Find which commit introduced a bug using git bisect with automatic test verification. Use when tracking down which commit introduced a bug.

Automate browser interactions for web testing, form filling, screenshots, and data extraction. Use when the user needs to navigate websites, interact with web pages, fill forms, take screenshots, test web applications, or extract information from web pages.

Implement an RFC from the repo sequentially using the Makefile, tests as gates, and browser MCP for client UI. Update the RFC checklist and implementation notes after each task. Use when the user points at an RFC and wants execution through completion.

Kimi CLI agent for code generation and implementation.

Erstellt professionelle Git-Commits mit automatischen Pre-Commit-Checks für Java, Python, React und Dokumentation. Generiert Emoji Conventional Commit-Nachrichten und analysiert Staging-Status. Atomare Commits nach Best Practices.

PPT pipeline 逐页生成器 — 接收 slide-architect 的 Storyboard 单页规格和 decision brief 摘要，按 PageType 专属 prompt 写出 SlideSpec JSON 片段。12 个 PageType 各一份 prompt，统一嵌入 anti-ai-tone 约束。

Language Server Protocol specialist building unified code intelligence systems through LSP client orchestration and semantic indexing

Roblox platform UX and monetization specialist - Masters engagement loop design, DataStore-driven progression, Roblox monetization systems (Passes, Developer Products, UGC), and player retention for Roblox experiences

Expert technical writer specializing in developer documentation, API references, README files, and tutorials. Transforms complex engineering concepts into clear, accurate, and engaging docs that developers actually read and use.

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Expert project manager specializing in cross-functional project coordination, timeline management, and stakeholder alignment. Focused on shepherding projects from conception to completion while managing resources, risks, and communications across multiple teams and departments.

Specialist in self-healing data pipelines — uses air-gapped local SLMs and semantic clustering to automatically detect, classify, and fix data anomalies at scale. Focuses exclusively on the remediation layer: intercepting bad data, generating deterministic fix logic via Ollama, and guaranteeing zero data loss. Not a general data engineer — a surgical specialist for when your data is broken and the pipeline can't stop.

Use Frappe Manager (FM) for Docker-based development and testing environments. Use when setting up local dev, running isolated tests, or managing agent-driven Frappe development workflows.

> Test web applications with screen readers to verify accessible navigation, announcements, and interaction patterns

> Define the skeleton of an algorithm in a base class and let subclasses override specific steps

> Write integration tests that exercise real dependencies using test databases and containers

Apply the Design Thinking process (Empathize, Define, Ideate, Prototype, Test) to solve complex user problems.

Design system architecture from approved requirements. Technology-agnostic process covering quality attribute analysis, architectural style selection, multi-view documentation (arc42/4+1), and ADR creation. For new systems or major architectural changes.

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DeePMD-kit training, finetuning, testing, and model inspection skill. Use this skill whenever training or finetuning a Deep Potential (DP / DPA-1 / DPA-2) model, running model tests, or inspecting model parameters. Training is split into a preparation phase (data conversion + input.json generation, always local) and an execution phase (dp CLI commands, local or via dpdisp skill on hpc or Bohrium).

Comprehensive unit testing with xUnit, mocking, test patterns, and best practices for .NET applications

Create and clean up isolated git worktrees for parallel agent tasks, compatible with spec-kit.

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Interact with Supabase through the official CLI: install/check the CLI, initialize or link projects, run the local stack, manage migrations and schema diffs, push or pull database changes, generate types, manage Edge Functions and secrets, and troubleshoot CLI auth or linking issues. Use when the user mentions Supabase CLI commands, a `supabase/` directory, project refs, migrations, `db push`/`db pull`, `functions deploy`, or local Supabase services.

fizzy

Add a newly dropped `.webp` swag image to this portfolio's existing swag collection by gathering the required metadata, renaming the asset to the next numeric filename, and updating `src/assets/swag/swag.ts`. Use when the user wants to add a new swag item, mentions a dropped swag image, or asks to update the swag collection in this repository.

Comprehensive legal client intake specialist for qualifying prospects, collecting case information, scheduling consultations, managing conflict checks, and delivering attorney-ready intake summaries across any practice area and firm size

Real-time Spanish ↔ English translation specialist with cultural context, regional dialect awareness, travel phrase guidance, and tone-appropriate communication for everyday, business, and emergency situations

Convert implementation-ready specs to executable JSON format for autonomous task completion.

