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SkillsMP has collected 606 skills from merceralex397-collab/meta-skill-engineering. Open a skill to review its source and details.
Showing 40 of 606 collected skills.
Find external skills from public registries, GitHub repos, and official skill collections, then evaluate them for quality, licensing, and fitness for adoption. Use when looking for existing skills before building from scratch, evaluating external skill…
Improve an existing skill package — tighten routing, sharpen procedure, add or prune support layers, upgrade packaging. Use when the user says "improve this skill", "this skill is weak/vague/bloated", "harden this SKILL.md", or "add evals/references to this…
Install a skill package into the local agent client from a GitHub repository, local folder, or archive. Use when the user says "install this skill", "add skill from GitHub", or "list available skills". Do not use for creating new skills (use skill-creator),…
Orchestrate multi-skill pipelines through the CLI. Use when "run the creation pipeline", "execute the improvement workflow", "resume my pipeline", or when chaining multiple skills with decision points. Supports Creation, Improvement, and Library Management…
Bundle one or more completed skill folders into versioned distributable archives with manifests, integrity checksums, and OpenCode metadata. Use when a user says "package this skill", "bundle for distribution", "prepare a versioned release", "generate…
Polish and finalize an AI agent prompt file by refining structure, wording, and clarity to match proven best practices while preserving the original intent and markdown frontmatter.
Integrate LLM capabilities into applications with explicit runtime boundaries, structured schemas, cost controls, and evaluation plans. Triggers on tasks involving model inference APIs, prompt engineering systems, LLM toolchain setup, or AI agent runtime…
Register, version, and govern MLflow models through a full lifecycle from training-run artifact to production stage with validation gates, alias-based deployment routing, lineage tracking, and CI/CD automation. Triggers on "register a model", "promote model…
Operate Microsoft Power Automate cloud flows through a FlowStudio MCP server. Use for listing flows, reading flow definitions, checking run history, inspecting action outputs, resubmitting failed runs, canceling running flows, managing connections, retrieving…
Build, iterate, and ship MCP servers. Triggers on: 'build an MCP server', 'create MCP tools for API', 'design MCP server surface', 'MCP server architecture', 'add tools to MCP server', 'MCP server best practices'.
Create or repair Power Platform custom connectors with MCP (Model Context Protocol) integration for Power Platform agent experiences. Handles connector file generation, schema validation for agent-runtime compliance, and troubleshooting MCP connectivity…
Serialize and deserialize data across JSON, XML, YAML, Protocol Buffers, MessagePack, and Apache Arrow/Parquet. Use when asked to "convert data to JSON", "serialize to protobuf", "choose a wire format for APIs", "optimize data storage", or implement…
Create or improve Dockerfiles, docker-compose.yml, and .dockerignore files. Use for containerizing applications, optimizing image size with multi-stage builds, adding health checks, debugging build failures, and scanning for vulnerabilities. Do not use for…
Optimize an existing Dockerfile for faster build times and smaller images by reordering layers by change frequency, separating dependency installation from code copies, implementing multi-stage builds, and enabling BuildKit features. Use when Docker builds…
Configure multi-service Docker Compose stacks for web applications with databases, caches, and background workers. Use when creating a new docker-compose.yml from scratch for applications requiring 2+ services (app + database, app + cache, or app + database +…
Verify that tickets, backlog items, and task packs are coherent, actionable, non-duplicative, and correctly sequenced for execution. Triggers on: requests to check a backlog, verify ticket readiness, validate task boards before agent consumption, find…
Detects when implementation or repository state has diverged from an approved plan, specification, or brief. Trigger on: "has this drifted from the plan", "check for drift", "compare implementation to spec", "audit against the brief", "does the code match…
Handle Git branch lifecycle operations including creating feature/fix/docs branches from a base branch, switching between branches with uncommitted change handling via stash, setting up remote tracking for push/pull, syncing feature branches with main via…
Write a structured incident response runbook with diagnostic procedures, resolution steps, escalation paths, and communication templates. Triggers on: "create runbook", "document incident response", "write incident procedure", "on-call playbook", "escalation…
Build Vue 3 apps with TypeScript, Composition API, and <script setup>. Triggers when: (1) user mentions Vue/Vue 3 in context, (2) files end in .vue, (3) package.json contains vue dependency, (3) task involves creating or modifying Vue…
Create, alter, drop, and validate Snowflake semantic views using Snowflake CLI. Triggers on CREATE SEMANTIC VIEW, ALTER SEMANTIC VIEW, or semantic layer modeling tasks requiring Snowflake CLI validation.
