skills-core/machine-operator-supervisor
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machine-operator-supervisor/references/ai-skills.md
skillfactor-pipeline b8b5608eb4 feat: machine-operator-supervisor skill package v0.1.0
2026-08-14 18:00:21 +02:00

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External AI agent skills — machine-operator-supervisor

Proven, publicly available AI agent skills mapped to this occupation. Nothing is copied from the sources: every entry is a name, a one-line summary and a link to the upstream skill package. Each section names its source repository, commit, license and retrieval date.

Tiers: core = the skill directly exercises a top market hard skill, tool or method (from gated job-ad evidence) or an essential ESCO competence of this occupation; adjacent = plausibly useful, secondary. Entries are capped at 12 per source and 80 in total per occupation (core first, strongest matches survive); everything beyond the caps is excluded and logged in the pipeline audit trail, not in this package.

Matched deterministically (ISCO group + title/competence keywords, tiered against market evidence + ESCO essentials) by pipeline/p5_enrich_ai_skills.py on 2026-07-14.

Source: anthropics/skills

  • Repository: https://github.com/anthropics/skills (commit f6656c1, retrieved 2026-07-14)
  • License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
Skill Tier What it adds Upstream
docx adjacent Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … source
pdf adjacent Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … source

Source: 0xwilliamortiz/claude-red

Skill Tier What it adds Upstream
offensive-reporting core Penetration test and red team report writing methodology. Covers executive summary structuring (risk-led narrative for non-technical readers), technical finding format (title, severity, affected scope, narrative, reproduction steps, … source

Source: a5c-ai/babysitter

Skill Tier What it adds Upstream
opex-program-designer core Operational Excellence program design skill with governance structure, methodology deployment, and capability building source
memlab-analysis core Expert skill for JavaScript memory leak detection using Facebook MemLab. Configure MemLab scenarios, execute memory leak detection runs, analyze heap snapshots, identify detached DOM elements, find event listener leaks, and integrate with … source
memory-analysis core Embedded memory analysis, optimization, and leak detection source
performance-profiler core Profile application performance including CPU, memory, and flame graph generation source
embedded-docs adjacent Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems. source
vector-memory adjacent HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management. source

Source: brycewang-stanford/Auto-Empirical-Research-Skills

Skill Tier What it adds Upstream
code-review-excellence core This skill should be used when the user asks to review a diff or pull request, write review comments, audit code quality, establish review standards, or improve how a team performs code review. source
results-report core This skill should be used when the user asks to "write an experiment report", "summarize experimental results", "do experiment retrospection", "write a results report", "写实验总结报告", "写实验复盘", or mentions turning completed experiment artifacts … source
review adjacent All quality reviews — routes to appropriate critics based on target file type and flags. Replaces /paper-excellence, /proofread, /econometrics-check, /review-r, /review-paper. source
slide-excellence adjacent Multi-agent slide review (visual, pedagogy, proofreading). Use for comprehensive quality check before milestones. source
referee2 adjacent Systematic audit and review by Referee 2. Two modes — "deck" reviews slide presentations for rhetoric, visual quality, and compile cleanliness; "code" performs cross-language replication and econometric audit of empirical pipelines. Use … source

Source: Chachamaru127/claude-code-harness

Skill Tier What it adds Upstream
harness-setup adjacent HAR: Project init, tool setup, agent config, memory setup, skill mirror sync. Trigger: setup, init, new project, CI/Codex setup, harness-mem, mirror. Do NOT load for: implementation, review, release, planning. source

Source: davepoon/buildwithclaude

Skill Tier What it adds Upstream
image-enhancer adjacent Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for preparing images for presentations, documentation, or social media posts. source
init adjacent Frictionless setup. Detects missing daemon, installs it, configures local memory, and verifies the full plugin → MCP → daemon round-trip. Run after /plugin install origin@7xuanlu, or any time the user says "set up origin", "is origin … source

Source: davila7/claude-code-templates

Skill Tier What it adds Upstream
serving-llms-vllm adjacent Serves LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference latency/throughput, or serving models with limited GPU memory. Supports OpenAI-compatible … source
crewai-multi-agent adjacent Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows … source
image-enhancer adjacent Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for preparing images for presentations, documentation, or social media posts. source
gcc adjacent Git Context Controller (GCC) - Manages agent memory as a versioned file system under .GCC/. This skill should be used when working on multi-step projects that benefit from structured memory persistence, milestone tracking, branching for … source
get-available-resources adjacent This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … source

