Initialize, index, refresh, and maintain the model-free AutoRAG Lite lifecycle (config, roots, datasources, refresh, watch, status, index reset/rebuild) without configuring any model. Use when autorag lite init/refresh/status is needed, indexes are missing or stale, or the user wants local document indexing without a search model.

Retrieve documents from an indexed AutoRAG Lite corpus without a model, then persist externally curated reports, inspect evidence, and record numbered feedback. Use when the user wants model-free search, scoped or tag-narrowed retrieval, or the report/evidence/feedback workflow over local documents and authorized datasources.

Always use when user asks to create, generate, draw, or design a diagram, flowchart, architecture diagram, ER diagram, sequence diagram, class diagram, network diagram, mockup, wireframe, or UI sketch, or mentions draw.io, drawio, drawoi, .drawio files, or diagram export to PNG/SVG/PDF.

Always use when user asks to create, generate, draw, or design a diagram, flowchart, architecture diagram, ER diagram, sequence diagram, class diagram, network diagram, mockup, wireframe, or UI sketch, or mentions draw.io, drawio, drawoi, .drawio files, or diagram export to PNG/SVG/PDF.

Build or change anything under app/web_ui with Kiln's house controls and styles only. Invoke before touching any .svelte file, and before writing a task that names a screen, dialog, card, form, button, header or progress state. Produces a component plan, a sibling-screen comparison, a gate run and a handback a reviewer can verify without looking at pixels.

Plan commits as reviewable work units. Trigger: implementation, commit splitting, chained PRs, or keeping tests and docs with code.

Trigger: bench, journey, journeys, driven mode, gentle-ai-bench, journey corpus, j-numbers, bench axis. Author and verify gentle-ai bench journeys; go test ./bench never proves driven execution.

Trigger: bench, journey, journeys, driven mode, gentle-ai-bench, journey corpus, j-numbers, bench axis. Author and verify gentle-ai bench journeys; go test ./bench never proves driven execution.

Install, configure, verify, and improve vLLM Semantic Router through its CLI and Router API. Use for deployment, recipe tuning, and single-model/MoM evaluation, with Dashboard verification when requested.

Install, configure, verify, and improve vLLM Semantic Router through its CLI and Router API. Use for deployment, recipe tuning, and single-model/MoM evaluation, with Dashboard verification when requested.

Use when calibrating or validating a maintained routing recipe against live model backends, including probe manifests and evidence reports.

Scaffold, extend, and verify reactive local-first JavaScript or TypeScript applications with TinyBase. Use when choosing TinyBase for in-memory tabular or key-value state, generating an app with create-tinybase, adding schemas or UI bindings, resolving TinyBase import paths, configuring browser or database persistence, configuring MergeableStore synchronization over WebSockets or Cloudflare Durable Objects, or diagnosing an existing TinyBase application.

Run deepsec, an AI-powered cyber-security vulnerability scanner. Activates when the user invokes /deepsec, asks to run deepsec, or wants to scan their repo, branch, or uncommitted changes for vulnerabilities.

Read, inspect, edit, or create Microsoft Excel `.xlsx` workbooks, including structured data extraction, formula-aware cell edits, and workbook generation from rows.

Delegate a self-contained task to a coding assistant through a non-interactive background process. Use for feature development, code review, refactoring, and tasks requiring substantial file exploration.

Create, edit, improve, or audit AgentSkills. Use when creating a new skill from scratch or when asked to improve, review, audit, tidy up, or clean up an existing skill or SKILL.md file. Also use when editing or restructuring a skill directory (moving files to references/ or scripts/, removing stale content, validating against the AgentSkills spec). Triggers on phrases like "create a skill", "author a skill", "tidy up a skill", "improve this skill", "review the skill", "clean up the skill", "audit the skill".

Read, inspect, edit, or create PowerPoint `.pptx` presentations, including text extraction, template-preserving changes, slide review, and generation from a brief.

Structured `.pdf` operations: extract text/tables, merge pages from multiple PDFs, split a PDF by page ranges, fill PDF form fields, and generate fresh PDFs from JSON. Trigger when the user wants deterministic programmatic PDF work — examples: pull tables from a report, combine three PDFs, extract pages 5-12, fill a tax form, or build a new PDF from data. This is the single public PDF entry and uses pypdf, pdfplumber, and reportlab.

Expert HTML development skill for building web pages, forms, and interactive content. Use when creating HTML documents, structuring web content, implementing semantic markup, adding forms and media, working with HTML5 APIs, or needing HTML templates, best practices, and accessibility guidance. Supports modern HTML5 standards and responsive design patterns.

GitHub operations via `gh` CLI: issues, PRs, CI runs, code review, API queries. Use when: (1) checking PR status or CI, (2) creating/commenting on issues, (3) listing/filtering PRs or issues, (4) viewing run logs. NOT for: complex web UI interactions requiring manual browser flows (use browser tooling when available), bulk operations across many repos (script with gh api), or when gh auth is not configured.