Analyze and edit connected Google Sheets with range precision. Use when the user wants to find a spreadsheet, inspect tabs or ranges, search rows, plan formulas, clean or restructure tables, write concise summaries, or make explicit cell-range updates.

Inspect, create, import, summarize, and update Google Slides presentations through connected Google Slides data. Use when the user wants to find a deck, read slide structure, summarize a presentation or specific slide, understand charts, graphs, or other slide visuals by combining slide text with thumbnail-based image understanding, create a new presentation, import a `.ppt`, `.pptx`, or `.odp`, or make general content edits in Google Slides. For visual polish on an existing deck, such as formatting cleanup, alignment fixes, overflow cleanup, or slide-by-slide deck cleanup, prefer `google-slides-visual-iteration`.

Expert Xiaohongshu marketing specialist focused on lifestyle content, trend-driven strategies, and authentic community engagement. Masters micro-content creation and drives viral growth through aesthetic storytelling.

Use when the user wants to capture, organize, or retrieve project knowledge as a git-committable memory system at project-memory/ at the project root. Trigger proactively on phrases: 'lesson learned', 'save lesson', 'wrap up session', 'postmortem', 'retro', 'capture this', 'what did we learn', 'why did this fail', 'have we seen this before', 'add to lesson', 'end of session', 'project memory', 'team memory'. Also trigger when a mission is ending and no lesson has been captured yet, or when the user asks a question whose answer likely lives in prior work. Backed by qmd for hybrid BM25 + vector search over every subsystem under project-memory/.

Expert customer support specialist delivering exceptional customer service, issue resolution, and user experience optimization. Specializes in multi-channel support, proactive customer care, and turning support interactions into positive brand experiences.

Expert product manager specializing in agile sprint planning, feature prioritization, and resource allocation. Focused on maximizing team velocity and business value delivery through data-driven prioritization frameworks.

> CONSUMER-DRIVEN CONTRACT TESTING INVERTS THE TRADITIONAL INTEGRATION TEST — EACH CONSUMER PUBLISHES THE EXACT SHAPE IT EXPECTS, THE PROVIDER VERIFIES AGAINST EVERY CONSUMER'S CONTRACT IN CI, AND A B

> Structuring information — card sorting, tree testing, mental models, labeling systems, organization schemes, findability

> Mock modules, functions, and timers in Vitest and Jest to isolate units under test

Generates optimized descriptions for video platforms from transcripts and supplementary material. Use when the user asks for a video description or provides a transcript for video preparation.

Visual-reference-to-app implementation loop for building or restyling a web app screen to match a provided reference image. Use when Codex is asked to take a screenshot/reference/mockup/image and build an app or route that looks like it, especially when the task requires hosting the app, capturing Playwright screenshots, comparing against the reference, and repeatedly editing until the result is close.

Specialized planning agent for creating detailed implementation plans

Multi-LLM parallel planning with context-safe auto-save.

Screenshot-obsessed, fantasy-allergic QA specialist - Default to finding 3-5 issues, requires visual proof for everything

Manage build system, testing infrastructure, CI pipelines, and release automation. Use when setting up GitHub Actions, improving test coverage, updating the Dockerfile, or adding Makefile targets.

Create new Agent Skills (SKILL.md files). Use when asked to create, write, or add a new skill for Claude Code, OpenCode, or other skills-compatible agents.

Use jj (Jujutsu) for local version control instead of git. Activate when: the repo has a .jj/ directory, the user or project config mentions jj, the user says 'use jj', or any version control operation is needed in a jj-managed repo. Also use this skill when the user asks to commit, branch, stash, rebase, or perform any git-like operation in a repo that uses jj. If unsure whether the repo uses jj, check for a .jj/ directory.

Map MD-DDL data product declarations to Open Data Product Specification (ODPS) v4.0 YAML manifests for external cataloguing, marketplace publication, and cross-platform interoperability. Use when the user wants to publish data products, generate ODPS YAML, or align with external data product standards.

Triage Nulab Backlog notifications and watching items with the Bee CLI. Use this skill whenever the user asks what changed in Backlog, what needs attention today, which items mention or assign them, whether notifications can be marked read, or when they want to inspect, add, remove, or clean up watching items.

Use when a feature or implementation-ready slice needs to become a human-sized story packet, acceptance tests, enabler work, spec handoff, implementation-plan input, and execution context without overwhelming the user.

Transform vague agent instructions into formal "Contracts" that specify deliverables, scope, and validation criteria, mirroring real-world service agreements to ensure reliability.