Source: eduardo-sl/go-agent-skills

Skill Tier What it adds Upstream
go-troubleshooting core Diagnose runtime problems in Go programs: panics and stack traces, deadlocks, goroutine leaks, memory leaks, OOM kills, race reports, and debugging with delve and pprof. Use when: "debug this panic", "read this stack trace", "deadlock", … source

Source: foryourhealth111-pixel/Vibe-Skills

Skill Tier What it adds Upstream
sentry adjacent Use when the user asks to inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry API; perform read-only queries with the bundled script and require SENTRY_AUTH_TOKEN. source
slides-as-code adjacent Build research slides with text-first source (Slidev/Marp/Reveal/Quarto) and reproducible export (PDF). Includes structure, figure reuse rules, and quality checklist for top-tier scientific presentations. source
get-available-resources adjacent This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … source

Source: giuseppe-trisciuoglio/developer-kit

Skill Tier What it adds Upstream
memory-md-management adjacent Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … source

Source: googleworkspace/cli

Skill Tier What it adds Upstream
recipe-post-mortem-setup adjacent Create a Google Docs post-mortem, schedule a Google Calendar review, and notify via Chat. source

Source: HeshamFS/materials-simulation-skills

Skill Tier What it adds Upstream
performance-profiling adjacent Identify computational bottlenecks, analyze parallel scaling, estimate memory requirements, and generate optimization recommendations for materials simulations — parse timing logs to find dominant phases (solver, assembly, I/O), evaluate … source

Source: hypnguyen1209/offensive-claude

Skill Tier What it adds Upstream
ai-agent-redteam core Use when red-teaming an agentic AI / LLM application — indirect & zero-click prompt injection, MCP tool poisoning, persistent memory poisoning, excessive-agency tool abuse, multi-turn jailbreaks, PyRIT/Garak/Promptfoo harnesses source

Source: jabrena/plinth

Skill Tier What it adds Upstream
161-java-profiling-detect core Use when you need to set up Java application profiling to detect and measure performance issues — including trusted preinstalled async-profiler v4.x setup, problem-driven profiling (CPU, memory, threading, GC, I/O), interactive profiling … source
145-java-refactoring-high-performance adjacent Use when you need to refactor Java code for high performance — including memory/allocation reduction, CPU hot-path optimization, and syntax/API/control-flow improvements. This should trigger for requests such as Review Java code for high … source

Source: JasonColapietro/suede-creator-skills

Skill Tier What it adds Upstream
suede-instagram-growth adjacent Suede-owned Instagram growth operating system for account-specific audits, Reels, carousels, Stories, conversion mapping, calendars, and daily candidate-production loops. Use when the user names Instagram, IG, Reels, Stories, asks to … source

Source: jeecgboot/skills

Skill Tier What it adds Upstream
jimureport adjacent 积木报表生成器 — 自然语言描述报表需求或提供截图，自动生成积木报表（支持数据报表、打印报表、分组报表、循环报表、数据填报等全类型）。Use when user says "积木报表", "jmreport", "Excel报表", "数据填报", "可视化报表", "打印报表", "分组报表", "循环报表", "按照截图生成报表", "创建积木报表", "做一个可视化报表", "积木设计器", "create jimureport", "visual report". … source

