuggingChat.
big-AGI
Advanced multi-model chat suite.
Enchanted
Native macOS/iOS app for self-hosted models.
llama.vscode
Local code completion in VS Code via llama.cpp.
whisper.cpp
Speech-to-text that runs on your machine.
MLX-Audio
TTS, STT and speech-to-speech on MLX.
WhisperKit
On-device speech AI for Apple Silicon (WhisperKit).
Parakeet MLX
NVIDIA Parakeet speech recognition on MLX.
Whisper
OpenAI's original speech recognition model.
ChatTTS
Conversational text-to-speech model.
Handy
Offline push-to-talk dictation app.
Fish Speech
Open-source text-to-speech with voice cloning.
Chatterbox
Open-source expressive TTS.
faster-whisper
Whisper transcription, faster, via CTranslate2.
WhisperX
Whisper with word timestamps and speaker labels.
CosyVoice
Multilingual voice generation model.
Dia
TTS that generates realistic dialogue.
NeMo (Parakeet)
NVIDIA NeMo speech models (incl. Parakeet).
stable-diffusion.cpp
Image and video diffusion in pure C/C++.
mflux
MLX-native image and video models for Mac.
Qwen-Image 2.1
Qwen's open image generation and editing model.
Draw Things
Community repo for the Draw Things Mac/iOS app.
Stable Diffusion WebUI
The classic Stable Diffusion web UI.
ComfyUI
Node-based GUI and backend for diffusion models.
Fooocus
Prompt-first, low-setup image generator.
Diffusers
PyTorch library for image, video and audio diffusion.
Open-Sora
Open video generation models.
InvokeAI
Professional creative studio for diffusion.
Core ML Stable Diffusion
Stable Diffusion on Core ML for Apple Silicon.
Wan 2.2
Open video generation models (Wan 2.2).
Wan 2.1
Open video generation models (Wan 2.1).
ComfyUI Manager
Install and manage ComfyUI custom nodes.
MLX-LM-LoRA
LoRA and full fine-tuning on MLX.
Unsloth
Fast, low-memory fine-tuning with a local UI.
LLaMA-Factory
Fine-tune 100+ LLMs and VLMs from one tool.
nanoGPT
The simplest repo to train small GPTs.
nanochat
Train a small ChatGPT end to end on a budget.
Open R1
Open reproduction of DeepSeek-R1 training.
verl
Reinforcement-learning post-training framework.
PEFT
LoRA and other parameter-efficient fine-tuning.
TRL
Train models with SFT, DPO and RL.
ms-swift
Fine-tune 600+ LLMs with PEFT or full training.
Axolotl
Config-driven fine-tuning toolkit.
OpenRLHF
Scalable RLHF and agentic RL on Ray.
Oumi
Fine-tune, evaluate and deploy open models.
MergeKit
Merge model weights into new models.
ThinkingBox
Runs agents against MCP tools and checks what they really did.
promptfoo
Test and red-team prompts, agents and RAG.
OpenAI Evals
Framework and registry for evaluating LLMs.
DeepEval
Unit-test style evaluation for LLM apps.
Ragas
Metrics for evaluating RAG pipelines.
LM Evaluation Harness
The standard harness for academic LLM benchmarks.
Gorilla / BFCL
Function-calling models and the Berkeley tool-use leaderboard.
OpenCompass
Large evaluation platform across many benchmarks.
SWE-bench
Benchmark of real GitHub issues for coding agents.
simple-evals
OpenAI's lightweight reference evals.
LMMs-Eval
Evaluation toolkit for multimodal models.
Inspect AI
UK AISI framework for LLM and agent evals.
Terminal-Bench
Benchmark of hard tasks in a real terminal.
LightEval
Hugging Face's multi-backend eval toolkit.
Langfuse
Open-source tracing and evals for LLM apps.
MLflow
ML and LLM lifecycle platform with tracing.
Opik
Trace, evaluate and monitor LLM apps.
Phoenix
Open-source LLM tracing and evaluation.
Evidently
Evaluate and monitor ML and LLM systems.
