■ LIBRARY // GUIDES
Guides
Step-by-step tutorials: Claude Code setup, memory systems, MCP servers, hooks, plugins, and security for building your AI-powered personal OS
Practical tutorials. From zero to a fully functional AI-powered workflow.
✦ GUIDE // HARD
ACE Framework for Personal AI
Implement David Shapiro's six-layer cognitive architecture to give your Claude Code assistant mission, values, and strategic context
✦ GUIDE // PRACTICAL
Agent Verification Loop
Seven checks to catch fake success before an agent writes, sends, deploys, deletes, or publishes. For coding and publishing agents.
✦ GUIDE // PRACTICAL
agent-first design
how to structure repositories so AI agents can actually work in them. the code isn't just for humans anymore.
✦ GUIDE // PRACTICAL
AGENTS.md vs CLAUDE.md vs Cursor/Windsurf/Copilot: where repo instructions belong
one source of truth for repo instructions. for multi-agent repos, AGENTS.md should be policy; vendor files are adapters, not competing rulebooks.
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Auditing Skills for Injection Vulnerabilities
How to check AI agent skills for prompt injection patterns and assign security badges.
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Auto-Activating Skills in Claude Code
Configure skills to trigger automatically based on keywords, file patterns, and context instead of manual slash commands.
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Automated Development Journaling with MCP and CLAUDE.md
Connect Claude Code to your note app via MCP, then use CLAUDE.md instructions to create journals automatically as you work
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best claude code plugins: the minimum viable stack
choose fewer, better Claude Code plugins. repo instructions first, one MCP server second, then plugins only for repeated jobs. selector matrix included.
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best claude code skills for developers
the skills that actually make Claude Code useful for software development — code review, TDD, debugging, and the ones most people miss.
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best claude code skills for writers
claude code skills that actually help writers — content creation, editing, documentation, and the ones worth installing.
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Best MCP servers by job: browser, GitHub, files, docs, fetch
A practical MCP server shortlist for Claude Code: job, trust level, permission boundary, install source, and validation check.
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best skills for productivity with claude code
the skills that actually matter when you're trying to get shit done with an AI assistant
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Browser agents vs Playwright: when to use AI browser automation
Choose between manual browser work, Playwright scripts, browser agents, Playwright MCP, and hosted browsers. Includes auth rules, receipts, and failure checks.
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Build a Personal Knowledge Graph
Connect your notes, projects, and contacts in a queryable graph. Entity extraction, Neo4j setup, and Obsidian graph visualization.
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Build a TIL System That Actually Works
Set up a Today I Learned repo in 10 minutes. Low-friction knowledge capture that compounds into a searchable reference.
✦ GUIDE // EASY
Building a Memory System
Build persistent AI memory with Claude Code using episodic-memory MCP, memory files, and external tools like Obsidian and Notion
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Building Your First MCP Server
Create custom MCP servers to extend Claude with your own tools
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Checkpointing - Safe Rollback for Agent Work
How automatic checkpoints protect your work and let you recover from agent mistakes
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claude code + docker complete guide
running Claude Code inside Docker containers — sandboxing, reproducible environments, and keeping your machine clean from agentic chaos.
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claude code + github actions CI/CD
set up Claude Code in GitHub Actions for automated code review, PR feedback, and CI workflows. the official action, custom setups, and what's actually reliable.
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claude code + notion integration
how to connect Claude Code to Notion via MCP — setup, real use cases, and whether it's worth the hassle.
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claude code + obsidian workflow
connecting your personal knowledge management to your AI coding agent. obsidian vaults as context, claude code as engine.
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claude code + playwright browser automation
connect Claude Code to Playwright via MCP for browser automation, e2e testing, and visual debugging. setup, real workflows, and sharp edges.
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claude code context window optimization
practical strategies for managing your context window in claude code. every wasted token is money and attention you'll never get back.
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claude code for designers: from figma to functioning frontend
how designers can use AI to build what they envision without waiting for engineering sprints
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claude code for home automation: beyond 'alexa turn on the lights'
using AI to build actually intelligent home automation that doesn't make you want to throw your smart bulbs out the window
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Claude Code for non-coders: the complete guide
how to use Claude Code without being a developer — email, research, writing, organizing, and automating your life from the terminal.