Source: jeremylongshore/claude-code-plugins-plus-skills

Skill Tier What it adds Upstream
twinmind-observability core Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health. Use when implementing observability, or managing TwinMind meeting AI operations. Trigger with phrases like "twinmind … source
clickhouse-common-errors core Diagnose and fix the top 15 ClickHouse errors \u2014 query failures,\ \ insert problems,\nmemory limits, and merge issues.\nUse when encountering ClickHouse\ \ exceptions, debugging failed queries,\nor troubleshooting server-side … source
detecting-memory-leaks core Detect potential memory leaks and analyze memory usage patterns in code. Use when troubleshooting performance issues related to memory growth or identifying leak sources. Trigger with phrases like "detect memory leaks", "analyze memory … source
tracking-resource-usage core Track and optimize resource usage across application stack including CPU, memory, disk, and network I/O. Use when identifying bottlenecks or optimizing costs. Trigger with phrases like "track resource usage", "monitor CPU and memory", or … source
profiling-application-performance core Execute this skill enables AI assistant to profile application performance, analyzing cpu usage, memory consumption, and execution time. it is triggered when the user requests performance analysis, bottleneck identification, or … source
replit-advanced-troubleshooting core Debug hard Replit issues: container lifecycle, Nix build failures, deployment crashes, and memory leaks. Use when standard troubleshooting fails, investigating intermittent failures, or diagnosing complex Replit platform behavior. Trigger … source
twinmind-reference-architecture adjacent Production architecture for meeting AI systems using TwinMind: transcription pipeline, memory vault, action item workflow, and calendar integration. Use when implementing reference architecture, or managing TwinMind meeting AI operations. … source
oraclecloud-sdk-patterns adjacent Production-grade OCI SDK patterns for client lifecycle, retry logic, and memory leak avoidance. Use when building long-running OCI services, fixing memory leaks with Instance Principal auth, or implementing retry/backoff. Trigger with "oci … source
vertex-engine-inspector adjacent Inspect and validate Vertex AI Agent Engine deployments including Code Execution Sandbox, Memory Bank, A2A protocol compliance, and security posture. Generates production readiness scores. Use when asked to inspect, validate, or audit an … source
excel-macro-creator adjacent Create excel macro creator operations. Auto-activating skill for Business Automation. Triggers on: excel macro creator, excel macro creator Part of the Business Automation skill category. Use when working with excel macro creator … source
excel-pivot-wizard adjacent Create advanced Excel pivot tables with calculated fields and slicers. Use when building data summaries or creating interactive dashboards. Trigger with phrases like ''excel pivot'', ''create pivot table'', ''data summary''. source
form-deck adjacent Use when asked to design a pitch deck, presentation, or slide set. Examples: "design a pitch deck", "create a sales deck", "make a conference presentation", "build an investor deck", "help me present this to the board", "create slides for … source

Source: K-Dense-AI/claude-scientific-skills

Skill Tier What it adds Upstream
get-available-resources adjacent This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … source

Source: K-Dense-AI/scientific-agent-skills

Skill Tier What it adds Upstream
get-available-resources adjacent This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … source

Source: microsoft/power-platform-skills

Skill Tier What it adds Upstream
add-ai-webapi core Integrates Power Pages generative-AI summarization APIs (PREVIEW) into a Single Page Application (SPA) site — the Search Summary API and the Data Summarization API — on any record-detail or list page. Generates per-target service code … source
add-office365 adjacent Adds Office 365 Outlook connector to a Power Apps code app. Use when accessing calendars, sending emails, reading inbox, or managing Outlook events. source

Source: mohitagw15856/pm-claude-skills

Skill Tier What it adds Upstream
content-calendar adjacent Generate a structured content calendar for any brand, product, or creator. Use when asked for a content plan, editorial calendar, social media schedule, or weekly/monthly content strategy. Produces a calendar with topics, formats, … source

Source: mukul975/Anthropic-Cybersecurity-Skills

Skill Tier What it adds Upstream
analyzing-macro-malware-in-office-documents core Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … source
performing-thick-client-application-penetration-test core Conduct a thick client application penetration test to identify insecure local storage, hardcoded credentials, DLL hijacking, memory manipulation, and insecure API communication in desktop applications using dnSpy, Procmon, and Burp Suite. source
detecting-rootkit-activity adjacent Detects rootkit presence on compromised systems by identifying hidden processes, hooked system calls, modified kernel structures, hidden files, and covert network connections using memory forensics, cross-view detection, and integrity … source

Source: nexu-io/open-design

Skill Tier What it adds Upstream
pptx-generator adjacent Create and edit PowerPoint presentations from scratch with PptxGenJS — MiniMax's production-tested deck pipeline. source
image-enhancer adjacent Improve image and screenshot quality by enhancing resolution, sharpness, and clarity for professional presentations and documentation. source
docx adjacent Create, edit, and analyze Word documents with tracked changes, comments, and formatting. Useful for design briefs, copy docs, and review-ready deliverables. source

Source: nicobailon/visual-explainer

Skill Tier What it adds Upstream
visual-explainer adjacent Generate self-contained HTML visual explanations for systems, code changes, plans, data, and technical concepts. Use for diagrams, architecture overviews, diff or plan reviews, project recaps, comparison tables, slide decks, and other … source

Source: nWave-ai/nWave

Skill Tier What it adds Upstream
nw-production-readiness core Monitoring, observability, operational procedures, CI/CD lessons learned, and quality gate definitions. Load when assessing production readiness or validating operational excellence. source

Source: OpenSenseNova/SenseNova-Skills

Skill Tier What it adds Upstream
outlier-detection-and-quality-assessment adjacent 执行全面的异常值检测与数据质量评估，利用 IQR 方法识别异常值并结合偏度、峰度分析数据分布特征，适用于非正态分布数据的预处理阶段。 source

