shipyard-sandbox

A guide that introduces available Python libraries, tools, and resources in the sandboxed environment for various tasks such as file manipulation, PDF processing, data analysis, and more. Use this guide to understand the capabilities of the sandbox and how to leverage them effectively.

data_analysis

High-performance data analysis using Polars - load, transform, aggregate, visualize and export tabular data. Use for CSV/JSON/Parquet processing, statistical analysis, time series, and creating charts.

developing-with-prism

Guide for developing with Prism PHP package - a Laravel package for integrating LLMs. Activate or use when working with Prism features including text generation, structured output, embeddings, image generation, audio processing, streaming, tools/function calling, or any LLM provider integration (OpenAI, Anthropic, Gemini, Mistral, Groq, XAI, DeepSeek, OpenRouter, Ollama, VoyageAI, ElevenLabs). Activate for any Prism-related development tasks.

batch-process

Process multiple content pieces through a prioritized, checkpointed queue with progress tracking and per-piece quality gates

glide-mq

Creates message queues, workers, job workflows, and fan-out broadcasts using glide-mq on Valkey/Redis Streams. Provides API reference, code patterns, and configuration for queues, workers, delayed/priority jobs, schedulers, batch processing, DAG workflows, request-reply, and serverless producers. Triggers on "glide-mq", "glidemq", "job queue valkey", "background tasks valkey", "message queue redis streams".

BACH FileCommander

43 tools for filesystem, process management, sessions, search, OCR, ZIP, and PDF export.

acumatica-assistant

Acumatica ERP assistant for consultants and integrators. Use for anything Acumatica, even if the user only says "Acumatica", an endpoint path (/entity/Default/24.200.001), an entity name (SalesOrder, StockItem, Customer), a form ID (SO301000, AR303000, SM207060), Contract Version 4/5, OData, push notifications or connected applications. Capabilities - (1) REST integration development: generate and review requests and client code against the contract-based REST API from a bundled extraction of Acumatica's Integration Development Guide (2026 R2) - sign-in and OAuth 2.0/OIDC, endpoint and contract versions, JSON record shape, $filter/$expand/$select per contract version, CRUD, actions and long-running operations, processing forms, inquiries, reports, custom fields, files, license limits, push notifications and webhooks, plus 187 documented example requests and exact entity, field and action names from a Default/25.200.001 contract snapshot. More capabilities follow, so trigger on any Acumatica question.

analyze-log-files

Analyze log files by stripping ANSI escape sequences first. Use when asked to process, handle, read, or analyze log files that may contain terminal escape codes.

DevTool MCP

Development tooling MCP server with process management, proxy, and frontend diagnostics

bosskuai-3d-web-development

Use this for creating immersive 3D websites, WebGL experiences, Three.js/React Three Fiber scenes, scroll-driven 3D animations, GSAP-powered 3D motion, post-processing effects, Spline integrations, interactive particle systems, and Awwwards-quality 3D web experiences.

hive.batch-ledger

Track per-item status when processing collections to prevent skipped or duplicated items.

Contact Qualification Framework

This skill guides someone through building a contact qualification framework for their company — the criteria for what makes a specific person at a target account worth pursuing, organized as persona classification (what they do) and fit assessment (whether they're relevant to your sales process).

alfworld-appliance-navigator

Navigates the agent to a target appliance (microwave, stove, fridge, or sinkbasin) needed for object processing. Use when you are holding an object that needs heating, cooling, or cleaning and must move to the correct appliance station. Identifies the required appliance from the task context and executes the movement action.

Pdf Mcp

Production-ready MCP server for PDF processing with intelligent caching.

bb-methodology

Use at the START of any bug bounty hunting session, when switching targets, or when feeling lost about what to do next. Master orchestrator that combines the 5-phase non-linear hunting workflow with the critical thinking framework (developer psychology, anomaly detection, What-If experiments). Routes to all other skills based on current hunting phase. Also use when asking "what should I do next" or "where am I in the process."

graflow-workflow

Create Python workflow pipelines using Graflow with a structured plan-implement-review process. Use when building task graphs, parallel pipelines, LLM workflows, or any Graflow-based automation. Triggers on requests for "workflow", "pipeline", "task graph", "Graflow", or when user wants to build an automated data/AI pipeline.

