Bootstrap — Personalized Onboarding

A conversational onboarding skill. Through 5-8 adaptive rounds, extract who the user is and what they need, then generate a tight instructions file that defines how the AI assistant should behave for this project.

transform

Use this to author and change a dbt project: bootstrap a new dbt project in a repo that has none (`transform init`), write or refactor dbt model SQL from staging to marts, add tests and docs in schema.yml, manage dependencies, and define or update the semantic layer (dbt semantic models / MetricFlow: entities, dimensions, measures, metrics). Trigger it for requests like "set up a dbt project in this repo", "build a staging model for this table", "refactor this model", "add tests to this model", "create a mart for X", "define a revenue metric", or "add a dimension to this entity". Every change is a reviewable diff to the dbt project; any warehouse build is dev-target only, gated, and cost-surfaced first. Do not use it to explore or profile a warehouse (use explore) or to detect drift and reconcile a project that has fallen out of sync (use maintain).

forge-onboard

Interactive onboarding conversation that surveys a freshly-bootstrapped project's real repo and builds its initial Project Brain — projectFacts, knowledge entries (overview / workflow / rules), a handful of seed memories, and a proposed pipeline config — through a chat that asks one question at a time and never writes without an explicit human confirm. Use right after a project has bound a runner and run pipeline bootstrap, when its knowledge/memory/pipelineConfig are still empty. Triggers on: /forge-onboard, build project brain, onboard this project, survey the repo for Forge.

create-beads-orchestration

Bootstrap lean multi-agent orchestration with beads task tracking. Use for projects needing agent delegation without heavy MCP overhead.

Evaluation framework for LLM knowledge inputs — prompts, RAG corpora, skills, agent workflows. Fix the model, vary the artifact. Built-in statistical rigor: bootstrap CI, Krippendorff α, length-debias, saturation curves.

Mission Control Setup Skill

Bootstrap an AI agent squad from Mission Control with a single setup link.

Developing o8 (the self-hosting bootstrap)

o8 is a fleet-orchestration product we build BY orchestrating a fleet. The catch: o8's own dispatch pipeline isn't fully hardened, and the meta-bugs that break dispatch can't be reliably fixed by the fleet — they're the thing that's broken. So there's a bootstrap.

cold-start

Bootstrap a Memory Bank for a new or existing repository, then route into PRD-driven or brownfield workflows.

serinus-application-bootstrap

Use when creating or updating a Serinus app entrypoint, bootstrapping with serinus.createApplication() or serinus.createMinimalApplication(), configuring host/port, globalPrefix, versioning, or adding global hooks, pipes, and exception filters before serve().

Io.Github.Toolwright Adk/Linear Bootstrap

Bootstrap Linear projects from natural language — milestones, epics, issues, and dependencies.

Fabric Marketplace

Agent-native marketplace. Bootstrap, list inventory, search, negotiate, and trade via MCP.

yororen-ui-app-core

App bootstrap and core architecture for end users building a gpui desktop app with Yororen UI (yororen_ui). Use when generating or refactoring main.rs, window setup, global theme, global i18n, assets (UiAsset/CompositeAssetSource), or when creating a new Yororen UI app crate. Not for developing yororen-ui itself.

assh

Use when SSH, remote commands, logs, file transfer, deploy, or server inspection is needed — bootstraps connections, manages tmux sessions, keeps output out of agent context.

agentic-legibility

Score a repository's agentic legibility from repo-visible evidence only. Use when Codex needs to audit how easy a codebase is for coding agents to discover, bootstrap, validate, and navigate, especially for harness-engineering reviews, developer-experience audits, repo cleanup, or before/after comparisons after improving docs, tooling, or architectural constraints.

ai-firstify

Analyze, re-engineer, or bootstrap projects to align with AI-first design principles. Use when asked to review, audit, improve, 'ai-firstify', or start a new project. Performs deep analysis across 7 dimensions, actively restructures existing projects, or guides new project setup through discovery questions. Based on the 9 design principles and 7 design patterns from the TechWolf AI-First Bootcamp.

climpred-forecast-verification

Verify weather and climate forecasts using climpred. Use when computing forecast skill metrics (RMSE, ACC, CRPS, etc.), comparing hindcasts to observations, bootstrapping significance, removing bias, or working with HindcastEnsemble/PerfectModelEnsemble objects. Triggers on: forecast verification, prediction skill, hindcast, climate prediction, skill score, predictability.

accounting

Use this skill when the user needs to set up bookkeeping, track revenue and expenses, prepare for taxes, choose accounting software, understand SaaS revenue recognition, or manage the financial operations of their bootstrapped business. Covers bookkeeping setup, tax preparation, accounting tools, and financial hygiene for solo founders.

nestos-bootstrap

Bootstrap the NestOS stack on a fresh Ubuntu 22.04 server where OpenClaw is already installed. Use when the user needs one-shot post-OS automation: silent XRDP desktop, 1Panel install, OpenResty + PHP runtime + bootstrap site, Chrome install, optional GitHub plugin pull, and qmd setup for OpenClaw memory.

charlie

Your AI CFO for bootstrapped startups, named after Charlie Munger who embodied the principle that capital discipline is a competitive advantage. Provides financial frameworks for cash management, runway calculations, unit economics (LTV:CAC), capital allocation, hiring ROI, burn rate analysis, working capital optimization, and forecasting. Use for questions like "should we make this hire?", "how much runway do we need?", "what metrics should I track?", "how do I forecast revenue?", or any strategic financial decision at a self-funded company.

