By jpantsjoha Verified
Team-wide AI harness adoption plugin, with an operating model, onboarding and delivery standards coherent human-agent outcomes from day one. This is a shared, drift-checked contract for authority, risk tiers, evidence, review, and done — with cloud-expert guardrails (Google Cloud, AWS, Azure, Alibaba Cloud) and Google ADK/Antigravity skills built in, routing agent-craft work to companion skill plugins.
Based on adoption, maintenance, documentation, and repository signals. Not a security audit or endorsement.
Bootstrap the operating model and minimal delivery-planning seed (dry-run first, never overwrites)
Initialise the planning seed and record the human team, roles, and escalation channels
Validate the operating-model seed — manual binding, adapter drift, adoption state, checkpoint/evidence
A team-project AI harness bootstrap that gives humans and agents a shared operating contract from day one, moving AI leverage from an individual “IC superhero” advantage to a repeatable team capability on an equal playing field.
📦 Now listed on Claude Plugin Hub — install the harness as the
join-the-teamplugin for Claude Code, Codex, Kimi Code, and Google Antigravity. Jump to install.
This repository has gone through three real phases — and the progression tracks something happening across the field.
It started as a reference guide: DEVELOPER_EXPERIENCE.md
and BOOTSTRAP.md, something to read, walk through, and adapt. A concrete
baseline for teams getting serious about AI-native delivery — the operating model, the
guardrails, spec-first discipline, the Adversarial Gate.
Then it became context for your agents: CLAUDE.md and GEMINI.md here, plus the
thin AGENTS.md/CLAUDE.md/GEMINI.md adapters the bootstrap generates — drop them
into a project and the agent picks up the operating contract at session start without a
briefing. The harness shifted from something humans read to something agents use.
Now it ships as an installable plugin — join-the-team (current version in
CHANGELOG.md). One install across
Claude Code, Codex, Kimi, and Antigravity, and the full harness is live: 21 skills,
session-start orientation, slash commands, drift-checked in CI. The discipline travels
with the agent from day one, across every project, without anyone copying files or
re-explaining the contract.
The point: this stopped being something you read and became something you install.
And what you install is the operating model — that is the value proposition here. Skill libraries are everywhere now; what teams are missing is the contract: who holds authority, how risk is tiered, what evidence binds a review, what "done" actually means when humans and agents ship together. The 21 skills are the capability layer that executes inside that contract — not the other way round.
The kernel stays model-, vendor-, and IDE-agnostic throughout. Thin platform adapters handle discovery and invocation; the authority, risk, evidence, review, and completion semantics are non-negotiable.
Speed is easy. Safe speed is engineered.
This is deliberately opinionated. Refine it for your team, technology, domain, authority model, and definition of done. Keep one coherent shared contract while doing so.
New project? Bootstrap in fifteen minutes. Existing agent setup? Two ways to adopt below — by hand, or as a plugin.
By hand — clone the repo and share it with your agents. Copy .agents/skills/ into
your project, keep the CLAUDE.md/GEMINI.md/AGENTS.md adapters at root, and your
assistant picks up the contract at session start. BOOTSTRAP.md is the
fifteen-minute walkthrough.
git clone https://github.com/jpantsjoha/ai-native-developer-experience
As a plugin — the harness ships as join-the-team: one canonical skill
set, thin per-harness adapters, drift-checked in CI. It is listed on
Claude Plugin Hub;
install straight from this repository into whichever coding assistant you run:
Claude Code
/plugin marketplace add jpantsjoha/ai-native-developer-experience
/plugin install join-the-team@join-the-team-marketplace
Kimi Code
/plugins install https://github.com/jpantsjoha/ai-native-developer-experience
Antigravity (Gemini)
agy plugin install https://github.com/jpantsjoha/ai-native-developer-experience
Codex — no install command needed: Codex discovers .agents/skills/ natively and
reads AGENTS.md as its always-on adapter. The by-hand clone above is the install.
Full per-harness detail (session-start hooks, verification, update path): Claude Code · Kimi Code · Codex · Antigravity
Antigravity is a first-class surface: this harness was built and battle-tested on
Google Cloud's agent stack, and ships cloud-expert guardrails (gcp-expert,
aws-expert, azure-expert, alibaba-expert) plus adk-expert and
mcp-server-scaffold alongside the vendor-neutral contract.
The plugin composes with — never duplicates — companion skill plugins; see INTEGRATIONS.md.
npx claudepluginhub jpantsjoha/ai-native-developer-experience --plugin join-the-teamVerified owner:Jaroslav Pantsjoha
A full Google Cloud delivery team for your coding agent: vendor-objective solution designer, GCP architect, agentic-systems architect (ADK / Agent Runtime / MCP / A2A / AP2), plus security, SRE, and QA — wired into a design-first, security-first delivery gate. Eleven service skills (Cloud Run, GKE, IAM, BigQuery, Cloud Storage, Vertex AI, networking, observability), MCP server setup, and a self-validating research pipeline that keeps every reference current.
Orchestrate multi-agent teams for parallel code review, hypothesis-driven debugging, and coordinated feature development using Claude Code's Agent Teams
Enterprise development toolkit for teams - DevOps, code quality, integrations, workflow automation, documentation, and performance optimization across multi-cloud and full-stack platforms
Multi-agent team orchestration for Claude Code. Set up parallel AI agent teams with file-based planning, progress tracking, and role-based collaboration.
Enterprise-grade AI Agent Skills for software development, DevOps, SRE, security, and product teams.
The team-architecture factory for Claude Code and Codex — a meta-skill that turns a domain description into an agent team and the skills they use, with six team patterns (Pipeline, Fan-out/Fan-in, Expert Pool, Producer-Reviewer, Supervisor, Hierarchical Delegation), a two-layer quality gate (internal QA + external codex/agy review), TDD/dev-rules doctrine injection, risk-tiered gates, and dual-runtime output (Claude Code + Codex). Claude Code·Codex용 팀 아키텍처 팩토리: 도메인 한 문장을 에이전트 팀+스킬로 변환하고, 내부 QA + 외부 리뷰 2층 게이트와 듀얼 런타임을 적용하는 메타 스킬.
The team-architecture factory for Claude Code — a meta-skill that turns a domain description into an agent team and the skills they use, with six pre-defined team-architecture patterns (Pipeline, Fan-out/Fan-in, Expert Pool, Producer-Reviewer, Supervisor, Hierarchical Delegation). Claude Code용 팀 아키텍처 팩토리: 도메인 한 문장을 에이전트 팀과 스킬 세트로 변환하는 메타 스킬.