OpenLLMetry
OpenTelemetry instrumentation for LLM apps.
Helicone
LLM observability via a one-line proxy.
AgentOps
Monitoring and cost tracking for agents.
Agenta
Prompt management, evals and observability.
Logfire
Observability for LLM and agent systems.
OpenLIT
OpenTelemetry-native tracing and guardrails.
Weave
W&B toolkit for tracing and evaluating AI apps.
vLLM
High-throughput LLM serving engine.
Hugging Face Hub
The main hub for open model weights.
Ollama Library
Ready-to-pull models for Ollama.
LM Studio model catalog
Curated models you can load in LM Studio.
mlx-community (Hugging Face)
Community MLX conversions of popular models.
Unsloth (Hugging Face)
Unsloth GGUF and fine-tune-ready model uploads.
lmstudio-community (Hugging Face)
LM Studio's community GGUF/MLX uploads.
Kaggle Models
Google-run model hub with downloadable weights.
LM Studio Bionic
LM Studio's agent that can run beside the app.
SOUL.md (persona file)
A file that sets your agent's identity and voice.
Qwen-Image-2.1-Turbo
7B image model that paints and edits in 8 steps.
Mellum2.1 12B-A2.5B
JetBrains coding model, 12B with 2.5B active.
EmbeddingGemma 2
740M on-device embedding model for search.
Kolibri-1
Open German/English MoE model (about 78 GB of memory, per the video).
AstaBrief 8B
Small Ai2 model that writes cited reports.
Clef
Cloudflare's small open decision models (Clef, Clef-flash).
GitHub Copilot CLI
GitHub's terminal coding agent; can use Ollama models.
NVIDIA PAIR
Shares AI requests across the computers on your home network.
# Directory (242 items, 19 categories) ## Runtimes & inference (17) - ollama: One command to download and run a model. -> /setups/ollama.md - sglang: High-throughput serving for LLMs and VLMs. -> /setups/sglang.md - mlx: Apple's array framework for Apple silicon. -> /setups/mlx.md - llamafile: Package a model and runtime into one executable. -> /setups/llamafile.md - mlc-llm: Compile and run LLMs on any device. -> /setups/mlc-llm.md - koboldcpp: One-file GGUF runner with a built-in UI. -> /setups/koboldcpp.md - mlx-examples: Official MLX example models and scripts. -> /setups/mlx-examples.md - mlx-lm: Runs LLMs natively on Apple silicon. -> /setups/mlx-lm.md - llama-swap: Hot-swaps models behind one OpenAI-style endpoint. -> /setups/llama-swap.md - mlx-vlm: Vision-language models on MLX. -> /setups/mlx-vlm.md - lm-studio: A desktop app for local models. -> /setups/lm-studio.md - ramalama: Serve models from any source in containers. -> /setups/ramalama.md - vllm-metal: vLLM plugin for Apple Silicon. -> /setups/vllm-metal.md - mlx-openai-server: OpenAI-compatible API server for MLX models. -> /setups/mlx-openai-server.md - ml-drift: Google's GPU inference engine for edge devices. -> /setups/ml-drift.md - llama-cpp: The engine behind most local AI. -> /setups/llama-cpp.md - vllm: High-throughput LLM serving engine. -> /setups/vllm.md ## Model hubs (9) - transformers: The reference library for open model weights. -> /setups/transformers.md - unsloth-notebooks: 250+ ready fine-tuning notebooks. -> /setups/unsloth-notebooks.md - hugging-face-hub: The main hub for open model weights. -> /setups/hugging-face-hub.md - ollama-library: Ready-to-pull models for Ollama. -> /setups/ollama-library.md - lm-studio-models: Curated models you can load in LM Studio. -> /setups/lm-studio-models.md - mlx-community: Community MLX conversions of popular models. -> /setups/mlx-community.md - unsloth-models: Unsloth GGUF and fine-tune-ready model uploads. -> /setups/unsloth-models.md - lmstudio-community: LM Studio's community GGUF/MLX uploads. -> /setups/lmstudio-community.md - kaggle-models: