commit 94014e5e27af4f8a7350595b7cfaaceaeda239d3 Author: skillfactor-pipeline Date: Fri Aug 14 17:51:19 2026 +0200 feat: instrumentation-engineering-technician skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..c579260 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — instrumentation-engineering-technician + +Where the content of this skill package comes from, counted by +content items (tasks, competences, tools, evidence entries, curated +knowledge). Rendered live by Gitea: + +```mermaid +%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%% +pie showData + title Content sources — instrumentation-engineering-technician + "ESCO (occupation & competences)" : 79 + "O*NET (tasks & tools)" : 164 + "Job boards (market evidence)" : 131 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 180 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 79 | 14.1 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 164 | 29.3 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 131 | 23.4 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 5 | 0.9 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 180 | 32.2 % | references/ai-skills.md (per-source attribution inside) | +| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) | + +Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) · +job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content +paraphrased with source URLs — never copied · external AI skills are +linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..6ff6055 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,81 @@ +--- +name: instrumentation-engineering-technician +description: "Occupational skill for the role 'instrumentation engineering technician' (also: C&I technologist, technologist in control and instrumentation equipment, control and instrumentation technologist, control and instrumentation engineering technician, technician in instrumentation engineering, instrumentation technologist). Use when the user asks for typical instrumentation engineering technician work such as: Modify, maintain, or repair electronics equipment or systems to ensure proper functioning.; Replace defective components or parts, using hand tools and precision instruments.; Set up and operate specialized or standard test equipment to diagnose, test, or analyze the performance of electronic components, assemblies, or systems." +--- + +# Instrumentation Engineering Technician + +Instrumentation engineering technicians assist instrumentation engineers in the development of control equipment, such as valves, relays, and regulators, which can be used to monitor and control processes. Instrumentation engineering technicians are responsible for building, testing, monitoring, and maintaining of equipment. They use wrenches, beam cutters, grind saws, and overhead cranes to build and repair equipment. + +## Core workflow + +1. Modify, maintain, or repair electronics equipment or systems to ensure proper functioning. +2. Replace defective components or parts, using hand tools and precision instruments. +3. Set up and operate specialized or standard test equipment to diagnose, test, or analyze the performance of electronic components, assemblies, or systems. +4. Read blueprints, wiring diagrams, schematic drawings, or engineering instructions for assembling electronics units, applying knowledge of electronic theory and components. +5. Identify and resolve equipment malfunctions, working with manufacturers or field representatives as necessary to procure replacement parts. +6. Assemble electrical systems or prototypes, using hand tools or measuring instruments. +7. Review electrical engineering plans to ensure adherence to design specifications and compliance with applicable electrical codes and standards. +8. Assemble, test, or maintain circuitry or electronic components, according to engineering instructions, technical manuals, or knowledge of electronics, using hand or power tools. + +## How to use this skill + +- Read [references/profile.md](references/profile.md) for the occupation profile and scope. +- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory. +- Check [references/skills.md](references/skills.md) for essential vs. optional competences. +- Check [references/tools.md](references/tools.md) for the software commonly used in this role. +- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution). + +## Key competences (essential) + +- adjust engineering designs +- align components +- assemble instrumentation equipment +- assemble measuring equipment +- assist scientific research +- conduct routine machinery checks +- control engineering +- develop instrumentation systems +- electromechanics +- electronics +- ensure conformity to specifications +- fasten components +- inspect quality of products +- instrumentation engineering +- instrumentation equipment + +## Hot technologies + +- The MathWorks MATLAB +- Autodesk AutoCAD +- Autodesk Revit +- Bentley MicroStation +- Dassault Systemes SolidWorks +- Microsoft Access +- Oracle Database +- C +- Eclipse IDE +- Microsoft Visual Basic + + + + +## Hot technologies + +Top tools from 55 gated job ads (see references/market.md, as of 2026-07-14): + +- multimeters — 11 % +- SAP — 11 % +- computerized maintenance management system (CMMS) — 7 % +- forklift — 7 % +- Allen Bradley PLC — 5 % +- Allen Bradley RS Logix — 5 % +- gauges — 5 % +- hand tools — 5 % +- oscilloscopes — 5 % +- PLC — 5 % + + + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/2bb8adee-2b84-4d7b-84f9-0620bc09ada8), O*NET 30.3 (17-3023.00). