AI / ML 워크스테이션 & 클러스터

로컬 LLM, 에이전트 플랫폼, GPU 인프라, 그리고 이를 둘러싼 데이터 파이프라인.

AI / ML 프리셋은 로컬 LLM 런타임(Ollama, vLLM, LM Studio), 에이전트 플랫폼(OpenClaw, Hermes, DeerFlow, LangGraph, CrewAI), 벡터 데이터베이스, GPU 인프라, ML 워크벤치 도구를 표시하고 함께 모니터링합니다. 그 위에 안전장치를 갖춘 AI 관리자가 있으며, 비밀 값은 로컬에 보관됩니다.

이 용도에 맞춰 설치하거나 모니터링하는 서비스

이 프리셋은 13개 카테고리의 서비스 177개를 보여 줍니다. FrontierStack은 이 작업을 위해 이 서비스들을 설치, 연결 또는 모니터링할 수 있습니다.

카테고리별 둘러보기 (13)

AI / LLMs32 Knowledge & Memory24 Databases17 AI Governance & Safety16 Runtimes15 Agent Platforms14 Speech AI14 ML Workbench11 AI Clusters9 Image & Video AI8 Data Pipelines & ETL8 Vector Databases6 GPU Infrastructure3

AI / LLMs32

AnythingLLM — Self-hosted RAG chat app
Cerebras — Very fast hosted inference on wafer-scale hardware
ChatLLM Teams — Abacus.AI's multi-model team chat & agent workspace (cloud)
CLOVA OCR (NAVER Cloud) — NAVER CLOVA OCR — general, template & document OCR
CLOVA Studio (HyperCLOVA X) — Naver HyperCLOVA X LLM API (OpenAI-compatible)
CrewAI (open source) — Multi-agent crews — Python framework + CLI (local)
Darkbloom — Private AI inference marketplace on idle Apple Silicon Macs
Dyad — Local open-source AI app builder (desktop)
FriendliAI (프렌들리AI) — Seoul-founded LLM inference cloud (hosts LG EXAONE)
Hugging Face — Model hub, Inference API & local tooling
IBM watsonx.ai — IBM's enterprise AI platform — Granite + third-party models (cloud/on-prem)
Jan — Private, offline AI desktop app (OpenAI-compatible)
LibreChat — Self-hosted multi-provider AI chat UI
LiteLLM — Proxy/gateway for 100+ LLM APIs (OpenAI-compatible)
llama.cpp Server — Lightweight local LLM server (OpenAI-compatible)
LocalAI — Self-hosted, OpenAI-compatible inference server
Mem0 — Memory layer for AI agents — self-hosted (Docker) or cloud
MLX — Apple-silicon model serving — the MLX-LM CLI server, the oMLX menu-bar app, or Inco AI's Splash engine
MLX (Apple) — Apple's ML framework for Apple Silicon
Modular MAX — Modular's inference server — OpenAI-compatible on :8000
Needle 2 — 45M on-device model for tool calling and structured extraction
NotebookLM — Google's source-grounded research notebook (cloud)
Open Computer — Virtual OS for AI agents — QEMU VM per agent (Mintplex Labs)
Open Notebook — Open-source, self-hosted NotebookLM alternative
OpenCode — Open-source AI coding agent (terminal)
Papago Translation (NAVER Cloud) — Naver Papago machine translation (NAVER Cloud)
PrivateGPT — Ask questions of your documents, 100% offline (RAG)
Tetrate Agent Router — Hosted LLM router — one OpenAI-compatible API (cloud)
TurboFieldfare — Gemma 4 26B-A4B on Apple Silicon in ~2 GB of RAM
Upstage (Solar) — Korean Solar LLMs + document AI (OpenAI-compatible)
Vane (Perplexica) — Self-hosted AI answer engine — the open-source Perplexity alternative
vLLM — High-throughput LLM inference server (OpenAI-compatible)

Knowledge & Memory24

AFFiNE — Docs + whiteboard + database (Notion/Miro alt.)
AppFlowy — Open-source Notion alternative (docs/boards/DBs)
BookStack — Self-hosted docs/wiki organised as books (PHP)
Docmost — Open-source collaborative wiki & docs (Confluence/Notion alt.)
DokuWiki — Flat-file PHP wiki — the closest macOS Server “Wiki” replacement
Graphify — Turn a codebase into a queryable knowledge graph (AI coding-assistant skill)
GraphRAG — Graph-based retrieval-augmented generation (Microsoft)
Joplin Server — Sync server for Joplin notes (E2EE)
Karakeep — AI bookmark/read-it-later (formerly Hoarder)
Khoj — Self-hosted AI second brain — chat with your notes, docs and the web
Linkding — Minimal, fast self-hosted bookmark manager
Logseq — Local-first outliner & PKM (Markdown/Org)
Lucid (Lucidchart & Lucidspark) — Visual collaboration — diagrams & whiteboards (cloud)
MediaWiki — The wiki engine behind Wikipedia (PHP/MySQL)
Memos — Lightweight, privacy-first notes/memo hub
Notion — Workspace — docs, wikis, databases (cloud)
Outline — Self-hosted team knowledge base (real-time)
Readwise — Highlights sync & read-later (cloud API)
Shiori — Simple self-hosted bookmark manager (Go)
SurfSense — Self-hosted NotebookLM/Perplexity alternative
Trilium Notes — Hierarchical personal notes (self-hosted server + app)
Wallabag — Self-hosted read-it-later (Pocket alternative)
Wiki.js — Modern self-hosted wiki (Node.js)
Zotero — Reference & research manager (app + API)

