Open-Source Skill & Masterclass
vibe-to-ship.
90% of founders use AI at 10% of its real power. Move from single linear loops to graph engineering — a hundred jobs done in parallel, zero drift, 100% verification.
cp -r vibe-to-ship ~/.claude/skills/The AI evolution. From single prompts to graph engineering.
The journey
01 / 08
01
Normal vibecoding (single agent)
Build me an app in one prompt. Feels fast at first, then breaks down as the codebase grows.
The agent gets overloaded, forgets earlier requirements, and claims "All tests pass!" without ever running a compiler.
- Forgets context past 10 files
- Claims done without running tests
- Sequential 15-minute bottlenecks
02
Running multiple agents
Spawn 5 subagents at once. Uncoordinated fleets create chaos and file collisions.
Subagents sharing chat history agree with each other’s mistakes. Two agents editing page.tsx overwrite each other.
- Subagents agree on errors (shared chat)
- File edit collisions (overwriting page.tsx)
- Chat handoff burns 200k tokens
03
Loop engineering
Try, check, adjust, repeat. Iteration loops help — until they run unanchored, endlessly.
Without guardrails an agent loops 15 times on a broken test, burning $40 in credits while STATE.md drifts from git.
- Infinite fix loops ($40 credit burn)
- State file drifts from git reality
- Unverified gate checking
04
Graph engineering
Design a network of bounded nodes. Bounded schemas, Fake-Edge cutting, and the Diamond pattern.
Cut fake dependency arrows to collapse 15 minutes of sequential waiting into 15 seconds. Fresh-context skeptics catch bugs objectively.
- Bounded Node Contracts (Zod schemas)
- Fake-Edge test (cut 15m to 15s)
- Diamond Pattern (Fan-out -> Synthesize)
05
vibe-to-ship (the unfair advantage)
All graph engineering, automated. Git worktree isolation, zero-drift anchors, 3-attempt cap.
Strict Zod node contracts, git worktrees, and fresh-context verification combined into one drop-in agent skill.
- Git worktree isolation (0 collisions)
- OpenLotus get_reality zero-drift anchor
- Fresh-context verifiers catch bugs
06
Drop-in setup
One copy command. Zero accounts, zero cloud setup required.
Before running triage, install the skill into your agent’s skills folder so it has the instruction set.
- Claude Code: ~/.claude/skills/
- OpenCode: .opencode/skills/
- Zero account, 100% local
07
How to trigger triage
The exact prompt command. Get your agent executing the loop immediately.
Open your terminal, launch Claude Code or OpenCode, and paste the prompt below.
- Exact Prompt: "Run vibe-to-ship triage"
- Step 1: Triage reconciles git reality
- Step 2: Act & Verify with fresh skeptics
08
Horizontal Tree Memory UI
Your context, visible and interactive. Plans, decisions, actions, state, and context — aggregated in real time.
Unlike siloed chat context, OpenLotus maintains an expandable relational node tree. Click any node to inspect your memory live.
- Plans, decisions, actions, state — all connected
- Expandable nodes you can click to explore
- Live data from your workspace and MCP signals
Click any node to expand · drift 0%
Under the hood
One loop, one graph, zero drift.
Every session runs the same five beats. Every worker lives in the same graph. The diagrams below are the whole system — nothing hidden in a prompt.
The 5-beat loop
Boot connects memory, triage reconciles reality, act fans out worktrees, verify runs fresh skeptics, learn records the decision. Failure escalates to a human after 3 attempts.
The shared-memory system
Your agent talks to the local MCP server; the MCP server talks to the same cloud map your dashboard renders. One source of truth, visible to you and the agent alike.
Try it — no install
Answer three questions. Get a triage.
This is the same classification the skill runs. High means act today, Watch means monitor, Noise means deliberately ignored. Toggle to see how it thinks.
Your repo right now
Same classifier the skill runs
Quick install
Drop it into your skills folder.
Claude Code
cp -r vibe-to-ship ~/.claude/skills/OpenCode
cp -r vibe-to-ship .opencode/skills/Open-source at github.com/CyberTycoon/vibe-to-ship — star it, fork it, PRs welcome.
The payoff
Your context, visible and interactive.
Plans, decisions, actions, state — connected in one relational tree. Click any node to expand it. This is the memory your agent reads and writes through MCP.