Google-run model hub with downloadable weights. -> /setups/kaggle-models.md ## Models from the channel (6) - qwen-image-2-1-turbo: 7B image model that paints and edits in 8 steps. -> /setups/qwen-image-2-1-turbo.md - mellum-2-1: JetBrains coding model, 12B with 2.5B active. -> /setups/mellum-2-1.md - embeddinggemma-2: 740M on-device embedding model for search. -> /setups/embeddinggemma-2.md - kolibri-1: Open German/English MoE model (about 78 GB of memory, per the video). -> /setups/kolibri-1.md - astabrief-8b: Small Ai2 model that writes cited reports. -> /setups/astabrief-8b.md - cloudflare-clef: Cloudflare's small open decision models (Clef, Clef-flash). -> /setups/cloudflare-clef.md ## Coding agents (16) - opencode: Open-source coding agent for your terminal. -> /setups/opencode.md - pi-pi-mono: Small agent toolkit: LLM API, agent loop and coding CLI. -> /setups/pi-pi-mono.md - goose: Extensible open-source agent that runs code and tools. -> /setups/goose.md - aider: A coding agent in your terminal. -> /setups/aider.md - mini-swe-agent: A 100-line agent that fixes GitHub issues. -> /setups/mini-swe-agent.md - claude-code: Anthropic's terminal coding agent (cloud model). -> /setups/claude-code.md - gemini-cli: Google's open-source terminal agent for Gemini. -> /setups/gemini-cli.md - openhands: Open platform for autonomous software agents. -> /setups/openhands.md - cline: Coding agent as a VS Code extension, CLI or SDK. -> /setups/cline.md - continue: Open-source coding agent for IDEs and CI. -> /setups/continue.md - tabby: Self-hosted code completion and chat server. -> /setups/tabby.md - crush: Polished terminal coding agent from Charm. -> /setups/crush.md - qwen-code: Qwen's open-source terminal coding agent. -> /setups/qwen-code.md - kilo-code: All-in-one agentic coding extension and CLI. -> /setups/kilo-code.md - codex-cli: OpenAI's lightweight terminal coding agent. -> /setups/codex-cli.md - copilot-cli: GitHub's terminal coding agent; can use Ollama models. -> /setups/copilot-cli.md ## General & personal agents (15) - openclaw: Personal agent that runs on your machine and chats anywhere. -> /setups/openclaw.md - hermes-agent: A personal agent that learns skills and remembers you. -> /setups/hermes-agent.md - autogpt: Platform for building autonomous agents. -> /setups/autogpt.md - browser-use: Let an AI agent drive a web browser. -> /setups/browser-use.md - deerflow: Long-running research and coding super-agent. -> /setups/deerflow.md - open-interpreter: Agent that runs code on your computer, for open models. -> /setups/open-interpreter.md - openmanus: Open-source general agent (Manus-style). -> /setups/openmanus.md - nanobot: Ultra-light self-hosted personal agent. -> /setups/nanobot.md - ui-tars-desktop: Multimodal agent that operates your desktop. -> /setups/ui-tars-desktop.md - khoj: Self-hostable AI second brain over your docs and the web. -> /setups/khoj.md - perplexica: Open answering engine (formerly Perplexica). -> /setups/perplexica.md - nanoclaw: Lightweight, container-sandboxed OpenClaw alternative. -> /setups/nanoclaw.md - gpt-researcher: Agent that writes deep research reports. -> /setups/gpt-researcher.md - cua: Open-source computer-use drivers and sandboxes. -> /setups/cua.md - lm-studio-bionic: LM Studio's agent that can run beside the app. -> /setups/lm-studio-bionic.md ## Agent frameworks (14) - litellm: One API in front of every model, local or cloud. -> /setups/litellm.md - autogen: Microsoft's multi-agent programming framework. -> /setups/autogen.md - crewai: Role-based multi-agent framework. -> /setups/crewai.md - langgraph: Build stateful, resilient