Patterns and techniques for evaluating and improving AI agent outputs. Use this skill when: Implementing self-critique and reflection loops Building evaluator-optimizer pipelines for quality-critical generation Creating test-driven code refinement workflows Designing rubric-based or LLM-as-judge evaluation systems…
Implements Manus-style file-based planning to organize and track progress on complex tasks. Creates taskplan.md, findings.md, and progress.md. Use when asked to plan out, break down, or organize a multi-step project, research task, or any work requiring >5 tool calls. Supports automatic session recovery after /clear.
Surgical code refactoring to improve maintainability without changing behavior. Covers extracting functions, renaming variables, breaking down god functions, improving type safety, eliminating code smells, and applying design patterns. Less drastic than repo-rebuilder; use for gradual improvements.
Use when one or more photographs must become adaptive photo-plus-abstraction editorial compositions while source facts, spatial relationships, and strict photo preservation remain controlled.
Turn one uploaded image into a complete 12-piece chat sticker pack by generating two 3x2 sticker sheets, extracting transparent PNGs, normalizing their canvases, and packaging the result as a ZIP. Use this skill whenever a user provides a photo and asks for chat stickers, reaction stickers, meme stickers, custom…
Use this skill to run imgcli for agent-native image processing tasks: image inspection, normalization and format conversion, fixed-layout card composition, recipe-driven workflow execution, multi-platform variant export, smart padding to platform presets, packaging images into PDFs with visible text watermarks, and…
An image-compression tool that reduces the size of local files, folders, or images from web addresses. It returns compressed-image links and the amount of space saved.
Operate local OpenHCS microscopy workflows through the bundled MCP server. Use when Codex needs to inspect plate data, discover processing functions, author or validate pipelines, compile and execute jobs, control viewers, or interact with a running OpenHCS GUI.
An image-enhancement service for cleaning and improving pictures, such as documents, ID photos, exams, and contracts. It can remove visual distractions and produce clearer images.
Drive GIMP-style image ops via gimp-mcp (MCP + CLI): open/create, resize, crop, flip, rotate, blur, desaturate, invert, text overlay, export, batch resize. Mock Pillow offline or live gimp-console (GIMP 2.10 / 3.x). Use when the user mentions GIMP, gimp-mcp, image batch/resize/export, live-smoke, doctor GIMP, or runs…
Capture a screenshot of a web page using VS Code integrated browser tools (primary) or chrome-devtools-mcp (fallback), save it temporarily to the project folder, upload it to Snapix via snapix-mcp, then remove the local copy. Use when: screenshot a URL and upload to Snapix, capture web page image and store in cloud…
Capture a screenshot of a web page using VS Code integrated browser tools (primary) or chrome-devtools-mcp (fallback), save it temporarily to the project folder, upload it to Snapix via snapix-mcp, then remove the local copy. Use when: screenshot a URL and upload to Snapix, capture web page image and store in cloud…
Capture a screenshot of a web page using VS Code integrated browser tools (primary) or chrome-devtools-mcp (fallback), save it temporarily to the project folder, upload it to Snapix via snapix-mcp, then remove the local copy. Use when: screenshot a URL and upload to Snapix, capture web page image and store in cloud…