Insights on terminal workflows, AI tools, and developer productivity.
Article directory
The complete guide to building AI agent workflows in the terminal. From daily standup automation to multi-agent code review, learn how to move beyond chat and build repeatable, scriptable, version-controlled systems with Claude Code, MCP, and structured prompts.
Stop trusting 'best of' lists written for affiliate commissions. Learn how to feed your exact constraints into an AI CLI agent and get back ranked recommendations with explanations for why each option fits YOUR specific situation.
Build a version-controlled annual planning system in your terminal. Set yearly goals, let AI break them into quarterly milestones, run monthly check-ins, and use git history as a growth diary that shows how your priorities evolved.
Turn photos of handwritten notebooks into searchable, structured markdown files using Claude Code's vision capability. The AI doesn't just OCR your handwriting — it understands the content, integrates margin notes, and organizes everything with proper headings, lists, and tags.
Build a travel planner that combines AI reasoning with live weather and budget data. Tell it where and when — get back a printable markdown itinerary with daily schedules, budget breakdowns, and packing lists. Change your mind? Edit the file and let the AI adjust everything downstream.
Build an AI interview partner that reads your resume, generates context-aware questions, remembers your answers, and gives structured feedback. Covers technical interviews, behavioral STAR method, and investor pitch practice -- all from your terminal.
Build a reusable decision stress-test workflow with AI CLI. State your decision, let the AI argue against it from five perspectives, surface blind spots, and either strengthen your conviction or change course before it costs you.
Stop drowning in browser tabs when facing a complex decision. Build a reusable decision framework with AI CLI — define criteria, weight them, let the AI research each option, and get a structured comparison table with transparent reasoning.
Describe your brand personality to an AI CLI agent and get back SVG logo variations, a consistent color palette, typography rules, and a documented style guide — all version-controlled in git. No designer required.
A complete beginner's guide to building real software with AI CLI tools — no coding experience required. Learn what a terminal is, install Claude Code in 5 minutes, have your first AI conversation, and build four real projects today.
Export scattered notes from multiple apps, let an AI CLI agent read and classify every file by content, and output them directly into an Obsidian vault with wikilinks, tags, and frontmatter. Includes step-by-step instructions for text, images, PDFs, and voice memos.
You have deep domain knowledge — nutrition, wine, language, fitness — but no coding skill. Learn how to describe your expertise to an AI CLI agent and get back a working interactive web tool you own completely. No developer required.
Describe what you want in plain language, let Claude Code generate custom HTML/CSS, preview it locally, and deploy to Netlify for free — all from the terminal. No templates, no monthly fees, you own the code.
Install Claude Code, type one sentence, and watch a working web app appear in your browser. A step-by-step guide for designers, PMs, students, and anyone with an app idea but no coding experience.
Export your inbox as MBOX or EML, let an AI CLI agent classify every message by urgency and type, extract deadlines and action items, and generate a priority digest. All from the terminal. Works with any email provider.
Build a terminal pipeline that batch-processes PDFs with AI: extract text, tables, and clauses, classify documents by type, flag critical terms, and generate a structured summary report with page references. Uses Claude's native PDF reading and extended thinking for complex document analysis.
Use an AI CLI agent to read, map, and explain inherited spreadsheets without opening Excel. Covers formula auditing, error detection, structure mapping, and automated fixes for CSV, XLSX, and Google Sheets exports — all from the command line.
Record a meeting, transcribe it locally with Whisper, then let an AI CLI agent extract decisions, action items, owners, and deadlines into structured output that pushes directly to Linear or GitHub Issues via MCP.
Stop sending every new hire the same stale onboarding doc. Build a terminal pipeline where CLAUDE.md encodes company knowledge, MCP pulls from HR systems, and a Skill generates a personalized guide per role -- in seconds, version-controlled, in markdown or PDF.
Build a multi-agent pipeline that pulls feedback from GitHub Issues, Slack, Linear, email, and app store reviews via MCP servers, then clusters themes, scores sentiment, and outputs prioritized product insights.
Stop writing every proposal from scratch. Build a terminal-native pipeline that reads past successful proposals as context, matches requirements to your library, generates drafts with consistent voice, and outputs in markdown, PDF, and DOCX. Works for grant proposals, client proposals, and RFP responses.
Stop re-explaining your workflow every session. Encode project knowledge into CLAUDE.md, AGENTS.md, and Skills to make your AI agent permanently smarter about your specific processes.