Databases17

Apache Cassandra — Distributed wide-column database
Apache CouchDB — Document database with HTTP API and sync
CockroachDB — Distributed SQL database
Couchbase Server — Distributed document, key-value and search database
Firebase — Google's backend-as-a-service — Firestore, Auth, Storage, Functions (cloud)
Microsoft SQL Server — Microsoft relational database for Windows and Linux
MongoDB — Document (NoSQL) database
MongoDB Atlas — MongoDB's managed cloud database (cloud API)
Neo4j — Graph database with Cypher query language
Neon — Serverless Postgres — autoscaling & branching (cloud API)
Oracle Database — Enterprise relational database
Patroni — HA PostgreSQL — automatic failover
PlanetScale — Hosted MySQL with database branching (cloud API)
PocketBase — Open-source backend in one file (SQLite + auth + realtime)
PostgREST — Instant REST API over a PostgreSQL database
ScyllaDB — High-performance Cassandra-compatible database
Turso — Distributed SQLite (libSQL) at the edge (cloud API)

AI Governance & Safety16

Arize Phoenix — Open-source LLM tracing & evaluation (self-hosted)
Credo AI — AI governance, risk & compliance platform (cloud)
Fiddler AI — AI observability & model monitoring with explainability (cloud)
garak — LLM vulnerability scanner / red-teaming (self-hosted CLI)
Guardrails AI — Input/output validation guardrails for LLMs (Python)
Helicone — LLM observability & gateway — logs, costs, caching (self-hosted / cloud)
Holistic AI — AI governance, risk & audit platform (cloud + OSS)
Lakera Guard — Real-time GenAI security — prompt-injection firewall (cloud / self-host)
Langfuse — Open-source LLM observability & tracing (self-hosted / cloud)
NeMo Guardrails — Programmable guardrails for LLM conversations (NVIDIA, Python)
OpenLLMetry — OpenTelemetry instrumentation for LLM apps (SDK)
Promptfoo — Prompt/RAG testing, evals & LLM red-teaming (self-hosted CLI)
Protect AI — AI/ML security — model scanning & ML supply chain (cloud + OSS)
Ragas — Evaluation framework for RAG pipelines (Python)
TruLens — Evaluation & tracking for LLM apps — feedback functions (Python)
WhyLabs — AI observability & data/LLM monitoring (cloud + whylogs)

Runtimes15

.NET (ASP.NET Core) — Run ASP.NET Core & Blazor apps (Kestrel)
Astro — Content-first framework — zero JS by default; popular headless-WordPress front end
code-server — VS Code in the browser (self-hosted)
Fermyon Spin — Serverless WebAssembly apps & HTTP microservices
Mojo — Modular's AI systems language (Python-family syntax)
Next.js — React framework served by a Node process (SSR/SSG)
Nuxt (Vue) — Vue framework served by a Node process (SSR/SSG)
Solid (SolidJS) — Fine-grained reactive UI framework — SolidStart serves it as a Node process
Supabase Edge Functions — Deno serverless functions on the edge
SvelteKit (Svelte) — Svelte app framework served by a Node process (SSR/SSG)
Tailwind CSS — Utility-first CSS — standalone build CLI (no Node)
wasmCloud — Distributed WebAssembly platform (CNCF)
WasmEdge — Lightweight WASM runtime for cloud/edge & AI (CNCF)
Wasmer — WebAssembly runtime with a package registry
Wasmtime — Bytecode Alliance WebAssembly runtime (WASI)

Agent Platforms14

Browserbase — Headless browser infrastructure for AI agents (cloud sessions)
ChatGPT Work Sites — OpenAI's work agent + published Sites/web apps (alpha)
Devin — Cognition's AI software engineer (cloud API)
E2B — Secure cloud sandboxes for AI agents (spin up / clone / kill)
GitHub Copilot — AI pair programmer — live org seat/usage monitor
Herdr — Agent multiplexer — tmux for AI coding agents (terminal)
Hyperagent — Airtable's fleet-of-agents platform (cloud)
Lakebed — Agent-native runtime for full-stack TypeScript capsules (alpha)
Lumina — Local-first desktop AI agent with persistent memory & voice
Manus — Autonomous general AI agent (cloud API)
OpenAI Operator — OpenAI's browser-using agent (cloud)
OpenHands (OpenDevin) — Open-source autonomous AI software engineer (self-hosted)
Sandcastle — Orchestrate sandboxed coding agents (isolated containers)
SuperAGI — Open-source autonomous-agent framework (self-hosted)