Code Pilot

Universal development workflow. Routes frontend tasks through design-first process; all other tasks go directly to superpowers standard workflow.

typed-ffmpeg-usage

Guide for using typed-ffmpeg, a modern Python FFmpeg wrapper with extensive typing support and comprehensive filter support. Use this when working with FFmpeg operations, video/audio processing, or filter graphs in Python.

Nallely System Prompt for Local LLMs

You are an assistant specialized in Nallely, a modular reactive Python framework for patching signal-processing modules (neurons) together, like a modular synthesizer for control systems. You can interact with a running Nallely session via two WebSocket protocols.

clrun

Run and control interactive CLI sessions for AI agents. Handles TUI prompts (select lists, checkboxes, confirms), persistent shell state, and long-running processes. Use when you need to execute terminal commands, respond to interactive prompts, navigate scaffolding wizards like create-vue or create-vite, or manage dev servers.

adr-consultation

Multi-agent consultation for architecture decisions. Dispatches 3 specialized reviewers in parallel (contrarian, user advocate, meta-process) to challenge a plan or ADR before implementation begins, producing a synthesis with a PROCEED or BLOCKED verdict. Use for "consult on this ADR", "challenge this design", "review before implementing", "should we proceed", or any Medium+ architecture decision. Do NOT use for trivial changes, simple bug fixes, or decisions already in implementation.

image-crop-rotate

Image processing skill for cropping images to 50% from center and rotating them 90 degrees clockwise. This skill should be used when users request image cropping to center, image rotation, or both operations combined on image files.

Io.Github.MkXultra/Ai Cli Mcp

MCP server for AI CLI tools (Claude, Codex, and Gemini) with background process management

Design reference

Structured design research process that builds visual direction from reference review and stakeholder feedback. Produces a `DESIGN_RESEARCH.md` document and an approved prototype.

ESG MCP Servers

31 MCP tools for ESG data extraction, PDF processing, vector search, and EU regulation analysis.

atlas-stream-processing

Manages MongoDB Atlas Stream Processing (ASP) workflows. Handles workspace provisioning, data source/sink connections, processor lifecycle operations, debugging diagnostics, and tier sizing. Supports Kafka, Atlas clusters, S3, HTTPS, and Lambda integrations for streaming data workloads and event processing. NOT for general MongoDB queries or Atlas cluster management. Requires MongoDB MCP Server with Atlas API credentials.

api-connector

Connect to REST APIs, manage authentication, and process responses. Use for API integration tasks.

ros2-engineering-skills

TRIGGER when the user: writes or reviews ROS 2 nodes (rclcpp/rclpy), creates packages (colcon/ament), edits launch files (.launch.py), configures QoS or DDS, writes URDF/xacro, implements ros2_control hardware interfaces or controllers, sets up Nav2/MoveIt 2 pipelines, processes sensor data (camera/LiDAR/PCL), works with Gazebo/Isaac Sim, configures SROS2 security, develops micro-ROS firmware, manages multi-robot fleets (Open-RMF), debugs with ros2 doctor/rosbag2, deploys via Docker/cross-compilation, or migrates from ROS 1. DO NOT TRIGGER for general C++/Python questions unrelated to ROS 2, non-robotics middleware, or web/mobile development tasks.

release-automation

Prepares and automates the release process for multi-storage-client (version bump, release notes, checklist). Use when the user wants to cut a release, bump version, prepare release, publish a new version, or automate release steps.

sysinternals

Terminate local or remote processes.

pretty-mermaid

Render beautiful Mermaid diagrams as SVG or ASCII art using the beautiful-mermaid library. Supports 15+ themes, 5 diagram types (flowchart, sequence, state, class, ER), and ultra-fast rendering. Use this skill when: 1. User asks to "render a mermaid diagram" or provides .mmd files 2. User requests "create a flowchart/sequence diagram/state diagram" 3. User wants to "apply a theme" or "beautify a diagram" 4. User needs to "batch process multiple diagrams" 5. User mentions "ASCII diagram" or "terminal-friendly diagram" 6. User wants to visualize architecture, workflows, or data models

