autohandai

Build, convert, validate, and install Autohand extensions, including Pi adaptations.

Run Weizhena's Deep Research workflow in Autohand Code for outline generation, deep web investigation, structured evidence capture, and final research reports.

Use Aaronontheweb dotnet-skills for Claude Code-oriented .NET maintenance, refactoring, and agent workflows.

Use claude-code-java for reusable Java project agent infrastructure, conventions, testing, and migration workflows.

Use Claude skills for Quarkus to build domain-driven Quarkus applications and Java modernization workflows.

Collection of .NET skills for handling specific .NET tasks for special scenarios.

AI and ML skills for .NET: technology selection, LLM integration, agentic workflows, RAG pipelines, MCP, and classic ML with ML.NET.

ASP.NET Core web development skills including middleware, endpoints, real-time communication, and API patterns.

Operate native desktop applications through Autohand Computer Use. Use when the user asks Autohand to open, drive, click, type, scroll, or verify something in a real app, browser window, or desktop UI on this computer.

Help the user craft one or more well-specified `/goal` objectives for goal mode. Use when the user asks for help writing, refining, or improving goals, goal-mode objectives, completion contracts, autonomous run objectives, proof, boundaries, or stop rules.

Map an unfamiliar codebase or subsystem into modules, boundaries, data flow, entry points, and hot spots, and produce a breakdown other engineers can navigate by. Use before large changes, onboarding, or when asked how something is structured.

Turn a rough software idea into a clear, well-scoped design before any code is written. Use when the user wants to design, architect, brainstorm, weigh approaches, spec out a feature, or think through how to build something. Auto-activates in plan mode.

Staff-engineer-level code review delivering 10 prioritized actionable findings across architecture, security, performance, and maintainability

Explore, clean, analyze, and model data in the workspace (CSV, JSON, Parquet, SQL, notebooks) with reproducible scripts and honest statistics. Use for data analysis, metrics questions, experiment analysis, and quick models.

Answer questions from repository history, including what changed, when, by whom, why a line exists, which commits touched an area, where a regression entered, and how branches relate. Use for blame, bisect-style narrowing, changelog drafting, and release…

Measure before optimizing. Profile startup time, latency, throughput, memory, or bundle size, find the dominant cost with evidence, and propose the smallest change that moves the number. Use for "slow", "takes N seconds", "high CPU or memory", and performance…

Chooses and applies the right data fetching and caching approach in a Next.js 16 App Router project, covering Cache Components ('use cache', cacheLife, cacheTag), the earlier fetch and segment config model, Suspense streaming, and revalidation. Use when data…

Adds or restructures routes in a Next.js App Router project (Next.js 16), including pages, layouts, dynamic segments, route groups, loading and error boundaries, and not-found pages. Use when creating a new page or section under app/, moving routes, adding a…

Writes Next.js App Router Server Actions (Server Functions) that authenticate, authorize and validate input with a schema before mutating data, then revalidate and redirect correctly. Use when adding a form submit, a mutation, a delete button, or when…

Sets up and writes tests for a Next.js App Router project, with Vitest and React Testing Library for components and server logic, and Playwright for end-to-end flows including async Server Components. Use when adding test tooling to a Next.js app, writing…

Writes RSpec request specs for Rails 8 controllers and JSON APIs that cover status codes, response bodies, redirects, authentication, authorization and invalid input, using rspec-rails. Use when adding tests for a new endpoint, replacing controller specs,…

Writes and reviews Rails 8 Active Record migrations that can run while the app is serving traffic, using concurrent indexes, unvalidated constraints, ignored_columns, expand and contract steps, and batched backfills. Use when adding or changing a migration on…

Extracts or writes plain Ruby service objects in a Rails app for business operations that span several models or external calls, with one public method, an explicit result, transaction boundaries and side effects after commit. Use when a controller action or…

Writes and reviews Django migrations that are safe to deploy while the old code is still running, including data migrations with RunPython and historical models, batched backfills, adding non-null and unique fields to existing rows, concurrent indexes on…

Designs and edits Django models (Django 5.2 LTS and 6.x) with correct field options, choices, database constraints, indexes, on_delete behaviour, managers and query patterns that avoid N+1 queries. Use when adding a model or field, enforcing a business rule…

Sets up and writes Django tests with pytest and pytest-django, covering configuration, database access markers, the client, rf, settings and mailoutbox fixtures, query count assertions, on_commit callbacks and testing data migrations. Use when adding pytest…

Reviews the changes on the current branch by reading git diff against the base branch, then reports concrete findings grouped by severity (blocker, major, minor, nit) with file:line references and a suggested fix for each. Use when asked to review a branch, a…

Runs a pre-merge checklist on the current branch, covering a clean build, passing tests and linters, a scoped diff, no secrets or debug code, migrations, config and docs, and a clear description, then reports pass, fail or not applicable for each item with…

Finds behaviour changed on the current branch that no test exercises, by mapping each changed function and branch in git diff to the tests that cover it, then lists the gaps by risk with file:line and a concrete test case to add. Use when asked what tests are…