Bootstrap Skill

Claude Code skill that injects relevant context at session start, solving the "starting from 0" problem.

bootstrap-realtime-eval

Bootstrap a new realtime eval folder inside this cookbook repo by choosing the right harness from examples/evals/realtime_evals, scaffolding prompt/tools/data files, generating a useful README, and validating it with smoke, full eval, and test runs. Use when a user wants to start a new crawl, walk, or run realtime eval in this repository.

relic-app-setup

Bootstrap a Relic web server, configure RelicApp, start serving, and enable hot reload. Use when creating a new Relic project, setting up a server, or configuring the development workflow.

context-doctor

Visualize and diagnose OpenClaw context window usage. Generates a terminal-rendered breakdown showing workspace files (status, chars, tokens), installed skills inventory, and token budget allocation across bootstrap components. Use when: (1) user asks about context window health or token usage, (2) debugging agent quality degradation ("agent got dumber"), (3) after editing workspace files to verify impact, (4) auditing bootstrap overhead. NOT for: conversation history analysis, model selection, or cost tracking.

Bootstrap Soul

A conversational onboarding skill. Through 5–8 adaptive rounds, extract who the user is and what they need, then generate a tight `SOUL.md` that defines their AI partner.

spring-ai-boot4-project-starter

Bootstrap and standardize Spring Boot 4.0.3 + Spring AI backend projects for new implementations. Use when Codex needs to initialize a project, set Maven dependencies/BOM, define package and module layout, configure environment profiles, or create baseline API/AI/database scaffolding.

brain-hydrate

Use when users want to bootstrap the brain with existing project knowledge -- reading ADRs, feature specs, UX docs, commit history, retro lessons, and error patterns to seed institutional memory on a project that already has artifacts on disk. Also use for incremental re-hydration after significant work outside the pipeline. Triggers on "hydrate brain", "bootstrap brain", "seed memory", "brain init", "populate brain", "import history".

roster-orchestrator

Bootstraps roster workspaces. On chat session start, surfaces pending HITL items as a single banner. On a scheduled fire, verifies the schedule is registered, resolves the agent's merged env, dispatches the named agent via the host tool's native subagent primitive, writes a run log + state.md entry, and exits. Reads roster/<function>/schedules.yaml plus pending items at both roster/<function>/pending/ (error class) and <function>/<agent>/pending/ (lesson class). Subscription-billed primitives only — never invokes claude -p, claude --prompt, claude api, or the Anthropic SDK.

agentify

Bootstraps a dispatchable Claude sub-agent skill for every coding agent CLI installed on this machine (codex, aider, cursor, etc.). Use when the user wants to delegate tasks to locally-installed agent CLIs or expand the plugin's agent fleet.

Bootstrap Skill - Self-Hosting (v3.1.0-dev)

**Version:** 3.1.0-dev **Feature:** Bootstrap Skill (Dogfooding) **Status:** ✅ Production Ready **Last Updated:** 2026-02-18

ansible-playbooks

Write idempotent Ansible playbooks and roles for server configuration, K8s node provisioning, and application bootstrap.

agents-md-author

Bootstrap or update project AI-agent instruction files (AGENTS.md for Codex, CLAUDE.md for Claude Code, or both) from the current project's structure. Triggers on: write AGENTS.md, write CLAUDE.md, generate AGENTS.md, agent instructions, project conventions for AI, bootstrap agent docs, set up project memory for Codex/Claude, document dev/test/build commands for AI coding tools, single-source project instructions for any AI agent.

xaml-csharp-development-skill-for-avalonia

Build, review, design, migrate, and optimize Avalonia applications with modern XAML/C# patterns, compiled bindings, AOT-friendly architecture, professional UI/UX design systems, design tokens, control themes, and Microsoft Fluent design system customization. Use for tasks involving Avalonia app startup and lifetime wiring, view/viewmodel composition, bindings in .axaml/.xaml and C#, styles/themes/resources, polished visual design, FluentTheme palette work, platform-specific bootstrapping (desktop/browser/mobile/headless), trimming/NativeAOT compatibility, reactive UI flows, performance tuning, and troubleshooting build/runtime issues in Avalonia projects.

chatgpt-app-builder

Guide developers through creating and updating ChatGPT apps. Covers the full lifecycle: brainstorming ideas against UX guidelines, bootstrapping projects, implementing tools/widgets, debugging, running dev servers, deploying and connecting apps to ChatGPT. Use when a user wants to create or update a ChatGPT app / MCP server for ChatGPT, or use the Skybridge framework.

bootstrap-prd

Set up PRD-driven development infrastructure for a new project, including directory structure, templates, and roadmap.