agent graphs. -> /setups/langgraph.md - agno: Build and run agent systems in Python. -> /setups/agno.md - dspy: Program LLMs instead of hand-writing prompts. -> /setups/dspy.md - openai-agents-sdk: OpenAI's lightweight multi-agent SDK. -> /setups/openai-agents-sdk.md - smolagents: Tiny library for agents that think in code. -> /setups/smolagents.md - mastra: TypeScript framework for agents and workflows. -> /setups/mastra.md - vercel-ai-sdk: TypeScript toolkit for AI apps and agents. -> /setups/vercel-ai-sdk.md - haystack: Orchestration framework for RAG and agents. -> /setups/haystack.md - letta: Stateful agents with long-term memory (ex-MemGPT). -> /setups/letta.md - google-adk: Google's code-first agent development kit. -> /setups/google-adk.md - pydantic-ai: Typed Python agent framework. -> /setups/pydantic-ai.md ## Memory (11) - mem0: Long-term memory for your agent. -> /setups/mem0.md - claude-mem: Captures agent sessions and replays context later. -> /setups/claude-mem.md - cognee: Knowledge-graph memory for agents. -> /setups/cognee.md - graphiti: Real-time temporal knowledge graphs for agents. -> /setups/graphiti.md - supermemory: Fast memory engine and app, can run locally. -> /setups/supermemory.md - memos: Memory operating system for LLM agents. -> /setups/memos.md - honcho: Memory library that models users across sessions. -> /setups/honcho.md - basic-memory: Markdown-file memory your agent reads and writes. -> /setups/basic-memory.md - memobase: User-profile memory for chat apps. -> /setups/memobase.md - memsearch: Semantic search over agent memory files. -> /setups/memsearch.md - mcp-memory-service: Persistent memory exposed as an MCP server. -> /setups/mcp-memory-service.md ## RAG & document parsing (14) - docling: Turns documents into clean text for AI. -> /setups/docling.md - marker: Fast, accurate PDF-to-markdown converter. -> /setups/marker.md - lightrag: Simple, fast graph-based RAG. -> /setups/lightrag.md - qdrant: High-performance vector database. -> /setups/qdrant.md - chroma: Open-source embedding database. -> /setups/chroma.md - pgvector: Vector search inside Postgres. -> /setups/pgvector.md - lancedb: Embedded multimodal vector database. -> /setups/lancedb.md - sqlite-vec: Vector search as a tiny SQLite extension. -> /setups/sqlite-vec.md - markitdown: Convert files and Office docs to markdown. -> /setups/markitdown.md - ragflow: Deep-document RAG engine with a UI. -> /setups/ragflow.md - paddleocr: OCR and document parsing toolkit. -> /setups/paddleocr.md - mineru: Converts complex PDFs to markdown or JSON. -> /setups/mineru.md - anythingllm: All-in-one desktop app for chat with your docs. -> /setups/anythingllm.md - meilisearch: Fast search engine with hybrid vector search. -> /setups/meilisearch.md ## Routing & gateways (10) - strands-decider: Small decision model that routes agent choices. -> /setups/strands-decider.md - new-api: Unified gateway that converts many LLM APIs. -> /setups/new-api.md - one-api: LLM API management and distribution gateway. -> /setups/one-api.md - portkey-gateway: Fast AI gateway with guardrails and fallbacks. -> /setups/portkey-gateway.md - bifrost: High-performance LLM and MCP gateway. -> /setups/bifrost.md - plano: AI-native proxy with smart LLM routing. -> /setups/plano.md - llmrouter: Research library of LLM routing methods. -> /setups/llmrouter.md - envoy-ai-gateway: Envoy-based gateway for generative AI services. -> /setups/envoy-ai-gateway.md - nvidia-llm-router: Routes each prompt to the best-fit model. -> /setups/nvidia-llm-router.md - nvidia-pair: Shares AI requests across the computers on your home