Use Claude Code with MCP servers to push structured CRM updates to Salesforce or HubSpot directly from the terminal. No browser, no manual data entry.
Write slides in Markdown, let Claude Code structure content and generate speaker notes, render to PDF/HTML/PPTX with Marp CLI, and version-control everything with git. A complete terminal-native presentation workflow with live preview, reusable skills, and CLAUDE.md style configuration.
Use an AI CLI agent to reconcile transactions across bank exports, invoices, and ledger files. Match records by amount, date, and description, flag discrepancies, and generate annotated reconciliation reports automatically.
Write one blog post in Markdown and let an AI agent transform it into a Twitter/X thread, LinkedIn post, newsletter, and dev.to article. Includes a complete shell script, output samples, cost comparison, and CLAUDE.md configuration for platform-specific tone.
A step-by-step guide to building a terminal-native research workflow: web search, AI summarization, structured notes, and final report generation — all scriptable and repeatable.
Run 3 AI agents simultaneously to review the same PR from different angles — security, performance, and maintainability. Includes exact prompts, model selection rationale, cost comparison, and a git hook for automatic review on every pull request.
Stop visiting competitor sites one by one. Use headless browsers with MCP servers and AI CLI agents to scrape, compare, and generate structured competitive intelligence — all from your terminal.
Use an AI CLI agent to read, classify, and reorganize thousands of messy files into a clean directory structure. Includes a copy-pasteable script with dry-run mode, undo capability, and CLAUDE.md configuration for repeatable file organization.
Turn raw CSV files into structured analysis, anomaly detection, and chart recommendations using AI CLI agents. Covers one-liner commands, full pipeline scripts, CLAUDE.md configuration for recurring analysis, and split-terminal workflows for data plus report side-by-side.
Use MCP servers and an AI CLI agent to pull data from GitHub, Slack, and Linear automatically, then produce a structured standup report in seconds.
A step-by-step guide to writing a CLAUDE.md that actually improves AI agent performance. Five sections, real examples, token budgets, and testing strategy.
Step-by-step tutorial: build a working MCP server in TypeScript, connect it to Claude Code, and test it with real tool calls.
A practical comparison of Ghostty, Warp 2.0, and WezTerm for AI CLI tool workflows. Covers GPU rendering, multiplexing, pricing, and which terminal fits your setup.
Use Claude Code, Gemini CLI, and Codex CLI simultaneously to scaffold a full-stack app in under 30 minutes. Step-by-step setup with git worktrees.
Fix git worktree conflicts when running multiple AI agents. Covers lock files, index.lock, branch conflicts, merge failures, stale worktrees, and build artifacts.
Run 3 Claude Code agents on 3 git worktrees simultaneously from one Termdock window. A step-by-step walkthrough of a real parallel development session.
Complete guide to Anthropic's official free learning platform. 13 courses covering Claude basics, API development, Claude Code, MCP, and Agent Skills, with recommended learning paths.
A deep dive into msitarzewski/agency-agents: the open-source collection of 130+ specialist AI agent personas across 16 divisions, turning generic coding assistants into domain experts for Claude Code, Cursor, Aider, and Gemini CLI.
GitNexus builds a knowledge graph from your source code -- every dependency, call chain, and execution flow -- then exposes it through MCP so AI agents stop shipping blind edits. Zero server required.
A deep look at DeerFlow 2.0, ByteDance's open-source SuperAgent harness that orchestrates sub-agents, sandboxes, memory, and skills to handle complex tasks lasting minutes to hours. Covers architecture, setup, MCP integration, Claude Code bridging, and how to monitor parallel sub-agents with Termdock.
A postmortem of the ClawHavoc campaign — how attackers planted 341 malicious skills on ClawHub distributing Atomic macOS Stealer, bypassed curation with week-old GitHub accounts, and what the expanding 1,184+ skill breach means for trust in AI agent marketplaces.
Writing a SKILL.md takes 5 minutes. Getting it to work reliably takes 5 hours. Learn the edit-test-evaluate loop, systematic description optimization, and the terminal layout that closes the gap.
Every token in your context window competes with reasoning capacity. Learn the three-layer architecture — always-on CLAUDE.md, cross-tool AGENTS.md, on-demand SKILL.md — to keep your AI agent fast, focused, and correct.
