THE WORKSHOP · 4 TOOLS

AI tools I build with, open for you to take.

Free, operator-built Claude Code skills and open-source projects, the same ones I rely on inside my own work. No signup. Fork them, adapt them, ship them. If one saves you a meeting, send it to a friend who needs it more.

TOOL 01 · SECOND BRAIN

Second Brain

Give your AI a long-term memory, built for people who talk more than they type. One prompt turns Claude Code plus a plain-text vault into a voice-first, self-organizing second brain; it files, links, and recalls so you don't have to.

View on GitHub One-prompt install Works with Obsidian Open source · MIT
A voice waveform becomes notes, and each note links itself to its nearest neighbors in a growing graph.
The Second Brain vault rendered as a brain-shaped constellation of linked notes Watch the launch · sound on · 1:31

Inside my own vault

2,051
Notes
1.5M
Words
6,520
Links

Real numbers from the vault in the demo above: fully cross-linked, self-organized, recalled by voice.

TOOL 02 · SKILLS

Callable skills for Claude Code & Codex.

Download, drop into your skills folder, and invoke in plain language. Each one is a framework I actually use, packaged so it argues back instead of agreeing.

A skill file slides into a terminal, a plain-language question comes in, and the five Playing to Win choices unfold into a verdict.

Strategy

Playing to Win

Pressure-test a business idea, offer, or product through Roger Martin and A.G. Lafley's choice cascade. 12-section output, a Proceed / Narrow / Park / Kill verdict, and zero fake encouragement.

v1.0 · Claude Code, CodexView skill

Writing

Voice Profile Builder

Build a voice profile from your pre-AI writing so AI drafts in your real voice, not generic AI prose. Point it at your old posts and essays; get a reusable profile that survives every future draft.

Claude Code skill · MITView on GitHub

TOOL 03 · VISIBILITY

See what Claude Code is actually doing.

Local-first visibility into your own usage: which skills earn their place in context, and where the tokens and dollars actually go. Everything runs on your machine; nothing is uploaded.

Skills fill a context window: used ones lit, idle ones grey. Unload an idle skill and the token count drops. Illustrative, not a measurement.

Claude Code plugin

Skill Usage Dashboard

Every enabled skill taxes your context window every session, used or not. It reads your local transcripts, shows real usage counts and token cost per skill, and gives each one a Keep / Modernize / Turn off / Prune verdict. Runs entirely on your machine; nothing is uploaded.

Plugin or script · MITView on GitHub

CLI + live dashboard

Claude Code Cockpit

Local-first token and cost visibility. A zero-dependency cc-usage CLI prints spend sliced by session, agent, skill, MCP server, or model, plus a one-command live Grafana dashboard with Max Plan Leverage and burn-rate panels that update as you build.

CLI + Grafana · Open sourceView on GitHub

TOOL 04 · LOOPS

Loops are what come after prompts.

The library of repeatable agent loops I actually run. Start with the field guide: what a loop is, the seven parts every good one has, and when one earns its keep. Then copy the 43.

A run circles plan, act, and verify, and every lap ends at the check. The 43 dots on the outer ring are the library.

Field guide

AI agent loops, explained

What a loop is, the seven parts every good one has, and where to copy 43 you can run for coding and non-coding work.

Free · Operator-builtRead the field guide

Inside the library

43
Copyable loops
10
Categories
7
My originals

Each loop names its use case, cadence, the verification that proves it worked, and a prompt you can paste into a capable agent.

Open the full library

Pairs with the agents course

Ch. 10 of the Field Guide shows the check that makes a loop safe to leave running

TAKE IT · 6 ITEMS

The toolbox

Free and open source. Copy a command or grab the file, and make it yours.

  1. 01

    Second Brain

    A long-term memory for your AI, filed and linked by voice.

    git clone https://github.com/paultaki/second-brain.git View on GitHub
  2. 02

    Playing to Win

    Pressure-test an idea and get a straight verdict.

  3. 03

    Voice Profile Builder

    Teach AI to draft in your real voice.

    git clone https://github.com/paultaki/voice-profile-builder.git View on GitHub
  4. 04

    Skill Usage Dashboard

    See which skills earn their place in context.

    git clone https://github.com/paultaki/skill-usage.git View on GitHub
  5. 05

    Claude Code Cockpit

    Watch tokens and cost as you build.

    git clone https://github.com/paultaki/claude-code-cockpit.git View on GitHub
  6. 06

    AI Loop Library

    43 loops to copy, each with the check that proves it worked.

Get the operator lessons behind the tools.

Field Notes is where I write up what's working inside operating businesses, the AI fixes I'm testing, and the lessons I'd give a friend. Free, occasional, no pitches.

Or read past issues

NEXT ROOM · FIELD GUIDE Field Guide Make AI make sense.