network. -> /setups/nvidia-pair.md ## MCP servers & tools (14) - mcp-servers: Standard plug-in tools for agents. -> /setups/mcp-servers.md - mcp-python-sdk: Official Python SDK for MCP servers and clients. -> /setups/mcp-python-sdk.md - llm-cli: CLI and Python library for any LLM, local or cloud. -> /setups/llm-cli.md - mcp-inspector: Visual tester for MCP servers. -> /setups/mcp-inspector.md - n8n: Workflow automation with AI nodes, self-hostable. -> /setups/n8n.md - firecrawl: Turn websites into LLM-ready data. -> /setups/firecrawl.md - awesome-mcp-servers: Big curated list of MCP servers. -> /setups/awesome-mcp-servers.md - crawl4ai: Open-source crawler that outputs clean markdown. -> /setups/crawl4ai.md - context7: Up-to-date library docs for coding agents. -> /setups/context7.md - chrome-devtools-mcp: Chrome DevTools as an MCP server. -> /setups/chrome-devtools-mcp.md - searxng: Self-hosted private metasearch engine. -> /setups/searxng.md - playwright-mcp: Browser automation MCP server. -> /setups/playwright-mcp.md - github-mcp-server: GitHub's official MCP server. -> /setups/github-mcp-server.md - serena: Semantic code retrieval and editing over MCP. -> /setups/serena.md ## Chat UIs & front-ends (14) - open-webui: A ChatGPT-style app for your local models. -> /setups/open-webui.md - nextchat: Lightweight cross-platform chat client. -> /setups/nextchat.md - lobechat: Agent workspace and chat UI. -> /setups/lobechat.md - cherry-studio: Desktop AI studio for many providers. -> /setups/cherry-studio.md - text-generation-webui: Desktop app for local LLMs (text-generation-webui). -> /setups/text-generation-webui.md - librechat: Self-hosted multi-provider ChatGPT clone. -> /setups/librechat.md - jan: Offline ChatGPT alternative for your desktop. -> /setups/jan.md - chatbox: Desktop and mobile AI client. -> /setups/chatbox.md - sillytavern: Power-user chat and roleplay front-end. -> /setups/sillytavern.md - open-llm-vtuber: Voice chat with an animated avatar, locally. -> /setups/open-llm-vtuber.md - hf-chat-ui: The open code behind HuggingChat. -> /setups/hf-chat-ui.md - big-agi: Advanced multi-model chat suite. -> /setups/big-agi.md - enchanted: Native macOS/iOS app for self-hosted models. -> /setups/enchanted.md - llama-vscode: Local code completion in VS Code via llama.cpp. -> /setups/llama-vscode.md ## Voice: speech-to-text & TTS (14) - whisper-cpp: Speech-to-text that runs on your machine. -> /setups/whisper-cpp.md - mlx-audio: TTS, STT and speech-to-speech on MLX. -> /setups/mlx-audio.md - whisperkit: On-device speech AI for Apple Silicon (WhisperKit). -> /setups/whisperkit.md - parakeet-mlx: NVIDIA Parakeet speech recognition on MLX. -> /setups/parakeet-mlx.md - whisper: OpenAI's original speech recognition model. -> /setups/whisper.md - chattts: Conversational text-to-speech model. -> /setups/chattts.md - handy: Offline push-to-talk dictation app. -> /setups/handy.md - fish-speech: Open-source text-to-speech with voice cloning. -> /setups/fish-speech.md - chatterbox: Open-source expressive TTS. -> /setups/chatterbox.md - faster-whisper: Whisper transcription, faster, via CTranslate2. -> /setups/faster-whisper.md - whisperx: Whisper with word timestamps and speaker labels. -> /setups/whisperx.md - cosyvoice: Multilingual voice generation model. -> /setups/cosyvoice.md - dia: TTS that generates realistic dialogue. -> /setups/dia.md - nemo-parakeet: NVIDIA NeMo speech models (incl. Parakeet). -> /setups/nemo-parakeet.md ## Image & video generation (14) - stable-diffusion-cpp: Image and video diffusion in pure C/C++. -> /setups/stable-diffusion-cpp.md - mflux: MLX-native