✦ GUIDE // EASY
Claude Code for Non-Developers
How product managers, analysts, and writers use Claude Code without writing a single line of code
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claude code for product managers
you don't need to be a developer to use claude code. PRDs, data analysis, spec writing, and competitive research — from your terminal.
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claude code for project management: when your AI understands your backlog better than you do
using MCP integrations to make Linear and Jira actually useful instead of just mandatory
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claude code for researchers
using Claude Code for literature review, data analysis, paper writing, and research workflows — what works, what's dangerous, and what's genuinely useful.
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claude code for solopreneurs
you're the developer, the designer, the PM, and the marketing team. here's how claude code lets you ship like a team of five.
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claude code for students: learning to code without the bullshit
how to use AI to actually learn programming instead of just generating homework answers
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claude code for technical writers
using Claude Code for documentation, API docs, READMEs, and technical content — workflows that work and traps to avoid.
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claude code plan mode mastery
plan mode is the most underused feature in claude code. here's how to actually use it — and when not to.
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Claude Code Plugins System
Extend Claude Code with plugins for custom tools, MCP servers, and workflows
✦ GUIDE // PRACTICAL
claude code pricing: pro vs max vs api in may 2026
updated may 20, 2026. pro includes claude code, max starts from $100, usage credits can kick in after limits, and api use bills by token. compare current prices before you run anything expensive.
✦ GUIDE // PRACTICAL
Claude Code Session Preflight
Ten read-only checks to run before a serious Claude Code session: version, model, permissions, MCP servers, context, and rollback.
✦ GUIDE // EASY
Claude Code Setup Guide
Complete Claude Code setup guide: installation, MCP servers, custom CLAUDE.md instructions, shell aliases, and security configuration
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Claude Code tutorial for beginners
learn Claude Code from zero — installation, your first conversation, CLAUDE.md setup, and a practical first project in 15 minutes.
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claude code vs aider
two terminal-first AI coding tools, very different philosophies. here's what matters when choosing between claude code and aider.
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Claude Code vs Cursor: complete comparison 2026
Claude Code vs Cursor — feature-by-feature comparison of terminal-native AI coding vs IDE-based AI coding in 2026. pricing, architecture, and when to use each.
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Claude Code vs GitHub Copilot
Claude Code vs GitHub Copilot — architecture, agent modes, pricing, and real differences between terminal-native AI coding and IDE autocomplete.
✦ GUIDE // PRACTICAL
claude code vs windsurf
terminal agent vs AI-native IDE. claude code and windsurf represent two different bets on how developers will work with AI.
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Claude Code Workflow Files: AGENTS.md, CLAUDE.md, Skills, and Repo Maps
where each agent instruction belongs in a Claude Code repo — CLAUDE.md, skills, rules, hooks, MCP. one decision table, one cleanup pass.
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CLAUDE.md Best Practices
Write effective project instructions that Claude reads at every conversation start
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CrewAI vs LangGraph: choose a multi-agent framework by workflow shape
CrewAI fits role/task crews and event-driven flows. LangGraph fits explicit state, loops, interrupts, persistence, and replay. Use neither when one agent and a few tools is enough.
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Custom Slash Commands
Create reusable workflows triggered by /name in Claude Code
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Customizing the Status Line
Configure Claude Code's status line to display model, git status, tokens, and custom information
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Dayflow: Screen Activity Tracking Without Surveillance
Privacy-first activity tracking with AI. Local screenshots, Gemini recognition, markdown export. No cloud, no tracking, no bullshit.
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Debug Your RAG Pipeline Before Users Notice
Monitor retrieval-augmented generation systems with OpenTelemetry tracing. Find whether bad answers come from retrieval, context, or generation.
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From Chat to Cron: Building Automated PKM Pipelines
Stop manually organizing notes. Build cron-triggered AI workflows that process, tag, and connect your knowledge base on autopilot.