Build end-to-end LLM pretraining pipelines from scratch. Use when configuring distributed training with FSDP/DeepSpeed ZeRO, implementing learning rate schedules (warmup + cosine decay), setting up gradient accumulation, designing checkpointing strategies, or…
Triggers when asked to write integration tests for a Node.js CLI application, add tests to an existing CLI, verify CLI commands work correctly, or set up CI testing for CLI tools. Use when the project uses Node.js 18+ and you need subprocess-based integration…
Debug and fix failing GitHub Actions CI checks on pull requests. Triggers when the user reports failing PR checks, CI failures, or asks to fix GitHub Actions workflows. Uses the gh CLI to inspect checks, fetch logs, summarize failures, and implement fixes…
Create git commits with conventional commit format and intelligent staging. Use when user says "commit changes", "create a commit", "git commit", or when committing staged changes. Supports auto-detection of commit type from file changes and interactive…
Transform a single function, module, or data structure from one form to another while preserving behavior. Triggers on "convert this function to [language]", "migrate from [API v1] to [v2]", "replace [dependency] with [alternative]", and "refactor to…
Synchronize README, AGENTS.md, changelogs, and handoff documents with the current codebase state after milestones complete. Use when documentation drift is detected or handoff artifacts are requested. Do not use for writing application code, verifying…
Generate Excalidraw diagrams from natural language descriptions. Use when users explicitly request diagrams, flowcharts, mind maps, system architecture diagrams, ER diagrams, class diagrams, sequence diagrams, data flow diagrams, or business swimlane flows to…
Create a Work Breakdown Structure (WBS) and WBS Dictionary from approved project charter deliverables. Produces hierarchical work package decomposition with WBS codes, effort estimates, dependency mapping, and critical path identification. Triggers on:…
Audit Python + BigQuery ELT pipelines for cost overruns, idempotency gaps, and production failures. Triggers when reviewing data pipelines that use BigQuery client libraries (google.cloud.bigquery), scheduling backfills, or inspecting job safety before…
Write and optimize Google BigQuery SQL with partition pruning, clustering, cost estimation, and slot management. Trigger ONLY when the user explicitly mentions BigQuery, GCP BigQuery, Google BigQuery SQL, or when working with partitioned tables, slot…
Create or refine a gas chromatography analytical method. Use when the user asks to "develop a GC method", "optimize GC separation", "set up GC analysis for [compounds]", or when they have target analytes and need column selection, temperature programming,…
Interpret GC or HPLC chromatogram data to verify system suitability, identify peaks by retention time and spectral matching, perform accurate peak integration, calculate chromatographic figures of merit, and assess peak quality for reliable quantitation.…
Guide implementation of ScriptableObject-based event architecture in Unity for decoupled system communication. Use when the user asks about GameEvent channels, GameEventListener patterns, shared variable ScriptableObjects, or RuntimeSet collections to replace…
UE5 Blueprint visual scripting for Actor/Pawn/Character/GameMode/Widget/AnimBP class selection, event graph wiring, Blueprint-C++ interfaces (UFUNCTION macros), inter-Blueprint communication (interfaces, dispatchers, casting), Enhanced Input, GAS abilities,…
Guide a person in systematic observation of systems, patterns, or phenomena. Coaches neutral attention, field notes methodology, pattern recognition, hypothesis formation, and structured reporting. Use when: a person wants to understand system behavior before…
Study individual Hebrew letters as mystical symbols within Kabbalistic and esoteric traditions. **Use when** the user explicitly asks to: - Study a specific Hebrew letter's symbolic meaning, form, or numerical value - Learn the Sefer Yetzirah classification…
Build a competitive or casual trading card game deck from scratch. Use when the user explicitly asks to create, build, or construct a TCG deck, wants a deck list for Pokemon TCG/MTG/FaB, or needs help with archetype selection and card choices. Covers…
Resize, crop, rotate, convert, watermark, and optimize images using Pillow (Python), Sharp (Node.js), or ImageMagick. Triggers on requests like "resize these images to 800px wide", "convert PNG to JPEG", "add watermark", "strip EXIF data", or "create…
Create, develop, and refine WinUI 3 desktop applications using C# and the Windows App SDK. Triggers on requests to bootstrap new WinUI projects, set up development environments, implement WinUI controls and navigation, apply Fluent Design theming, or…