Test provision and manage isolated test environments with configuration and data. Use when performing specialized testing.
Score 70/100
Comprehensive guide for Manim Community - Python framework for creating mathematical animations and educational videos with programmatic control
Score 70/100
Production pipeline for mathematical and technical animations using Manim Community Edition. Creates 3Blue1Brown-style explainer videos, algorithm visualizations, equation…
Score 70/100
Generates a manual test plan, QA plan, test scenarios, testing checklist, or guidance on how to test changes. Works from branch diffs, stories, specs, or requirements.
Score 70/100
Generate Python module dependency graphs so refactors and package splits start from an actual import map instead of guesswork.
Score 70/100
Expert guidance for creating and working with marimo notebooks - reactive Python notebooks that can be executed as scripts and deployed as apps.
Score 70/100
markdownify is a Python library that converts HTML content to clean Markdown text. It supports tag filtering, heading styles, custom converters, and code language detection,…
Score 70/100
MarkItDown is a Python utility by Microsoft that converts PDF, Word, PowerPoint, Excel, images, audio, HTML, and other files into Markdown for LLM consumption.
Score 70/100
Mastra is an open-source TypeScript framework for building AI-powered applications and agents. Created by the team behind Gatsby, it provides model routing across 40+ providers,…
Score 70/100
Use when implementing player matchmaking, skill-based match selection, lobby systems, queue management, or rank-based grouping.
Score 70/100
Measurement techniques for identifying composition, microstructure, and properties of engineering materials — optical and electron microscopy, x-ray diffraction, EDS and WDS…
Score 70/100
Matplotlib is Python's foundational visualization library for creating static, animated, and interactive plots.
Score 70/100
Best practices for Matplotlib data visualization, plotting, and creating publication-quality figures in Python
Score 70/100
JVM dependency intelligence via Maven Tools MCP server. Use when user asks about Java/Kotlin/Scala dependencies, versions, upgrades, CVEs, or licenses.
Score 70/100
Turn vague feedback, screenshots, taste, frustration, or half-formed product intuition into an implementation-ready prompt for a coding agent.
Score 70/100
MaxQuant + Perseus proteomics pipeline: run MaxQuant for LFQ and SILAC; parse proteinGroups.txt in Python; filter contaminants/decoys; log2 + median-normalize; impute MNAR; t-test…
Score 70/100
Patterns for organizing, naming, and structuring multi-tool MCP servers (10+ tools). 多工具MCP服務器架構、分組、命名慣例。Use when: user asks to organize MCP tools, structure multi-tool MCP,…
Score 70/100
Use when building, debugging, or extending MCP servers or clients that connect AI systems with external tools and data sources.
Score 70/100
LiteLLM-RS MCP Gateway Architecture. Covers Model Context Protocol, JSON-RPC 2.0 implementation, multi-transport support (HTTP, SSE, WebSocket, Stdio), and permission system.
Score 70/100
Set up MCP Inspector for debugging and testing MCP servers with request logging, response inspection, and protocol validation.
Score 70/100
Implement MCP resources that provide data and files to AI assistants - URIs, caching, and streaming
Score 70/100
Generic MCP (Model Context Protocol) server development patterns. Provides reusable architecture and best practices for building MCP servers that expose any domain-specific…
Score 70/100
Build production-ready MCP (Model Context Protocol) servers with tool definitions, resource providers, prompt templates, and transport configuration.
Score 70/100
Build MCP servers with Node/TypeScript SDK — tools, resources, prompts, Zod validation, stdio vs Streamable HTTP. Use Context7 or official MCP docs for latest API.
Score 70/100
Configure WebSocket transport for bidirectional MCP communication with connection management and reconnection handling.
Score 70/100
Convert Markdown files to professionally formatted Word (.docx) documents with embedded PNG images — pure JavaScript, no external tools required
Score 70/100
Provides guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework.
Score 70/100
Extracts comprehensive media metadata using the MediaInfo library and pymediainfo Python bindings. Analyzes video/audio codec parameters, container formats, and HDR metadata for…
Score 70/100
Analyze medical billing and revenue cycle management software including claims processing pipelines, EDI transaction handling (837P/837I/835/270/271/276/277), ICD-10 and CPT code…
Score 70/100
Consolidate session learning into permanent architecture — extract patterns into skills, instructions, prompts, or memory
Score 70/100
Memcached Config Helper - Auto-activating skill for Backend Development. Triggers on: memcached config helper, memcached config helper Part of the Backend Development skill…
Score 70/100
Use to maintain persistent context across agent sessions — decision logs, architecture memory, and constraint tracking.