Source: Orchestra-Research/AI-research-SKILLs

Skill Tier What it adds Upstream
serving-llms-vllm adjacent Serves LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference latency/throughput, or serving models with limited GPU memory. Supports OpenAI-compatible … source
crewai-multi-agent adjacent Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows … source

Source: parcadei/Continuous-Claude-v3

Skill Tier What it adds Upstream
system-overview adjacent Show users how Continuous Claude works - the opinionated setup with hooks, memory, and coordination source

Source: pedrohcgs/claude-code-my-workflow

Skill Tier What it adds Upstream
coauthor-brief adjacent Generate a co-author / collaborator handoff brief for a multi-author, multi-machine project — summarizing what changed since the last brief (git delta), the current state of each artifact (manuscript, analysis, slides), open questions, how … source

Source: qdrant/skills

Skill Tier What it adds Upstream
qdrant-monitoring-debugging adjacent Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory too high', 'OOM crash', 'queries are slow', 'latency spike', or 'search was fast now it's … source
qdrant-monitoring adjacent Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory growing', 'requests are slow', or needs to set up Prometheus, … source

Source: samber/cc-skills-golang

Skill Tier What it adds Upstream
golang-performance core Golang performance optimization patterns and methodology - if X bottleneck, then apply Y. Covers allocation reduction, CPU efficiency, memory layout, GC tuning, pooling, caching, and hot-path optimization. Use when profiling or benchmarks … source

Source: sanjay3290/ai-skills

Skill Tier What it adds Upstream
google-calendar adjacent Interact with Google Calendar - list calendars, view events, create/update/delete events, and find free time. Use when user asks to: check calendar, schedule a meeting, create an event, find available time, list upcoming events, delete or … source

Source: secondsky/claude-skills

Skill Tier What it adds Upstream
mobile-app-debugging adjacent Mobile app debugging for iOS, Android, cross-platform frameworks. Use for crashes, memory leaks, performance issues, network problems, or encountering Xcode instruments, Android Profiler, React Native debugger, native bridge errors. source

Source: silverstein/minutes

Skill Tier What it adds Upstream
minutes-setup adjacent Guided first-time setup for Minutes — download whisper model, create directories, configure audio input. Use when the user says "set up minutes", "install minutes", "first time setup", "configure minutes", "get started with minutes", "how … source
minutes-verify adjacent Verify that Minutes is properly set up and working — model downloaded, mic accessible, directories exist, no stale state. Use when the user says "is minutes working", "check my setup", "verify minutes", "test recording setup", "why isn't … source

Source: SnailSploit/Claude-Red

Skill Tier What it adds Upstream
offensive-reporting core Penetration test and red team report writing methodology. Covers executive summary structuring (risk-led narrative for non-technical readers), technical finding format (title, severity, affected scope, narrative, reproduction steps, … source

Source: vibeeval/vibecosystem

Skill Tier What it adds Upstream
performance-testing core Load testing with k6/Artillery, response time thresholds, memory leak detection, N+1 query detection, and CI integration. source
minimax-xlsx adjacent Open, create, read, analyze, edit, or validate Excel/spreadsheet files (.xlsx, .xlsm, .csv, .tsv). Use when the user asks to create, build, modify, analyze, read, validate, or format any Excel spreadsheet, financial model, pivot table, or … source

Source: Weizhena/Deep-Research-skills

Skill Tier What it adds Upstream
research-report core Summarize deep research results into markdown report, cover all fields, skip uncertain values. source

Source: wondelai/skills

Skill Tier What it adds Upstream
steve-jobs-design-review adjacent Review designs, products, and features with Steve Jobs'' standards: ruthless simplicity, focus, and end-to-end excellence. Use when the user mentions "Steve Jobs review", "design review", "product review", "what would Steve do", "insanely … source

Source: zebbern/claude-code-guide

Skill Tier What it adds Upstream
regression-modeler core Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language interpretation. Triggered by requests for regression modeling, fitting data, testing significance, … source
dataset-quality-audit adjacent Run comprehensive quality checks on tabular data (CSV/Excel/TSV/JSON), detecting missing values, duplicates, outliers, format issues, and type inconsistencies to produce an overall score, grade, and actionable suggestions. Triggered when … source

Source: zechenzhangAGI/AI-research-SKILLs

Skill Tier What it adds Upstream
serving-llms-vllm adjacent Serves LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference latency/throughput, or serving models with limited GPU memory. Supports OpenAI-compatible … source
crewai-multi-agent adjacent Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows … source