Tool Stacks
Systems of tools working together.
Explore combinations of tools for AI development, automation and business operations. See each stack’s purpose, supported workflows and alternatives before choosing what to connect.
A2A Orchestration Stack
This stack comprises the essential tools and frameworks for designing, deploying, and managing Agent-to-Agent (A2A) communication protocols and multi-agent system orchestration. It provides the infrastructure for complex AI agent collaboration.
Agent Architecture Stack
The minimum tooling to design, run and observe a production agent.
Agent Economics Observability Stack
This stack provides tools to monitor, analyze, and optimize the economic performance of AI agents, focusing on token costs, performance, and ROI.
Agent Financial Operations Stack
This stack provides the necessary technologies and services for AI agents to perform autonomous financial operations, including managing budgets, making payments, and ensuring compliance. It enables agents to act as independent economic actors.
Agent Research Stack
Web-search-enabled agent for autonomous research tasks.
Agentic AI Ops Monitoring Stack
This stack uses an AI browser, an LLM, and an orchestration layer to autonomously monitor IT systems, identify anomalies from web-based dashboards, and generate actionable insights for operations teams. It enhances proactive problem resolution.
Agentic Research Browser Stack
This stack combines an AI browser, an LLM, a vector database, and an orchestration layer to enable autonomous, in-depth web research, data extraction, and synthesis. It facilitates intelligent information gathering beyond simple scraping.
AI Agent + Web3 Stack
Agent framework, MCP/API tools, blockchain data access and a limited signing layer — with policy enforced in code.
AI Automation Operator Stack
The default toolset for one operator running multiple AI-powered business workflows.
AI Community + Newsletter Stack
Run a paid community + newsletter at 10k subs with one operator.
AI Compliance Monitoring Stack
This stack provides a set of tools and technologies for continuously monitoring AI systems to ensure ongoing adherence to regulatory requirements like the EU AI Act and data privacy laws.
AI Cost Optimization Stack
This stack provides tools and services for monitoring, analyzing, and controlling the operational costs associated with AI agent deployment and LLM usage.
AI Crypto Research Stack
A read-only research stack combining an AI assistant, web search, market data and on-chain analytics to screen assets quickly.
AI Employee Stack
Everything a role-owning agent needs: knowledge, tools, memory and reporting.
AI Marketing Ops Stack
The control center for an AI-augmented marketing team of one to five.
AI Newsletter Automation Stack
Run a weekly newsletter with one operator and one review session.
AI Observability Stack
Traces, cost, evals and quality drift for AI systems in production.
AI Ops Observability Stack
Monitoring layer for agent runs, workflow health, cost, errors, and review queues.
AI Research & Knowledge Stack
Default toolset for analysts, founders and creators doing deep research with AI.
AI SDR & Outbound Sales Stack
Stack that runs lead enrichment, scoring, and personalized outreach end-to-end.
AI Security Stack
Least-privilege tooling, approval gates and audit trails for agentic systems.
AI Short-Form Video Stack
The tools most creators combine to script, voice, generate, edit and schedule social videos with AI.
AI Support Agent Stack
Tier-1 support handled by an AI agent grounded on your docs, with human handoff.
AI Testing Stack
Test deterministic code and probabilistic AI output in one pipeline.
AI Trading Stack
Adds an AI analysis and risk-review layer on top of a trading stack, keeping approval and execution human.
AI Voice Agent Development Stack
This stack outlines essential technologies and tools for building and deploying AI voice agents, encompassing speech processing, natural language understanding, and conversational AI frameworks. It provides a foundation for creating intelligent voice interfaces.
AI Voice Assistant Stack
This stack outlines the core technologies for building personal or enterprise AI voice assistants, integrating components for speech recognition, natural language processing, and task execution. It supports intelligent, conversational interfaces for various applications.
AI Website Builder Stack
Ship a production website end-to-end with AI — code, hosting, content and analytics.
AI-Powered Agency Ops Stack
Run a 10-person agency with the operational overhead of a 3-person team.
AutoGen Agent Research Stack
This stack outlines the core components for building an autonomous research agent system using AutoGen, focusing on dynamic information retrieval, analysis, and report generation.
Autonomous Operations Stack
Run autonomous workflows with approvals, audit trail and a kill switch.