Score 70/100
Five-layer memory architecture: where each fact lives, how layers interact, when to promote learnings
Score 70/100
Use when the user is debugging a bug, tracing an error, or asking why something fails. Examples: "why is X failing?", "where does this error come from?", "trace this bug", "who…
Score 70/100
Architecture de mémoire pour agents IA — short-term, long-term, episodic, semantic, working memory. Se déclenche avec "mémoire agent", "agent memory", "long-term memory", "context…
Score 70/100
Use when the user asks how code works, wants to understand architecture, trace execution flows, or explore unfamiliar parts of the codebase.
Score 70/100
Debug with working memory -- before diagnosing, recall prior root causes and known-good diagnostic procedures; when a root cause is confirmed, capture it immediately.
Score 70/100
Architecture/design decisions with working memory -- before recommending, recall prior decisions and tradeoffs; when a decision is made, capture it immediately.
Score 70/100
Pre-refactor context loading -- queries Pensyve memory for past decisions, failures, and patterns related to a refactoring target, then compiles a briefing.
Score 70/100
Transform validated knowledge into structured long-term memory. Activate after Bootstrap scan, after Discovery produces validated artefacts, or after architecture insights are…
Score 70/100
Memory Profiler Setup - Auto-activating skill for Performance Testing. Triggers on: memory profiler setup, memory profiler setup Part of the Performance Testing skill category.
Score 70/100
Use when the user wants to rename, extract, split, move, or restructure code safely. Examples: "rename this function", "extract this into a module", "split this class", "move this…
Score 70/100
CRITICAL: Use for managing agent memory based on CoALA cognitive architecture. Triggers on: remember this, 记住这个, save this info, learn from this, 学习这个, memory system, 记忆系统,…
Score 70/100
Design short-term, long-term, and graph-based memory architectures. Use when building agents that must persist across sessions, needing to maintain entity consistency across…
Score 70/100
Create Mermaid diagrams in Obsidian including flowcharts, sequence diagrams, class diagrams, and more.
Score 70/100
Comprehensive guide for creating software diagrams using Mermaid syntax. Use when users need to create, visualize, or document software through diagrams including class diagrams…
Score 70/100
Create Mermaid diagrams for flowcharts, sequences, ERDs, and architectures. Masters syntax for all diagram types and styling.
Score 70/100
Generates, reviews, and fixes Mermaid-only sequence diagrams following syntax rules and best practices.
Score 70/100
Expert Mermaid diagram creation, validation, and rendering with dual-engine output (SVG/PNG/ASCII). Supports all 20+ diagram types including C4 architecture, AWS architecture-beta…
Score 70/100
Transform text content into professional Mermaid diagrams for presentations and documentation. Use when users ask to visualize concepts, create flowcharts, or make diagrams from…
Score 70/100
Use when implementing Lightning Message Service (LMS) to enable cross-DOM communication between LWC, Aura, and Visualforce components on the same Lightning page, using message…
Score 70/100
Architecture de messaging avec RabbitMQ, Kafka, Azure Service Bus. Se déclenche avec "message queue", "RabbitMQ", "Kafka", "queue", "messaging", "async", "pub/sub", "broker",…
Score 70/100
Generate meta-analysis forest plots for binary classification data. Input is a CSV file containing study names, event counts and sample sizes for experimental and control groups.
Score 70/100
Generate forest plots for meta-analysis of continuous data. Input a CSV file containing study names, means, standard deviations, and sample sizes for experimental and control…
Score 70/100
Generate forest plots for meta-analysis of survival data. Input is a CSV file containing study names, HR and 95% confidence intervals, output forest plot PNG and data table CSV.
Score 70/100
Structured reasoning modifiers (/think, /verify, /adversarial, /edge, /confidence, /assumptions, etc.) to stress-test decisions, surface assumptions, or enumerate edge cases.
Score 70/100
Analyzes forest plots for meta-analysis, generating detailed descriptions and formatting figure legends in Chinese or English.
Score 70/100
Uses the Metabase REST API to export question results as CSV and render dashboard PNGs on schedule. Compares key metrics against user-defined thresholds and fires alerts to…
Score 70/100
Assessing metadata type coverage across Salesforce deployment channels (Metadata API, SFDX, unlocked packages, managed packages) and mapping component dependency graphs using…
Score 70/100
Extract the conceptual essence of a repository as skills, agents, and teams — the project's roles, procedures, and coordination patterns expressed as agentskills.io-standard…
Score 70/100