Speech AI14

CLOVA Speech (NAVER Cloud) — NAVER CLOVA long-form speech recognition
CLOVA Voice / CLOVA Dubbing TTS (NAVER Cloud) — NAVER CLOVA Voice premium Korean/English TTS
Coqui TTS — Open-source text-to-speech & voice cloning
Faster Whisper — CTranslate2 Whisper — up to 4× faster
Handy — Free local push-to-talk speech-to-text (Whisper)
Kokoro TTS — Small, fast, high-quality open-weight TTS (82M)
Meetily — Local AI meeting notetaker (desktop app)
Piper TTS — Fast, local neural text-to-speech
Scriberr — Self-hosted audio transcription app (WhisperX) with speaker diarization
VibeVoice — Microsoft's long-form, multi-speaker TTS
Voicebox — Open-source local voice-to-text for macOS
Whisper — OpenAI's speech-to-text model (Python)
Whisper.cpp — Fast C/C++ Whisper inference (CPU/Metal)
Wispr Flow — AI voice dictation that types into any app

ML Workbench11

ClearML — Experiment tracking, orchestration & MLOps (self-hostable)
DVC Studio — Data/model version control + experiment dashboard
Kaggle — Datasets, notebooks & competitions (CLI)
Kubeflow — ML toolkit & pipelines on Kubernetes
MLflow — ML experiment tracking & model registry (self-hosted)
pandas — The standard Python DataFrame library
Polars — Fast multicore DataFrame library (Rust core)
PyTorch — Deep-learning framework (GPU/MPS accelerated)
scikit-learn — Classic machine-learning library for Python
Weights & Biases (Local) — Self-hosted experiment tracking & dashboards
XGBoost — Gradient-boosted decision trees (high-accuracy tabular ML)

AI Clusters9

Apache Spark — Distributed big-data processing engine
Dask — Parallel computing for Python (scales pandas/NumPy)
Distributed Llama — Tensor-parallel Llama across cheap nodes (root + workers)
JupyterLab — Interactive notebooks for data & AI (Python)
NVIDIA Base Command Manager — GPU/HPC cluster provisioning & management (ex-Bright)
Petals — BitTorrent-style distributed inference of big models
Ray — Distributed compute for AI (training/serving/tuning)
Run:ai — GPU orchestration & fractional GPUs on Kubernetes (NVIDIA)
Slurm — HPC workload manager / job scheduler

Image & Video AI8

AUTOMATIC1111 WebUI — Stable Diffusion web UI (txt2img/img2img)
AutoShorts — Local video → 9:16 short-clip finder (desktop)
ComfyUI — Node-graph Stable Diffusion / video workflows
Fooocus — Simplest Stable Diffusion — type a prompt, get art
InvokeAI — Pro Stable Diffusion studio (Unified Canvas)
Opus Clip — AI viral-clip generator (cloud SaaS + API)
Tesseract OCR — Open-source OCR engine — images/PDF scans to text (CLI)
Twelve Labs (트웰브랩스) — Korean-founded video-understanding AI (Marengo, Pegasus)

Data Pipelines & ETL8

Airbyte — Open-source ELT with 300+ connectors (self-hosted / cloud)
Dagster — Asset-oriented data orchestrator (self-hosted / cloud)
dbt — SQL-based data transformation & modeling (self-hosted / cloud)
Kestra — Event-driven orchestration & scheduling, YAML flows (self-hosted)
Meltano — Open-source ELT built on Singer taps & targets (CLI)
NATS JetStream Pipelines — Persistent streams & consumers for event pipelines (self-hosted)
Prefect — Modern Python workflow orchestration (self-hosted / cloud)
Redpanda Connect (Benthos) — Declarative stream-processing & connectors (self-hosted CLI)

Vector Databases6

Chroma — Developer-friendly embedding database (self-hosted)
FAISS — Fast in-process vector similarity search (library)
Milvus — Scalable, distributed vector database (self-hosted)
pgvector — Vector search inside PostgreSQL (extension)
Qdrant — Fast vector DB for embeddings & RAG (self-hosted)
Weaviate — Vector DB with built-in vectorizers & hybrid search (self-hosted)

GPU Infrastructure3

Backend.AI (Lablup, 래블업) — Lablup's GPU / AI-infrastructure orchestration platform
DCGM Exporter — Export NVIDIA GPU metrics to Prometheus
NVIDIA DCGM — NVIDIA Data Center GPU Manager — telemetry & health

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