OpenAI harness-first plugin

stark AI Developer

stark AI Developer is a harness-first developer workflow toolkit for developers and coding agents: from a rough feature idea and existing code to an implementation-ready specification, architecture with transparent trade-offs, structural code findings, editable architecture diagrams, consistent repository documentation, and safely curated agent memory.

From daily work

Daily work, open source

The included skills are not a theoretical catalog for the store. They come from our daily work, are used multiple times a day, and are continuously improved. The plugin reflects the standard we apply to our own work and to every tool that analyzes or changes production code.

We chose open source deliberately: transparency about how it works and what it contains, room for your own adaptations, and a way to contribute feedback, ideas, and improvements. The package has no backend, MCP server, connectors, authentication, telemetry, analytics, hidden network calls, or runtime downloads.

Bundled in the plugin

Six developer workflows

View all public skills
Public catalogCodex Operation

Codex Memory Curator

Audit, review, clean up, and prune Codex memories.

Full description

Audit, review, clean up, and prune Codex memories. Use when the user asks about ~/.codex/memories, stale or noisy memories, memory pollution, cross-repo rule leakage, sensitive memory contents, memory config tuning, cleanup plans, or whether entries belong in memory, AGENTS.md, repo docs, skills, config, or deletion. Do not use for ordinary repo docs cleanup.

  • codex-memory-curator
  • v0.2.2
  • Target contract: Codex
  • Install into: Codex
  • Codex metadata
  • Eval proof
Public catalogCodex Operation

Codex Spec Interviewer

Interview, source-challenge, verify, save, and ADR-gate fuzzy coding requests into Codex-ready implementation specs.

Full description

Interview, source-challenge, verify, save, and ADR-gate fuzzy coding requests into Codex-ready implementation specs. Use when a feature, bugfix, refactor, migration, repo-wide change, or architecture task needs user-verified requirements, source-backed decisions, durable architecture decisions, acceptance criteria, validation commands, rollout notes, saved spec/ADR files, and a Codex execution prompt. Do not use when already fully specified or when the user wants direct implementation now.

  • codex-spec-interviewer
  • v0.3.3
  • Target contract: Codex
  • Install into: Codex
  • Codex metadata
  • Eval proof
Public catalogOperations

Animated README Logo

Audit, create, transform, or animate verified logo pipelines for GitHub READMEs.

Full description

Audit, create, transform, or animate verified logo pipelines for GitHub READMEs. Use when a repository needs a new or reconstructed mark, motion specification, SVG animation master, executable animation recipe, static PNG, animated GIF, README-safe markup, reduced-motion fallback, or compatibility review. Do not use for unrelated app/site motion or generic image generation without a README branding target.

  • animated-readme-logo
  • v0.5.2
  • Portable contract
  • Install into: Codex
  • Codex metadata
  • Eval proof
Public catalogOperations

Architecture Compass

Set up repository-native ADR governance, audit architecture.

Full description

Set up repository-native ADR governance, audit architecture, or plan and execute ADR-guided refactors through intent-bound workflows. Use when work needs binding agent-facing ADRs, provider-to-local mapping, architecture PR review or drift, Next.js request patterns, source placement, backend/runtime/env/config boundaries, stack deviations, or bounded ADR-governed implementation. Do not use for tiny edits, generic framework education, or work with no architecture or governance consequence.

  • architecture-compass
  • v0.6.6
  • Portable contract
  • Install into: Codex
  • Codex metadata
  • Eval proof
Public catalogOperations

CodeGraph + ast-grep

Set up, update, or diagnose CodeGraph and ast-grep so coding agents can use semantic repository scope and…

Full description

Set up, update, or diagnose CodeGraph and ast-grep so coding agents can use semantic repository scope and structural syntax evidence automatically. Use when a repository needs an idempotent CodeGraph/ast-grep installation, stable tool and index migrations, MCP reconnection, persisted agent guidance, or a read-only setup diagnosis.

  • codegraph-ast-grep
  • v0.3.3
  • Portable contract
  • Install into: Codex
  • Codex metadata
  • Eval proof
Public catalogOperations

drawio-diagrams

Create, draw, generate, edit, verify, and export draw.io/diagrams.net `.drawio` diagrams.

Full description

Create, draw, generate, edit, verify, and export draw.io/diagrams.net `.drawio` diagrams. Use when the user asks for editable diagrams, flowcharts, architecture, sequence, ER/UML/state, BPMN, SysML, ML/DL, swimlane, timeline, network, icon-rich technical diagrams, or PNG/SVG/PDF exports; do not use for charts/plots or artistic image generation.

  • drawio-diagrams
  • v0.7.3
  • Portable contract
  • Install into: Codex
  • Codex metadata
  • Eval proof

What the plugin is for

What you can ask it to do

Turn rough feature ideas into implementation-ready specifications.

Compare software architecture options with explicit tradeoffs.

Search code structurally with CodeGraph and ast-grep workflows.

Create editable draw.io diagrams from system context.

Create repository documentation and animated README assets.

Curate durable Codex memory with explicit safety boundaries.

Try these first

Starter prompts

Starter prompt 1
Turn this feature idea into an implementation-ready specification.
Starter prompt 2
Review the available code context and recommend an architecture with explicit tradeoffs.
Starter prompt 3
Create an editable draw.io diagram for this system.

ChatGPT and Codex

Install the plugin

ChatGPT installs from the plugin page. Codex CLI still installs from this repository marketplace. ChatGPT and Codex share one Plugins Directory; there is no separate Codex website listing. A local install, GitHub release, or npx skills copy is not the ChatGPT plugin. The installing client still applies its own policies to your workspace and tools.

Codex CLI

Codex 0.147.0 or later. Add the repository marketplace, then install stark-ai-developer. If more than one marketplace uses that name, pass --marketplace with the name from codex plugin marketplace list. In an interactive Codex session you can also run /plugins.

Add the plugin marketplace
codex plugin marketplace add stark-ai-de/agent-skills
Install the plugin
codex plugin add stark-ai-developer

ChatGPT

Open the stark AI Developer plugin page in ChatGPT and install. Availability can still depend on account, workspace, and plan.

Standalone skills CLI

Use this only when you want the six workflows as separate catalog skills, not as the plugin. npx skills copies SKILL.md trees into a host. It does not add a ChatGPT or Codex plugin.

Install the six skills without the plugin
npx skills@latest add stark-ai-de/agent-skills --skill codex-memory-curator codex-spec-interviewer animated-readme-logo architecture-compass codegraph-ast-grep drawio-diagrams