Claude Code Development Stack
This stack details the components necessary to leverage Anthropic's Claude Code capabilities for software development, focusing on integration into common programming workflows. It combines the LLM API with development tools.
Coding Agent Stack
Run coding agents with executable feedback and reviewable diffs.
Community Manager AI Stack
Run an active community (Discord/Slack/Circle) with 1 CM + AI.
Course Creator Stack
Design, produce, and sell a cohort or self-paced course.
Crypto Automation Stack
Automation platform, data APIs, alerting and optional wallet execution — the operational layer for monitoring and recurring actions.
Crypto Trading Stack
Market data, charting, DEX access and a Web3 wallet — the minimum toolset for deliberate on-chain trade execution.
Customer Voice Intelligence Stack
Collects and synthesizes customer feedback across support, calls, reviews, and surveys.
Data Analyst AI Stack
Ship analysis 5x faster with a solo analyst + LLM tooling.
Data Residency Enforcement Stack
This stack outlines the essential tools and practices for enforcing data residency policies within an organization, particularly for cloud-based data storage and processing.
DeFi Execution Stack
Web3 wallet, DEX aggregator, DeFi protocols and a portfolio tracker — the toolset for actually deploying capital on-chain.
Document AI Stack
Turn PDFs and scans into validated records with a human exception queue.
Indie Hacker MVP Stack
Ship a monetizable web MVP in a weekend, alone.
Indie SaaS Launch Stack
Everything a solo founder needs to ship and monetize a SaaS in weeks.
Internal Ops Agent Stack
Tool-calling agent stack for internal triage, routing, research, and operations.
LinkedIn Ghostwriter Stack
Ghost-write LinkedIn for 5-10 founders at once without losing their voice.
LLM Context Management Stack
A technology stack for effectively managing and optimizing the context provided to large language models, ensuring efficient, relevant, and cost-effective operations.
LLM Cost Optimization Stack
The layers that keep AI spend predictable as usage grows.
Local AI Stack
Open-source tools to run chat, retrieval and agents entirely on your own hardware.
Local SMB AI Stack
Small local business running marketing + ops with 1 person + AI.
Low-Cost RAG Stack
This stack combines open-source and cost-efficient components to build a Retrieval-Augmented Generation (RAG) system with minimized operational expenses.
MCP Integration Stack
Build, deploy and secure MCP servers that real AI clients can use.
Meeting Intelligence Stack
Transcription, extraction, task routing, and knowledge updates for meetings.
Multi-Agent Orchestration Stack
Tooling for coordinating several specialised agents with reliable handoffs.
Multi-Agent Orchestration Stack (CrewAI)
This stack outlines the essential components for deploying a robust multi-agent system using CrewAI, focusing on agent definition, tool integration, and monitoring for collaborative task execution.
RAG Context Enrichment Stack
A technical stack designed to enrich the contextual data provided to a Retrieval Augmented Generation (RAG) system, improving the quality and depth of LLM responses.
RAG Starter Stack
Minimum viable stack to ship a production RAG chatbot.
Real Estate Agent AI Stack
Solo agent handling 5x the leads with automation.
Research Automation Stack
Search, fetch, extract and synthesise sourced briefs on a schedule.
SEO Intelligence Stack
Keyword clustering, SERP analysis, content briefs, and internal linking for authority systems.
Smart Money Stack
Wallet tracker, on-chain analytics, alert delivery and an AI layer that turns raw wallet events into researchable signals.
Solo Content Creator Stack
End-to-end AI stack for one operator running a multi-channel content engine.
Solo Founder Daily AI Stack
The 6-tool stack a solo founder actually uses every day — no fluff.
Solo Market Researcher Stack
One person running weekly market intel across 20+ companies.
Technical Writer AI Stack
Docs, changelogs, and dev-facing content shipped by one writer + AI.
Terminal Coding Agent Stack
This stack outlines the essential components for building and operating an AI coding agent directly within a terminal environment. It combines an LLM API with development tools and execution environments.
The Vibe Coding Stack
The minimal tool set to go from idea to a revenue-ready app by prompting.
TikTok / Shorts Content Stack
Ship 5-10 short-form videos per week with one operator.