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portainer_scripts/ai-templates/docs/AI_GAP_ANALYSIS.md

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Portainer v3 Templates — AI Gap Analysis

Overview

The official Portainer v3 templates (templates.json) contain 71 templates across the following categories:

Category Count Examples
Database 10 MySQL, PostgreSQL, Mongo, Redis, CrateDB, Elasticsearch, CockroachDB, TimescaleDB
Edge/IIoT 14 Softing EdgeConnectors, OPC Router, TOSIBOX, EMQX MQTT, Mosquitto, Node-RED, Litmus Edge
Web/CMS 8 Nginx, Caddy, WordPress, Drupal, Joomla, Ghost, Plone
DevOps/CI 5 Jenkins, GitLab CE, Dokku, Registry
Monitoring 4 Grafana, Datadog, Sematext, Swarm Monitoring
Messaging 1 RabbitMQ
Storage 3 Minio, Scality S3, File Browser
Serverless 2 OpenFaaS, IronFunctions
Other 6 Ubuntu, NodeJS, Portainer Agent, OpenAMT, FDO, LiveSwitch

AI Template Count: 0

There are zero purely AI/ML-focused templates in the current v3 template list.

Closest to AI

  • Litmus Edge (#70, #71) — Described as "enables industrial AI at scale" but is fundamentally an OT data platform / edge data collector, not an AI deployment.
  • Elasticsearch (#13) — Used in vector search / RAG pipelines but is a general-purpose search engine.

Gap

The templates completely miss the fastest-growing Docker deployment category: AI inference, model serving, LLM tooling, vector databases, ML pipelines, AI-powered agents, and GPU-accelerated workloads.


This repository provides 18 production-ready AI Docker Compose stacks for Portainer, organized into the following sub-categories:

LLM Inference & Model Serving

  1. Ollama — Local LLM inference engine (Llama, Mistral, Qwen, Gemma, etc.)
  2. Open WebUI — ChatGPT-like web interface for Ollama/OpenAI-compatible backends
  3. LocalAI — Drop-in OpenAI API replacement, runs models locally
  4. vLLM — High-throughput LLM serving with PagedAttention
  5. Text Generation WebUI — Comprehensive LLM interface (oobabooga)
  6. LiteLLM — Unified LLM API gateway / proxy

Image & Video Generation

  1. ComfyUI — Node-based Stable Diffusion workflow engine
  2. Stable Diffusion WebUI — AUTOMATIC1111 web interface for image generation

AI Agents & Workflows

  1. Langflow — Visual framework for building LLM-powered agents
  2. Flowise — Drag-and-drop LLM orchestration / chatflow builder
  3. n8n AI — Workflow automation with AI agent nodes

Vector Databases

  1. Qdrant — High-performance vector similarity search engine
  2. ChromaDB — AI-native open-source embedding database
  3. Weaviate — Vector database with built-in vectorization modules

ML Operations

  1. MLflow — ML experiment tracking, model registry, and serving
  2. Label Studio — Multi-type data labeling and annotation platform
  3. Jupyter GPU — GPU-accelerated Jupyter notebooks for ML development

Speech & Audio

  1. Whisper — OpenAI Whisper speech-to-text API server

Generated: March 2026 — For use with Portainer Business Edition and Community Edition