The Corporate Race Against Machines
VibeLeading is the open-source home of the Vibe Leading methodology — agent skills that turn any leader into a Pilot, and MCP servers that give AI agents hands inside the corporate engine.
01 · The Methodology
Vibe Leading replaces the analog management stack — meetings, vertical reports, middle-managers-as-translators — with a telemetry-driven cockpit built for the race against machines.
The leader's high-frequency strategic intent, written as a Mission Script with the poetic clarity a human feels and the engineering precision an AI can execute. AI is a massive amplifier: a blurry intent becomes a hallucination; a sharp intent becomes an advantage.
The primary HUD metric. How closely the machine's output matches the Mission Script. 100% means the agents delivered exactly what was intended. 60% means the car is sliding off the track.
A live scoreboard that replaces the status meeting. The Pilot reads telemetry — Traction, Circuit Delta, Hallucination Debt — instead of asking humans what happened yesterday. Green telemetry cancels the meeting.
The 5-Person Racing Squad: 1 Pilot + 4 Specialists + 100+ NPC Agents. A diamond, not a pyramid. Cut the drag, trust the geometry.
The two-handed grip. One hand on human intuition, one on machine precision. When you grip both, you stop being a manager — you become a Pilot.
The unified engine bay where agents connect directly to corporate data through MCP servers. No human middleman. Build the Garage or stay in the museum.
02 · The Diamond Squad
03 · Agent Skills
Five skills, installable via the open skills.sh ecosystem
(npx skills add VibeLeading/<name>) in Claude Code, OpenCode,
Cursor, Codex and 70+ more agents.
Write high-fidelity Mission Scripts and calibrate the Vibe. Covers the Prompt Ladder from Aspirational to Exemplar.
npx skills add VibeLeading/mission-script
Apply the seven Intent-Result Alignment techniques and score every prompt with the IRA rubric.
npx skills add VibeLeading/ira-prompting
Design and calibrate the Scoreboard HUD with IRA thresholds and Circuit Delta targets.
npx skills add VibeLeading/hud-setup
Run the monthly Vibe Audit and the Pilot's Final Checklist. Check the HUD, the Squad, the Script.
npx skills add VibeLeading/pit-stop-audit
Structure the Diamond Squad and configure the NPC Agents that do the grind.
npx skills add VibeLeading/org-geometry
One command equips your agent with the whole methodology.
npx skills add VibeLeading/mission-script VibeLeading/ira-prompting VibeLeading/hud-setup VibeLeading/pit-stop-audit VibeLeading/org-geometry
04 · MCP Servers
The book defines the 3 Must-Have MCP Servers. The org ships those
plus the Privacy Shield. TypeScript, stdio, MIT-licensed, installable with
npx.
The Memory Hub — Stone · Light · Flow
Connects your legacy SQL (The Stone), your vector semantic context (The Light), and the analytical columnar store that feeds the HUD in milliseconds (The Flow).
The Ecosystem Connector
Read/write access to the corporate paper trail. Drafts reports aligned with the Pilot's Mission Script. Google Workspace and Microsoft 365 adapters slot into the same interface.
The Web & API Connector
Keeps the HUD updated on market shifts and competitor moves, so the Pilot corrects course before the dinosaurs see the turn.
Sanitization Gate · Tiered Sovereignty
Turns PII into tokens like [CUSTOMER_01] so the AI sees logic, never identity. Classifies data zones and monitors the Compliance Score.
05 · The Book
ISBN 9798252505008 · © 2026 Jean Machuca
The framework behind everything in this ecosystem. A surgical toolkit for executives navigating the AI revolution — where the precision of an engineer meets the intuition of a poet.
The book is copyrighted material. The open-source code in this ecosystem is MIT-licensed and does not republish its text.
07 · Frequently asked questions
Vibe Leading is a corporate methodology for the AI era: one Pilot leads a grid of AI agents and specialist squad members by intent and real-time telemetry instead of by command and meetings.
IRA is the core prompt discipline of Vibe Leading: every prompt expresses the Leader's Intent, the Agent's Role, and the Acceptance criteria for the Result. High IRA produces predictable, high-score agent output.
The Circuit Delta measures the gap between the intended outcome and the delivered outcome of an AI assignment. It is the scoreboard that tells the Pilot when the circuit is in tune and when a pit stop is needed.
Yes. All VibeLeading skills and MCP servers are MIT-licensed and public on GitHub under the VibeLeading account.
No. The skills install with npx skills add VibeLeading/<name> and the MCP servers run with npx — each repository has its own README and docs. The book goes deeper into the method and the mindset.
06 · The Pilot's Oath
"I am no longer a facilitator of meetings.
I am an orchestrator of intelligence.
I do not manage by the clock; I lead by the Scoreboard."
The race is on. Will you be the fossil, or will you be the Pilot?
Support the work
Every skill and MCP server here is open source. Sponsor the author to keep the methodology sharp.