stark-ai-de/stark-ai-developer

Create, transform, animate, or audit GitHub README logos and their verified SVG/PNG/GIF delivery. Use when a repository needs branding assets, not ordinary README prose or app/site motion.

Set up ADR governance, audit architecture and drift, or plan and execute bounded refactors and code simplification. Use when work needs binding architecture decisions, library reuse, shared-code ownership, provider-to-local mapping, or architecture PR review.

Plan a product or feature as a readable architecture blueprint and complete product increments. Use when the user needs a whole-product view, progressive detail, module contracts, or an MVP delivery map. Not for direct implementation, codebase audits, or exhaustive implementation specs.

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.

Audit and safely curate Codex memory, including stale claims, cross-repo leakage, sensitive entries, and memory configuration. Use when reviewing or cleaning Codex memory, not generic repository docs.

Turn ambiguous coding requests into verified Codex implementation specs. Use when the user wants requirements, an implementation plan, or a spec before coding; include source checks, needed ADRs, and agreed delivery. Do not use for already specified direct implementation or memory cleanup.

Create, edit, review, or export editable draw.io diagrams. Use when the user needs .drawio architecture, flow, sequence, network, or other technical diagrams; not data plots or artistic images.

Recommend available skills or MCP tools using TypeSafe Jev, or explicitly choose one next skill. Use when the user requests capability advice, candidate inspection, selection evaluation, or reusable host integration. Native client selection remains the default and fallback.

Set up or use a local persistent Karakeep knowledge collection through its official MCP server. Use when configuring Karakeep for coding agents, checking an existing connection, checking project readiness, saving factual session reports, synchronizing approved canonical documents and separate drafts, maintaining approved source-backed aggregates, curating lists and tags, or consulting saved web sources for development work.

Build, review, deploy, and troubleshoot bots and Mini Apps on Telegram Serverless using tgcloud, its JavaScript SDK, and built-in database. Use when working on Telegram-hosted projects, handlers, endpoints, schema changes, or tgcloud operations; not generic Telegram bots hosted elsewhere or unrelated serverless platforms.

Create and update visual HTML reports with a guided topic sequence when the selected authoring and renderer path supports it; otherwise use the complete reading mode. Keep genuine comparisons together and preserve complete HTML/Markdown/JSON exports. Use when richer output helps an authorized answer or the user asks for a visual report; keep small answers in chat. Not production application UI or clinical advice.