image and video models for Mac. -> /setups/mflux.md - qwen-image-2-1: Qwen's open image generation and editing model. -> /setups/qwen-image-2-1.md - draw-things: Community repo for the Draw Things Mac/iOS app. -> /setups/draw-things.md - stable-diffusion-webui: The classic Stable Diffusion web UI. -> /setups/stable-diffusion-webui.md - comfyui: Node-based GUI and backend for diffusion models. -> /setups/comfyui.md - fooocus: Prompt-first, low-setup image generator. -> /setups/fooocus.md - diffusers: PyTorch library for image, video and audio diffusion. -> /setups/diffusers.md - open-sora: Open video generation models. -> /setups/open-sora.md - invokeai: Professional creative studio for diffusion. -> /setups/invokeai.md - core-ml-stable-diffusion: Stable Diffusion on Core ML for Apple Silicon. -> /setups/core-ml-stable-diffusion.md - wan-2-2: Open video generation models (Wan 2.2). -> /setups/wan-2-2.md - wan-2-1: Open video generation models (Wan 2.1). -> /setups/wan-2-1.md - comfyui-manager: Install and manage ComfyUI custom nodes. -> /setups/comfyui-manager.md ## Fine-tuning (14) - mlx-lm-lora: LoRA and full fine-tuning on MLX. -> /setups/mlx-lm-lora.md - unsloth: Fast, low-memory fine-tuning with a local UI. -> /setups/unsloth.md - llama-factory: Fine-tune 100+ LLMs and VLMs from one tool. -> /setups/llama-factory.md - nanogpt: The simplest repo to train small GPTs. -> /setups/nanogpt.md - nanochat: Train a small ChatGPT end to end on a budget. -> /setups/nanochat.md - open-r1: Open reproduction of DeepSeek-R1 training. -> /setups/open-r1.md - verl: Reinforcement-learning post-training framework. -> /setups/verl.md - peft: LoRA and other parameter-efficient fine-tuning. -> /setups/peft.md - trl: Train models with SFT, DPO and RL. -> /setups/trl.md - ms-swift: Fine-tune 600+ LLMs with PEFT or full training. -> /setups/ms-swift.md - axolotl: Config-driven fine-tuning toolkit. -> /setups/axolotl.md - openrlhf: Scalable RLHF and agentic RL on Ray. -> /setups/openrlhf.md - oumi: Fine-tune, evaluate and deploy open models. -> /setups/oumi.md - mergekit: Merge model weights into new models. -> /setups/mergekit.md ## Quantization (11) - bitsandbytes: 4-bit and 8-bit quantization for PyTorch. -> /setups/bitsandbytes.md - core-ml-tools: Convert and compress models for Core ML. -> /setups/core-ml-tools.md - tensorrt-model-optimizer: NVIDIA quantization, pruning and distillation. -> /setups/tensorrt-model-optimizer.md - llm-compressor: Compress models for vLLM serving. -> /setups/llm-compressor.md - optimum: Hardware-optimized inference and quantization for HF models. -> /setups/optimum.md - torchao: PyTorch-native quantization. -> /setups/torchao.md - exllamav3: Fast EXL3 quantization and inference on consumer GPUs. -> /setups/exllamav3.md - autoround: Accurate low-bit post-training quantization. -> /setups/autoround.md - aqlm: Extreme compression with additive quantization. -> /setups/aqlm.md - gptqmodel: GPTQ quantization toolkit across GPU vendors. -> /setups/gptqmodel.md - optimum-quanto: Simple PyTorch quantization backend. -> /setups/optimum-quanto.md ## Evals & benchmarks (14) - thinkingbox: Runs agents against MCP tools and checks what they really did. -> /setups/thinkingbox.md - promptfoo: Test and red-team prompts, agents and RAG. -> /setups/promptfoo.md - openai-evals: Framework and registry for evaluating LLMs. -> /setups/openai-evals.md - deepeval: Unit-test style evaluation for LLM apps. -> /setups/deepeval.md - ragas: Metrics for evaluating RAG pipelines. -> /setups/ragas.md - lm-evaluation-harness: The standard harness for academic LLM benchmarks. -> /setups/lm-evaluation-harness.md - gorilla-bfcl: Function-calling models and the Berkeley tool-use leaderboard. -> /setups/gorilla-bfcl.md - opencompass: Large evaluation platform across many benchmarks. -> /setups/opencompass.md - swe-bench: Benchmark of real GitHub issues for coding agents. -> /setups/swe-bench.md - simple-evals: OpenAI's lightweight reference evals. -> /setups/simple-evals.md - lmms-eval: Evaluation toolkit for multimodal models. -> /setups/lmms-eval.md - inspect-ai: UK AISI framework for LLM and agent evals. -> /setups/inspect-ai.md - terminal-bench: Benchmark of hard tasks in a real terminal. -> /setups/terminal-bench.md - lighteval: Hugging Face's multi-backend eval toolkit. -> /setups/lighteval.md ## Scaffolds & templates (14) - agents-md: A README written for AI agents. -> /setups/agents-md.md - clawhub: Skill and plugin registry for OpenClaw. -> /setups/clawhub.md - superpowers: Agent skills library and dev methodology. -> /setups/superpowers.md - anthropic-skills: Anthropic's public Agent Skills examples. -> /setups/anthropic-skills.md - spec-kit: Spec-driven development toolkit for agents. -> /setups/spec-kit.md - openspec: Lightweight spec-driven workflow for coding agents. -> /setups/openspec.md - awesome-claude-code: Curated Claude Code commands, hooks and workflows. -> /setups/awesome-claude-code.md - bmad-method: Agile multi-agent development method. -> /setups/bmad-method.md - awesome-cursor-rules: Collection of agent rule files. -> /setups/awesome-cursor-rules.md - wshobson-agents: Multi-harness agent plugin marketplace. -> /setups/wshobson-agents.md - claude-code-templates: CLI to install agent configs and templates. -> /setups/claude-code-templates.md - vercel-agent-skills: Vercel's official agent skills. -> /setups/vercel-agent-skills.md - task-master: Task-management system for coding agents. -> /setups/task-master.md - soul-md: A file that sets your agent's identity and voice. -> /setups/soul-md.md ## Observability (12) - langfuse: Open-source tracing and evals for LLM apps. -> /setups/langfuse.md - mlflow: ML and LLM lifecycle platform with tracing. -> /setups/mlflow.md - opik: Trace, evaluate and monitor LLM apps. -> /setups/opik.md - phoenix: Open-source LLM tracing and evaluation. -> /setups/phoenix.md - evidently: Evaluate and monitor ML and LLM systems. -> /setups/evidently.md - openllmetry: OpenTelemetry instrumentation for LLM apps. -> /setups/openllmetry.md - helicone: LLM observability via a one-line proxy. -> /setups/helicone.md - agentops: Monitoring and cost tracking for agents. -> /setups/agentops.md - agenta: Prompt management, evals and observability. -> /setups/agenta.md - logfire: Observability for LLM and agent systems. -> /setups/logfire.md - openlit: OpenTelemetry-native tracing and guardrails. -> /setups/openlit.md - weave: W&B toolkit for tracing and evaluating AI apps. -> /setups/weave.md ## Hardware & system utilities (9) - apple-container: Run Linux containers natively on a Mac. -> /setups/apple-container.md - stats: macOS menu-bar system monitor. -> /setups/stats.md - llmfit: One command to see which models fit your hardware. -> /setups/llmfit.md - nvtop: GPU monitor for Apple, AMD, Intel and NVIDIA. -> /setups/nvtop.md - nvitop: Interactive NVIDIA GPU process viewer. -> /setups/nvitop.md - gpustack: GPU cluster manager for model serving. -> /setups/gpustack.md - nvidia-container-toolkit: Use NVIDIA GPUs inside containers. -> /setups/nvidia-container-toolkit.md - mactop: Apple Silicon CPU/GPU/power monitor in the terminal. -> /setups/mactop.md - gguf-parser: Inspect GGUF files and estimate memory use. -> /setups/gguf-parser.md