Component Map¶
This map categorizes all tools in the stack based on their primary function in the information and automation pipeline.
1. Ingest¶
Tools responsible for receiving or capturing raw information. - Email (IMAP): Paperless-ngx, n8n - Scanning: OCRmyPDF, Docling MCP - Manual Input: Obsidian, Logseq - Inventory: Homebox, Grocy - Bookmarks/Tasks: Linkwarden, Habitica - Downloads: qBittorrent, Jackett - Web Crawling: Crawl4AI, Firecrawl
2. Store¶
Tools where information resides in a persistent state. - Document Archive: Paperless-ngx - File Sync/Cloud: Nextcloud, Syncthing - Calendars/Contacts: Radicale, Google Calendar - Media/Projects: Jellyfin, Focalboard - Distributed: Storj Node - Fine-tuning: OpenPipe
3. Understand (Reasoning Engines)¶
The brains of the stack that process and reason over information. - Proprietary APIs: OpenAI, Anthropic, Mistral AI, DeepSeek, Google Gemini - Local Models: Ollama, Local LLMs (llama.cpp), vLLM, TGI, SGLang, ExLlamaV2, Aphrodite Engine, MLX, ansigpt, ZSE - Aggregators: OpenRouter, Perplexity, Valyu - Semantic Search: Paperless-AI, RAGFlow, PageIndex
4. Decide (Orchestrate & Route)¶
Tools that determine which actions to take and how to route requests. - Routing Layers: LiteLLM, OpenRouter, MCP Registry - Workflow Engines: n8n, Home Assistant, Mycelium, Haystack, Semantic Kernel, DSPy - Cloud Connectors: Zapier, Make - Identity: Authentik
5. Act (Agents & Execution)¶
Tools that perform modifications to the environment. - Autonomous Agents: Mistral AI, OpenHands, Droid, TeamOut, OpenSwarm, OpenClaw, CrewAI, AutoGen, Smolagents, LangGraph, Agency Swarm, Composio, Phidata, Bee Agent Framework, Agno - Browser Agents: Browser Use, Skyvern - Coding Assistants: Aider, Cursor, Zed, VS Code, Claude Code - Custom Orchestration: Custom Agents (SSH + LLM Loop) - Execution Plane: SSH Execution Patterns - Home Control: Home Assistant
6. Sync & Infrastructure¶
Tools that ensure consistency and secure connectivity. - Network Access: Tailscale - Protocols: CalDAV - Data Transfer: rclone Automation
7. Benchmark¶
Tools for evaluating model performance and reasoning. - Reasoning: Humanity's Last Exam (HLE), LangSmith, LM Evaluation Harness, DREAM Benchmark - Agentic: Terminal-Bench, SWE-bench, LongCLI-Bench, PA-bench - Local Performance: Ollama Benchmark CLI, LLMPerf
Sources / References¶
Contribution Metadata¶
- Last reviewed: 2026-03-03
- Confidence: high