The definitive guide to running multiple AI coding agents in parallel using git worktrees. Covers git worktree fundamentals, Claude Code's built-in --worktree flag, step-by-step setup for 3 parallel agents, conflict resolution, merge strategy, and cleanup. Includes a practical example with auth, API, and test agents working simultaneously.
Snyk's ToxicSkills study scanned 3,984 agent skills and found 534 with critical vulnerabilities — malware, prompt injection, exposed secrets. The breakdown, real attack examples, and 5 things you should do right now.
Head-to-head ranking of every free AI CLI coding tool in 2026. Covers Gemini CLI, Codex CLI, OpenCode, Goose, aider, Crush, and Copilot CLI — with verified free tier details, feature comparison, five real-task tests, and final recommendations for developers on a budget.
A practical guide to cutting AI CLI tool spending by 75%. Covers free tier stacking, task routing, monthly budget templates for 3 developer profiles, and when premium subscriptions are actually worth paying for.
When an agent skill runs a shell command, it runs with your full user permissions. No verification. No sandbox by default. Here's the complete threat model — four attack vectors, the trust chain that enables them, and 5 concrete steps to protect yourself.
A deep dive into obra/superpowers: the agentic skills framework with 89K+ GitHub stars that enforces TDD, structured planning, and subagent-driven development across Claude Code, Codex CLI, Cursor, and Gemini CLI.
claude-mem automatically captures everything Claude Code does during your sessions, compresses it with AI, and injects relevant context into future sessions. Here's how persistent memory changes your AI coding workflow.
One SKILL.md works across Claude Code, Codex CLI, Copilot, and Gemini CLI. Learn the directory conventions, compatibility matrix, cross-agent authoring techniques, and how the marketplace ecosystem compares to npm.
Five tested methods to slash Claude Code spending by 50% or more. Covers /effort tuning, CLAUDE.md optimization, Gemini CLI offloading, strategic subagent use, and context management — with before/after cost estimates for each.
The definitive head-to-head comparison of Claude Code and Codex CLI in 2026. Covers SWE-bench vs Terminal-Bench benchmarks, Opus 4.6 vs GPT-5.4, pricing from $20 to $200/month, cloud sandbox vs local execution, multi-agent orchestration, and the hybrid workflow that top developers use with both tools side by side.
The ETH Zurich study proved most context files hurt agent performance. Here are 10 concrete CLAUDE.md mistakes — with before/after examples — and how to fix each one.
An honest comparison of three terminal multiplexing approaches for AI agent workflows in 2026. Covers tmux's SSH and scripting strengths, Zellij's modern TUI and plugin system, and Termdock's GUI-native AI agent monitoring with drag-resize panes, file drop, and workspace Git sync. Includes a decision framework for choosing the right tool based on your primary use case.
13.4% of agent skills have critical security flaws. Learn the 10-point audit checklist, the threat model behind SKILL.md attacks, and how to set up a safe testing environment before installing any skill.
Learn to create a working Agent Skill from scratch. Covers SKILL.md frontmatter, body structure, scripts, reference files, testing, and sharing — with complete copy-paste examples.
Everything you need to know about Agent Skills: the SKILL.md format, the 490K+ skill ecosystem, security risks, and best practices for Claude Code, Codex CLI, and Copilot.
How to combine Claude Code's premium reasoning with Gemini CLI's free tier to cut AI coding costs by 60-70%. Real task routing, setup guide, and cost math for daily development in 2026.
A comprehensive guide to every major AI-powered CLI coding tool in 2026. Covers Claude Code, Gemini CLI, Copilot CLI, Codex CLI, aider, Crush, OpenCode, Goose, and Amp — with installation, pricing, context engineering, multi-agent workflows, MCP integration, terminal pairing, and security best practices for developers building with AI in the terminal.
A step-by-step beginner tutorial for Claude Code. Install, configure CLAUDE.md, complete 3 real tasks on your codebase, and set up your workflow — all in 60 minutes.
A clear comparison of SKILL.md, CLAUDE.md, and AGENTS.md — what each file does, which tools read them, and how to layer them for optimal AI agent performance.
Cut your AI coding costs by 60-70% with the dual-tool strategy. Use Gemini CLI's free tier for exploration and Claude Code for complex execution. Real workflow, cost math, and setup guide.
Most agent skills never trigger or give bad instructions. Learn the 6 design principles — from description optimization to eval loops — that separate good skills from the 351K+ noise.