Knowledge Base

This section contains deep dives into the technologies, protocols, and conceptual frameworks that power the AI Hub.

Start By Goal

• Build A Website Or App

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  Start with AI Builder Index, then use the Free AI Website Playbook.

• Build An AI-Driven Company Stack

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  Start with AI Company Starter Stack.

• Understand The Full Ecosystem

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  Start with AI Tooling Landscape — 2026 Overview.

• Choose The Right Model

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  Start with Model Routing Guide.

• Review The Strongest Repos From GitHub Stars

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  Start with Starred AI / Agent Repositories Over 10K Stars.

Curated Guides

• AI Builder Index - Discovery-oriented entry point for building websites, products, operations, and internal AI systems.
• Free AI Website Playbook - Which website types fit free tiers, which hosts to choose, and how to prompt an LLM to build them.
• AI Company Starter Stack - Opinionated default stack for building a company where AI is part of daily operations.
• AI Tooling Landscape — 2026 Overview - High-level map of the entire AI tooling ecosystem in this repository.
• Model Routing Guide - Clear defaults and escalation rules for Haiku, Sonnet, Opus, GPT-5.4 effort levels, and GPT-5.3 Codex.
• Starred AI / Agent Repositories Over 10K Stars - Practical ranking and usage guide based on your starred GitHub repos.

Deep Dives

• Model Classes - Understanding the different types of LLMs (MoE, Reasoning, Multimodal, etc.).
• System Prompts - Foundational instructions for frontier models and "high engineering" persona design.
• Model Comparison and Evaluation - Guide to LLM leaderboards, benchmarks, and metrics.
• Model Routing Guide - Practical task-routing guidance for choosing the right model and effort level.
• Agent Protocols - Deep dive into MCP (Model Context Protocol) and ACP (Agent Control Protocol).
• API Pricing & Free Tier Matrix - Canonical tracker for provider pricing links and current free-tier availability.
• AI Signal Sources - Curated company and independent technical blogs worth monitoring.
• Essential AI Reading List — A curated guide to high-signal blogs, newsletters, and podcasts.
• Architecture & Flows - High-level system design.

🚀 Purpose

The knowledge base serves as the "theory" section of the repository, providing the necessary context to effectively connect and configure the tools in the Tool Catalogue.

🛠️ Contribution

We welcome deep dives into new technologies. Please follow the Contributing Guide.

Sources / References

• awesomeclaude.ai
• Home

Contribution Metadata

• Last reviewed: 2026-03-15
• Confidence: medium