The expert speaks. The agent listens. Twelve to fifteen turns later, a complete, tested skill exists where one did not before — and exports cleanly to whichever framework the expert's team happens to use today, or tomorrow.
A Socratic interlocutor that turns the things experts know how to do but cannot quite write down — into production-ready Agent Skills.
Most agent skills today are written by engineers who have never done the work. Skills Creator inverts that: an agent interrogates the practitioner, draft after draft, until the tacit knowledge has been pinned to the page — as a SKILL.md, an eval suite, a runnable test harness.
The expert speaks. The agent listens. Twelve to fifteen turns later, a complete, tested skill exists where one did not before — and exports cleanly to whichever framework the expert's team happens to use today, or tomorrow.
An excerpt from a real session that produced commit-message-enhancer, included verbatim in the repository as a reproducible reference.
Transitions are LLM-judged on conversation quality, not hard-coded gates. Phases collapse or repeat as the dialogue demands.
The decisions captured in session.json are framework-agnostic. Adapters render them into the dialect of each target.
SKILL.md
scripts/*
references/*SOUL.md
AGENTS.md
TOOLS.md
skills/*.cursorrulesagent.yaml
prompts/system.md
prompts/examples/*PROMPT.mdTwelve dialogue decisions become one Claude Code skill, eight eval cases, and four framework exports — seventeen files total, all browsable below.
The same Socratic method scales up: a single dialogue can produce not just a skill, but a complete Claude Code Plugin — a digital employee bundling 4–7 skills, slash commands, and MCP server connections (Slack, Notion, Salesforce, ...). Modeled on Anthropic's knowledge-work-plugins.
prospect-research
call-prep
pipeline-review
battlecard-update
/weekly-reportjournal-entry
reconciliation
variance-analysis
financial-statements
close-management
audit-supportticket-triage
response-drafting
escalation-routing
kb-article-generation
canned-responsesjd-drafting
resume-screening
interview-notes-synthesis
offer-letter-generationSee enterprise-roles.mdOne server. The whole company talks to it. Sales reps get their sales-ops plugin pre-built. New finance hires self-install finance-analyst. Teams without a template walk the agent through 30 minutes of dialogue and ship a custom plugin with admin sign-off.
bash install.sh \
--target-dir /opt/plugin-studiomatch → install
no match → createvalidate → review
→ publish → notifycompany · admins
marketplace · roles