27 instruction files for AI agents, collected from jpantsjoha/ai-native-developer-experience. Install any of them at an exact version with mdr add jpantsjoha/ai-native-developer-experience/<name>.
AGENTS.md AGENTS.md file
jpantsjoha/ai-native-developer-experience · AGENTS.md
git:20261016.e93069b · audit A · 13 stars
CLAUDE.md CLAUDE.md file
jpantsjoha/ai-native-developer-experience · CLAUDE.md
git:20261016.e93069b · audit A · 13 stars
adk-expert SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/adk-expert/SKILL.md · Google ADK (Agent Development Kit) orchestration patterns — boundaries, agent composition, and tool seams. Trigger when…
git:20260807.c64e31f · audit A · 13 stars
adversarial-gate SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/adversarial-gate/SKILL.md · JP's signature red-team pass — "how would I break this?" Argue against your own approach before proceeding. Trigger on…
git:20260807.c64e31f · audit A · 13 stars
cloud-checkup SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/cloud-checkup/SKILL.md · Read-only SRE checkup of any GCP project: deterministic probes of the edge, Cloud Run services, 7-day error logs, Cloud…
git:20260914.1704508 · audit A · 13 stars
cloud-expert SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/cloud-expert/SKILL.md · Cloud guardrails for any vendor workload — Google Cloud (GCP, Vertex AI, GKE), AWS (IAM, EKS, Bedrock), Azure (Entra…
git:20260914.d9753e2 · audit A · 13 stars
cost-guardrail SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/cost-guardrail/SKILL.md · LLM and cloud cost awareness — model tiering, token budgets, right-sizing, and when a cheaper model suffices. Trigger…
git:20261016.9a80630 · audit A · 13 stars
cxo-oversight SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/cxo-oversight/SKILL.md · Challenge vision alignment, value, cost, risk and operating ownership at material scope or release decisions.
git:20261016.e93069b · audit A · 13 stars
delivery-orchestrator SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/delivery-orchestrator/SKILL.md · Decompose an epic into atomic parallelizable tasks, route each to the right skill, and keep the four delivery records…
git:20261016.e93069b · audit A · 13 stars
domain-validator SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/domain-validator/SKILL.md · Validate agent output against declared domain rules and ground truth before trusting it downstream. Trigger after any…
git:20260807.c64e31f · audit A · 13 stars
frontend-performance-audit SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/frontend-performance-audit/SKILL.md · Measure real frontend performance — Core Web Vitals (LCP, CLS, INP), page-load traces, CPU and network throttling…
git:20260914.0883cff · audit B · 13 stars
get-it-done SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/get-it-done/SKILL.md · Pursue an agreed goal to a working outcome without waiting: decompose it, re-prioritise as evidence arrives, branch…
git:20261016.e93069b · audit A · 13 stars
github-manager SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/github-manager/SKILL.md · Use when configuring or optimising GitHub repositories for cost-effective, consistent operations — CI triggers, Actions…
git:20261002.c547def · audit A · 13 stars
governance-guardrail SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/governance-guardrail/SKILL.md · Check proposed stack, data flows, cloud choices, and delivery controls against declared enterprise policies, compliance…
git:20260914.d9753e2 · audit A · 13 stars
mcp-server-scaffold SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/mcp-server-scaffold/SKILL.md · Scaffold and govern an MCP server as a bounded tool seam. Defines which tools the agent may call, enforces the…
git:20260807.c64e31f · audit A · 13 stars
operating-model-bootstrap SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/operating-model-bootstrap/SKILL.md · Bootstrap or harden a project's operating model for mixed human and AI delivery teams. Use when starting a repository…
git:20261016.e93069b · audit A · 13 stars
plugin-submission SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/plugin-submission/SKILL.md · Govern discovery, eligibility, and submission of a plugin or skill to official directories, registries, marketplaces…
git:20260807.c64e31f · audit A · 13 stars
pr-reviewer SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/pr-reviewer/SKILL.md · Review gate for correctness, reuse, and simplification. Produces a structured verdict with actionable findings. Trigger…
git:20261016.e93069b · audit A · 13 stars
product-owner SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/product-owner/SKILL.md · Maintain vision, user journeys, evolving requirements and roadmap outcomes when intent or acceptance changes.
git:20261016.e93069b · audit A · 13 stars
release-manager SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/release-manager/SKILL.md · Govern the SemVer release process — versioning discipline, tag-based GitHub releases, changelog hygiene, and the ADR…
git:20261002.c547def · audit A · 13 stars
release-readiness SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/release-readiness/SKILL.md · Go / no-go gate before any deployment. Checks failure modes, rollback plan, cost, production bar, and definition of…
git:20261012.ecdaae8 · audit A · 13 stars
sitrep SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/sitrep/SKILL.md · Synthesise a status, standup, or situation-report from current work state. Trigger when a team member needs a concise…
git:20260807.c64e31f · audit A · 13 stars
spec-first-delivery SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/spec-first-delivery/SKILL.md · Force plan, HLD, ADRs, and constraints to exist BEFORE any code is generated. Trigger when starting a new feature…
git:20261012.ecdaae8 · audit A · 13 stars
system-performance-guardrail SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/system-performance-guardrail/SKILL.md · Measure, root-cause, fix, verify and record performance contention on a developer machine: cloud-sync daemons (iCloud…
git:20260914.d9753e2 · audit A · 13 stars
test-strategy SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/test-strategy/SKILL.md · Map requirement acceptance to proportionate executable checks and real user journeys before implementation and…
git:20261016.e93069b · audit A · 13 stars
the-architect SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/the-architect/SKILL.md · Architecture decisions, trade-off analysis, and ADR authoring. Trigger when a significant technical decision needs to…
git:20260914.d9753e2 · audit A · 13 stars
using-the-harness SKILL.md skill
jpantsjoha/ai-native-developer-experience · skills/using-the-harness/SKILL.md · Session-start orientation for this team harness. Load first, before any work. Explains the operating contract, when…
git:20261016.e93069b · audit A · 13 stars