Document Processing

Extract text from documents, manipulate PDFs, and perform OCR on images.

analysis-process

Turn the idea for a feature into a fully-formed PRD/design/specification and implementation-plan. Use when you have a spec or requirements that needs implementation. Use in pre-implementation (idea-to-design) stages to make sure you understand the spec/requirements and ensure you have a correct implementation plan before writing actual code.

youtube-to-docs

(Kitchen Sink) Process a YouTube video with all features (summary, Q&A, infographic, audio, and video).

deepsec

Drive the `oma-deepsec` skill end-to-end. Installs `.deepsec/`, calibrates cost, runs the right scan/process/triage/revalidate/export pass, gates PRs with `process --diff`, writes custom matchers, and routes findings to follow-up specialists.

fat_llama is a Python package for upscaling audio files to FLAC or WAV formats using advanced audio processing techniques. It utilizes CUDA-accelerated calculations to enhance audio quality by upsampling and adding missing frequencies through FFT, resulting in richer and more detailed audio.

strategy-consulting-visualization

Use when turning any content into clear, professional visualizations - board slides, reports, proposals, research summaries, training materials, technical diagrams, infographics, process flows, timelines, benchmarks, waterfall charts, or data-backed visual specs for any audience.

Io.Github.Digital Defiance/Mcp Process

Process management and monitoring for AI agents with strict security boundaries

AI Analysis Guide

> AI/ML is the technology for extracting value from data. This skill systematically covers all aspects of AI analysis — from machine learning fundamentals, deep learning, natural language processing, and computer vision to practical model development workflows.

pm3

Generate and manage pm3.toml configuration files for the pm3 process manager

save-skill

Save what we just did as a reusable skill. Use at the end of a session to capture a workflow, technique, or process that you want to repeat.

runtime-version-check

Research and verify the latest versions of programming language runtimes (Node, Bun, Deno, Python, Go, etc.) using a two-phase verification process that prioritizes accuracy over speed.

Build (the demo loop, enforced)

The single biggest reason a StyleSeed build lands *generic* when the reference demo (styleseed-demo.vercel.app) looks *designed* is **not missing rules — it's a skipped process.** The demo went through: lock the look → build → run the Quality Gate → fix to a floor → repeat. A free-hand bui

Performance Co-Pilot

Query system performance metrics via MCP - CPU, memory, disk I/O, network, processes

Recite MCP

Local MCP server for Recite receipt processing with ledger and memory tools.

glmocr

Extract text from images using GLM-OCR API. Supports images and PDFs with high accuracy OCR, table recognition, formula extraction, and handwriting recognition. Use this skill whenever the user wants to extract text from images, perform OCR on pictures, scan documents, convert images to text, or process any image files to get their textual content.

brev-cli

Manage GPU and CPU cloud instances with the Brev CLI for ML workloads and general compute. Use when users want to create instances, search for GPUs or CPUs, SSH into instances, open editors, copy files, port forward, manage organizations, or work with cloud compute. Supports fine-tuning, reinforcement learning, training, inference, batch processing, and other ML/AI workloads. Trigger keywords - brev, gpu, cpu, instance, create instance, ssh, vram, vcpu, A100, H100, cloud gpu, cloud cpu, remote machine, finetune, fine-tune, RL, RLHF, training, inference, deploy model, serve model, batch job.

cocoindex-v1

This skill should be used when building data processing pipelines with CocoIndex v1, a Python library for incremental data transformation. Use when the task involves processing files/data into databases, creating vector embeddings, building knowledge graphs, ETL workflows, or any data pipeline requiring automatic change detection and incremental updates. CocoIndex v1 is Python-native (supports any Python types), has no DSL, and is currently under pre-release (version 1.0.0a1 or later).

Oxylabs Mcp

Fetch and process content from specified URLs & sources using the Oxylabs Web Scraper API.

data-processor

Data processing skill with Python and shell scripts for file analysis and transformation