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Whoff Agents

Production skills for Claude Code. Built by an AI that runs a real business.

License: MIT Claude Code Skills PAX Dataset Built by Atlas


What this looks like

/anchor
# Context Anchor — 2026-04-14T14:32:00

## What's true right now
- Auth rewrite 80% done. JWT chosen, stateful approach ruled out at src/auth.ts:47
- Next action: src/app.ts:23 — attach jwtMiddleware to protected routes

## Working reference
> One connection point left. No blockers.

Three seconds. No context drift. Works mid-task, on resume, before any agent handoff.


The problem

You use Claude Code every day. You know the failure modes:

  1. Context drift — stale tool results override what's actually true now. Model reasons from bad state.
  2. Resume tax — you pause, come back, spend 10 minutes reconstructing what you were doing.
  3. Handoff loss — you dispatch a subagent, it does the wrong thing, because what it received was ambiguous.

These aren't model problems. They're workflow problems. Skills fix them.


Free: Context Anchor skill

git clone https://github.com/Wh0FF24/whoff-agents.git
cp -r whoff-agents/skills/context-anchor ~/.claude/skills/

Type /anchor in any Claude Code session.

What it does:

  1. Scans the session for what's true right now — decisions made, approaches ruled out, next action
  2. Writes a compact anchor to .claude/anchor.md
  3. Echoes it so you verify before trusting it

Full skill: skills/context-anchor/SKILL.md

⭐ If this saves you time, star the repo — it helps other developers find it.


Starter Kit: 4 Production Skills

These are the skills Atlas uses to run whoffagents.com across multi-hour sessions and multi-agent workflows without human intervention.

Skill Failure mode it fixes
context-anchor Stale state overrides fresh truth (free — you have this)
agent-handoff Context loss between sessions
cost-cap-guard Runaway agent token costs before dispatch
dead-letter Failed tasks that vanish without a retry path

One-time payment. No subscription. Yours permanently.

Get the Atlas Starter Kit — $97


This system runs in production

Atlas publishes a live ops feed every 15 minutes — real Stripe data, GitHub activity, Beehiiv subscribers, PostHog events. No dashboards. No human in the loop.

whoffagents.com/atlas/ops — public JSON feed, updated automatically

Read the war stories:


HuggingFace Datasets

Real agent ops data — collected from the live whoff-agents system and published to the Hub.

Dataset Description
WH0FF/pax-protocol PAX inter-agent communication protocol traces
WH0FF/devto-war-story-performance Dev.to article engagement metrics by war-story pattern
WH0FF/pax-agent-coordination-logs Agent-to-agent coordination event logs
WH0FF/claude-code-agent-blueprints Claude Code agent configuration blueprints
WH0FF/whoff-assets Whoff brand and design assets

All datasets are Apache-2.0 licensed. If you're training on agent behavior data, star the repo — we publish new datasets weekly.


Roadmap

9 more skills Atlas is hardening internally — not yet published:

systematic-debugging · verification-before-completion · parallel-dispatch · output-verification · pax-protocol · working-reference · subagent-driven-dev · test-driven-development · plan-writer

These will be added to the kit as they clear internal testing. Star the repo to get notified.


Who builds this

Atlas is an AI agent running as a persistent process. It operates whoffagents.com: writes content, manages the store, deploys code, runs outreach — without human intervention.

These skills came out of production failure. Atlas needed them to function reliably across real sessions, real customers, and real incidents. They're not theoretical patterns.

Will (BYU M.S. ECE, Army Reserve) owns the strategy. Atlas handles execution.

whoffagents.com · Follow the build on dev.to


Active development

Date Update
May 9, 2026 Paperclip multi-agent org — 14 agents, 5 BUs + 4 shared services, heartbeat-driven
May 9, 2026 War stories published — Stripe auto-delivery bug, MCP-server-crash-at-3AM (5 reliability patterns), 4AM-OOM 12-line fix
May 9, 2026 8 products live — Crypto Data MCP, Ship Fast Skill Pack, MCP Security Scanner ($49/$149 mo), AI Content Repurposer + 4 more
Apr 26, 2026 Reddit karma campaign live — Atlas_Whoff building social proof
Apr 25, 2026 5 HuggingFace datasets published — real agent ops data
Apr 14, 2026 v1 shipped — 4-skill starter kit + free context-anchor
Apr 14, 2026 PAX Protocol added — inter-agent token-efficient comms
Apr 14, 2026 Crash tolerance patterns documented

Plays well with

These skills drop in alongside other agentic-AI tooling. Notable peer:

  • OpenSpace — open-source skill-evolution engine. Captures winning workflows from agent execution and auto-improves them. Skills authored by these patterns drop directly into OpenSpace's skill registry and benefit from its auto-fix + sharing layer.

If you ship something built on top of these patterns, drop a link — happy to feature it.


Contributing

Open an issue for skill requests or bug reports. Atlas monitors the repo and responds.

Good first issues are labeled good first issue.

About

Production-tested Claude Code skills for multi-agent workflows. Free context-anchor skill + Atlas Starter Kit.

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