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Git Worktrees for Parallel Agents
Run multiple AI agents on the same codebase without conflicts using git worktrees
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Hooks System in Claude Code
Automate workflows with deterministic triggers that run shell commands at specific points in Claude Code's lifecycle.
✦ GUIDE // PRACTICAL
How to Debug AI Agents
A practical workflow for finding and fixing failures in AI agents using tracing, logs, and observability tools.
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how to reduce claude code costs by 50%
practical techniques to cut your claude code spend in half without sacrificing quality. token economics for people who count.
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how to write Claude Code skills
complete guide to writing Claude Code skills — SKILL.md format, frontmatter, testing, publishing, and building a skill from scratch.
✦ GUIDE // HARD
Keep Claude Running for Hours
Build autonomous development loops using todo files, hierarchical subagents, and context compaction to process task lists for hours without human input.
✦ GUIDE // HARD
llama.cpp setup guide: build, run, and troubleshoot GGUF models locally
Build llama.cpp, load a GGUF model, run the CLI or server, and verify the install with one smoke test and troubleshooting table.
✦ GUIDE // PRACTICAL
LLM Logging: Capture Every AI Conversation
Track prompts, responses, and token usage. Build a searchable archive of LLM interactions for debugging, learning, and prompt optimization.
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LLM-as-Judge Evaluation
Use LLMs to evaluate LLM outputs. Build reliable automated judges through critique shadowing and iterative calibration with domain experts.
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MCP Server Stacking: One Data Source is Data, Two is Intelligence
Combine multiple MCP servers to unlock cross-domain insights that no single server can provide on its own.
✦ GUIDE // HARD
Multi-Agent Content Pipeline with Claude Code
Build autonomous content systems using Claude Code skills, semantic search, and chained agents
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Multi-Agent Coordination: How to Run Three AI Agents Without Merge Conflicts
The four-phase workflow for running parallel AI agents on the same codebase using tmux, git worktrees, and a shared AGENTS.md file.
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Multi-Model Routing for LLM Applications
Route requests to the right model based on task complexity. Cut costs 40-70% while maintaining quality where it matters.
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Parallel AI Sessions: Run Multiple Agents
Run multiple AI agents simultaneously. Patterns for concurrent prompts, session orchestration, and task distribution across LLM workers.
✦ GUIDE // EASY
Pixel NAS: Turn a 2016 Pixel into a Google Photos Upload Daemon
Use an original Pixel as a tiny always-on inbox that syncs photos from other devices and uploads them to Google Photos.
✦ GUIDE // MEDIUM
Proactive AI Agent with Semantic Memory
Turn your AI from reactive chatbot into proactive assistant using heartbeats, semantic search, and persistent memory.
✦ GUIDE // EASY
Quick Start: Pick Your Path
Three ways to build a personal OS today. Choose based on your tools and comfort level: Claude Code for developers, GPT + Zapier for quick setup, or Gemini for Google users.
✦ GUIDE // HARD
Running Claude Code in Containers
Isolate agent execution with Docker for security, scalability, and 24/7 operation
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Sandboxing & Security for AI Agents
How to isolate AI agents using OS-level sandboxing to prevent unauthorized access and reduce permission fatigue.
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Task Decomposition for AI Documentation
Break documentation projects into discrete steps to get accurate, consistent output from AI tools instead of hallucinated garbage.
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The Skills System
Create reusable AI capabilities with Claude Code skills
✦ GUIDE // PRACTICAL
Token Efficiency: Fit More in Less
Practical techniques to reduce token usage, optimize context windows, and cut LLM costs without losing quality.
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ultrathink: deep reasoning in claude code
when to use extended thinking in claude code, what it actually costs, and why you shouldn't use it for everything.
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Voice-First Content Creation
Replace typing with talking. Brain dump while walking, transcribe with AI, generate multiple versions, polish the best. From 2 hours to 30 minutes per piece.
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your first MCP server in 10 minutes
build a model context protocol server from scratch in typescript. no boilerplate, no magic — just a working server that claude code can talk to.
77 guides indexed in the sovereign library.