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..8b02526 --- /dev/null +++ b/manifest.json @@ -0,0 +1,280 @@ +{ + "name": "instrumentation-engineering-technician", + "title": "instrumentation engineering technician", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/2bb8adee-2b84-4d7b-84f9-0620bc09ada8", + "esco_code": "3114.1.4", + "isco_group": "3114", + "onet_soc": "17-3023.00", + "crosswalk_match": "closeMatch" + }, + "sources": [ + { + "name": "ESCO", + "version": "1.2.1", + "url": "https://esco.ec.europa.eu/" + }, + { + "name": "O*NET", + "version": "30.3", + "url": "https://www.onetcenter.org/", + "license": "CC BY 4.0" + } + ], + "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download", + "counts": { + "tasks": 30, + "dwas": 30, + "skills_essential": 32, + "skills_optional": 46, + "software": 103 + }, + "enrichment_ai_skills": { + "generated": "2026-07-14", + "method": "deterministic mapping (ISCO prefix + title/competence keywords)", + "sources": { + "anthropics/skills": { + "repo": "https://github.com/anthropics/skills", + "commit": "f6656c1", + "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder", + "skills": 2 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 5 + }, + "eduardo-sl/go-agent-skills": { + "repo": "https://github.com/eduardo-sl/go-agent-skills", + "commit": "3c45d7f", + "license": "MIT", + "skills": 1 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 6 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 9 + }, + "ruvnet/claude-code-flow": { + "repo": "https://github.com/ruvnet/claude-code-flow", + "commit": "73914bd", + "license": "MIT", + "skills": 3 + }, + "ruvnet/ruflo": { + "repo": "https://github.com/ruvnet/ruflo", + "commit": "73914bd", + "license": "MIT", + "skills": 3 + }, + "basicmachines-co/basic-memory": { + "repo": "https://github.com/basicmachines-co/basic-memory", + "commit": "53da71c", + "license": "custom (see upstream LICENSE)", + "skills": 2 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 5 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 4 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 4 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 4 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 3 + }, + "inkline/inkline": { + "repo": "https://github.com/inkline/inkline", + "commit": "fcc2bf4", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "dotnet/skills": { + "repo": "https://github.com/dotnet/skills", + "commit": "79a2ada", + "license": "MIT", + "skills": 1 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 2 + }, + "egorfedorov/claude-context-optimizer": { + "repo": "https://github.com/egorfedorov/claude-context-optimizer", + "commit": "c604d3a", + "license": "MIT", + "skills": 1 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 3 + }, + "code-yeongyu/oh-my-openagent": { + "repo": "https://github.com/code-yeongyu/oh-my-openagent", + "commit": "b19f652", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "sanjay3290/ai-skills": { + "repo": "https://github.com/sanjay3290/ai-skills", + "commit": "3619692", + "license": "Apache-2.0", + "skills": 2 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "skills": 2 + }, + "claude-world/director-mode-lite": { + "repo": "https://github.com/claude-world/director-mode-lite", + "commit": "9d0c333", + "license": "MIT", + "skills": 1 + }, + "hypnguyen1209/offensive-claude": { + "repo": "https://github.com/hypnguyen1209/offensive-claude", + "commit": "4d62be7", + "license": "MIT", + "skills": 1 + }, + "NeoLabHQ/context-engineering-kit": { + "repo": "https://github.com/NeoLabHQ/context-engineering-kit", + "commit": "e61511b", + "license": "GPL", + "skills": 1 + }, + "silverstein/minutes": { + "repo": "https://github.com/silverstein/minutes", + "commit": "3fb2e83", + "license": "MIT", + "skills": 1 + }, + "SnailSploit/Claude-Red": { + "repo": "https://github.com/SnailSploit/Claude-Red", + "commit": "aeb41ec", + "license": "MIT", + "skills": 1 + }, + "0xwilliamortiz/claude-red": { + "repo": "https://github.com/0xwilliamortiz/claude-red", + "commit": "ad8436b", + "license": "MIT", + "skills": 1 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 3 + }, + "qdrant/skills": { + "repo": "https://github.com/qdrant/skills", + "commit": "2a06cb1", + "license": "Apache-2.0", + "skills": 1 + }, + "JasonColapietro/suede-creator-skills": { + "repo": "https://github.com/JasonColapietro/suede-creator-skills", + "commit": "0dc2aef", + "license": "MIT", + "skills": 1 + }, + "shanraisshan/claude-code-best-practice": { + "repo": "https://github.com/shanraisshan/claude-code-best-practice", + "commit": "67c2696", + "license": "MIT", + "skills": 1 + }, + "jabrena/plinth": { + "repo": "https://github.com/jabrena/plinth", + "commit": "065eae8", + "license": "Apache-2.0", + "skills": 1 + }, + "Leonxlnx/taste-skill": { + "repo": "https://github.com/Leonxlnx/taste-skill", + "commit": "b177427", + "license": "MIT", + "skills": 1 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 1 + }, + "fcakyon/claude-codex-settings": { + "repo": "https://github.com/fcakyon/claude-codex-settings", + "commit": "44b7c00", + "license": "Apache-2.0", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 19, + "adjacent": 61 + } + }, + "provenance": { + "items": { + "esco": 79, + "onet": 164, + "jobads": 131, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 180, + "stackx": 0 + }, + "share_percent": { + "esco": 14.1, + "onet": 29.3, + "jobads": 23.4, + "wiki_ai": 0.0, + "anthropic": 0.9, + "ai_skills": 32.2, + "stackx": 0.0 + }, + "method": "content items per source category" + }, + "collar": "white", + "computer_work": true +} \ No newline at end of file diff --git a/references/ai-skills.md b/references/ai-skills.md new file mode 100644 index 0000000..fbeb8c1 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,378 @@ +# External AI agent skills — instrumentation-engineering-technician + +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](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](https://github.com/anthropics/skills/tree/main/skills/docx) | +| `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](https://github.com/anthropics/skills/tree/main/skills/pdf) | + +## Source: 0xwilliamortiz/claude-red + +- Repository: [https://github.com/0xwilliamortiz/claude-red](https://github.com/0xwilliamortiz/claude-red) (commit `ad8436b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `offensive-reporting` | adjacent | 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](https://github.com/0xwilliamortiz/claude-red/tree/ad8436b/Skills/utility/offensive-reporting) | + +## Source: a5c-ai/babysitter + +- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `vector-memory` | core | HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/ruflo/skills/vector-memory) | +| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) | +| `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](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/embedded-docs) | +| `nsight-profiler` | adjacent | Expert skill for NVIDIA Nsight Systems and Nsight Compute profiling tools. Configure profiling sessions, analyze kernel reports, interpret occupancy metrics, roofline model data, memory bandwidth bottlenecks, and warp execution efficiency. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/nsight-profiler) | +| `context-engineering` | adjacent | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) | + +## Source: affaan-m/everything-claude-code + +- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `agentic-os` | adjacent | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) | +| `content-engine` | adjacent | Create platform-native content systems for X, LinkedIn, TikTok, YouTube, newsletters, and repurposed multi-platform campaigns. Use when the user wants social posts, threads, scripts, content calendars, or one source asset adapted cleanly … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/content-engine) | + +## Source: basicmachines-co/basic-memory + +- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-tasks` | core | Task management via Basic Memory schemas: create, track, and resume structured tasks that survive context compaction. Uses BM's schema system for uniform notes queryable through the knowledge graph. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-tasks) | +| `bm-decide` | adjacent | Capture a durable engineering decision in Basic Memory with rationale, alternatives, consequences, and affected work. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/plugins/codex/skills/bm-decide) | + +## Source: brycewang-stanford/Auto-Empirical-Research-Skills + +- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14) +- License: CC-BY-4.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `system-profile` | adjacent | Profile a target (script, process, GPU, memory, interconnect) using external tools and code instrumentation. Produces structured performance reports with actionable recommendations. Use when user says "profile", "benchmark", "bottleneck", … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/system-profile) | +| `split-pdf` | adjacent | Download, split, and deeply read academic PDFs. Use when asked to read, review, or summarize an academic paper. Splits PDFs into 4-page chunks, reads them in small batches, and produces structured reading notes — avoiding context window … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/13-scunning1975-MixtapeTools/skills/split-pdf) | +| `diverga-memory` | adjacent | Diverga Memory System v7.0 - Context-persistent research support with checkpoint auto-trigger and cross-session continuity. Triggers: memory, remember, context, recall, checkpoint, decision, persist, 기억, 맥락, 세션, 체크포인트 | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/memory) | + +## Source: claude-world/director-mode-lite + +- Repository: [https://github.com/claude-world/director-mode-lite](https://github.com/claude-world/director-mode-lite) (commit `9d0c333`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `handoff-gemini` | adjacent | Delegate long-context analysis, research, and large-document summarization to Google Gemini CLI (1M-token context) via non-interactive `gemini -p`, preserving Claude context. Use when the user says 'use gemini'/'hand off to gemini' or a … | [source](https://github.com/claude-world/director-mode-lite/tree/9d0c333/skills/handoff-gemini) | + +## Source: code-yeongyu/oh-my-openagent + +- Repository: [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) (commit `b19f652`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `debugging` | adjacent | MUST USE for any real runtime debugging across ANY language or binary — crashes, silent failures, wrong responses, stuck processes, memory leaks, async misbehavior, unexplained timing, reverse engineering. Runs a hypothesis-driven loop: … | [source](https://github.com/code-yeongyu/oh-my-openagent/tree/b19f652/packages/shared-skills/skills/debugging) | + +## Source: davepoon/buildwithclaude + +- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `googlesheets-automation` | adjacent | Automate Google Sheets operations (read, write, format, filter, manage spreadsheets) via Rube MCP (Composio). Read/write data, manage tabs, apply formatting, and search rows programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/googlesheets-automation) | +| `outlook-calendar-automation` | adjacent | Automate Outlook Calendar tasks via Rube MCP (Composio): create events, manage attendees, find meeting times, and handle invitations. Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/outlook-calendar-automation) | + +## Source: davila7/claude-code-templates + +- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `agent-memory-mcp` | core | A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-mcp) | +| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/latex-posters) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-slides) | +| `context-window-management` | adjacent | Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long context. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/context-window-management) | +| `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](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/get-available-resources) | +| `agent-memory-systems` | adjacent | Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector stores), and the cognitive architectures … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-systems) | +| `ai-agents-architect` | adjacent | Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool use, function calling. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/ai-agents-architect) | +| `conversation-memory` | adjacent | Persistent memory systems for LLM conversations including short-term, long-term, and entity-based memory Use when: conversation memory, remember, memory persistence, long-term memory, chat history. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/conversation-memory) | +| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/document-processing/docx) | + +## Source: dotnet/skills + +- Repository: [https://github.com/dotnet/skills](https://github.com/dotnet/skills) (commit `79a2ada`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `mcp-csharp-test` | adjacent | Test C# MCP servers at multiple levels: unit tests for individual tools and integration tests using the MCP client SDK. USE FOR: unit testing MCP tool methods, integration testing with in-memory MCP client/server, end-to-end testing via … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-ai/skills/mcp-csharp-test) | + +## Source: eduardo-sl/go-agent-skills + +- Repository: [https://github.com/eduardo-sl/go-agent-skills](https://github.com/eduardo-sl/go-agent-skills) (commit `3c45d7f`, retrieved 2026-07-14) +- License: MIT + +| 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](https://github.com/eduardo-sl/go-agent-skills/tree/3c45d7f/skills/(safety)/go-troubleshooting) | + +## Source: egorfedorov/claude-context-optimizer + +- Repository: [https://github.com/egorfedorov/claude-context-optimizer](https://github.com/egorfedorov/claude-context-optimizer) (commit `c604d3a`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `cco-overhead` | adjacent | Audit the fixed context overhead every session starts with — system prompt, MCP tools, agents, CLAUDE.md, memory — measured from real transcript usage | [source](https://github.com/egorfedorov/claude-context-optimizer/tree/c604d3a/skills/cco-overhead) | + +## Source: fcakyon/claude-codex-settings + +- Repository: [https://github.com/fcakyon/claude-codex-settings](https://github.com/fcakyon/claude-codex-settings) (commit `44b7c00`, retrieved 2026-07-14) +- License: Apache-2.0 + +| 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). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/fcakyon/claude-codex-settings/tree/44b7c00/plugins/anthropic-office-skills/skills/docx) | + +## Source: foryourhealth111-pixel/Vibe-Skills + +- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `slides-as-code` | core | 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](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/slides-as-code) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) | +| `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](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/sentry) | +| `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](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/get-available-resources) | + +## Source: hypnguyen1209/offensive-claude + +- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `malware-analysis` | adjacent | Use when reverse-engineering or detecting malware — static triage + capa/YARA-X, emulation/DBI/.NET unpacking, dynamic/fileless/Volatility 3 memory analysis, C2 config extraction (Cobalt Strike/CAPE), C2 traffic detection (JA4+, beaconing) | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/malware-analysis) | + +## Source: inkline/inkline + +- Repository: [https://github.com/inkline/inkline](https://github.com/inkline/inkline) (commit `fcc2bf4`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `starter-templates` | adjacent | Anatomy and maintenance of inkline-starter-* repos and examples — the two starter flavors, what every starter must include, per-framework specifics, and the clone-to-rendered-component-under-2-minutes bar. Use when creating or maintaining … | [source](https://github.com/inkline/inkline/tree/fcc2bf4/.claude/skills/starter-templates) | + +## Source: jabrena/plinth + +- Repository: [https://github.com/jabrena/plinth](https://github.com/jabrena/plinth) (commit `065eae8`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `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](https://github.com/jabrena/plinth/tree/065eae8/skills/145-java-refactoring-high-performance) | + +## Source: JasonColapietro/suede-creator-skills + +- Repository: [https://github.com/JasonColapietro/suede-creator-skills](https://github.com/JasonColapietro/suede-creator-skills) (commit `0dc2aef`, retrieved 2026-07-14) +- License: MIT + +| 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](https://github.com/JasonColapietro/suede-creator-skills/tree/0dc2aef/skills/suede-instagram-growth) | + +## Source: jeremylongshore/claude-code-plugins-plus-skills + +- Repository: [https://github.com/jeremylongshore/claude-code-plugins-plus-skills](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) (commit `e112938a`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `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](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/replit-pack/skills/replit-advanced-troubleshooting) | +| `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](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/clickhouse-pack/skills/clickhouse-common-errors) | +| `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](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/memory-leak-detector/skills/detecting-memory-leaks) | +| `maintainx-migration-deep-dive` | adjacent | Execute complete platform migrations to or from MaintainX. Use when migrating from legacy CMMS systems, performing major re-platforming, or transitioning to MaintainX from spreadsheets or other tools. Trigger with phrases like "migrate to … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/maintainx-pack/skills/maintainx-migration-deep-dive) | +| `granola-migration-deep-dive` | adjacent | Migrate to Granola from Otter.ai, Fireflies, Fathom, tl;dv, or manual note-taking. Covers data export from source tools, parallel-run strategy, team transition, and historical data preservation. Trigger: "migrate to granola", "switch to … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/granola-pack/skills/granola-migration-deep-dive) | +| `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](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-reference-architecture) | + +## Source: K-Dense-AI/claude-scientific-skills + +- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/latex-posters) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) | +| `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](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/get-available-resources) | +| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/docx) | + +## Source: K-Dense-AI/scientific-agent-skills + +- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/latex-posters) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) | +| `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](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/get-available-resources) | +| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', or requests to produce professional documents with formatting … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/docx) | + +## Source: Leonxlnx/taste-skill + +- Repository: [https://github.com/Leonxlnx/taste-skill](https://github.com/Leonxlnx/taste-skill) (commit `b177427`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `brandkit` | adjacent | Premium brand-kit image generation skill for creating high-end brand-guidelines boards, logo systems, identity decks, and visual-world presentations. Trained for minimalist, cinematic, editorial, dark-tech, luxury, cultural, security, … | [source](https://github.com/Leonxlnx/taste-skill/tree/b177427/skills/brandkit) | + +## Source: mohitagw15856/pm-claude-skills + +- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `assumption-bounty` | adjacent | Extract every hidden assumption from a plan or document and put a price on each one — what it costs if wrong, what it costs to test. Use before committing to anything whose author says 'obviously' or whose spreadsheet has hardcoded cells: … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-warroom/skills/assumption-bounty) | +| `async-decision-memo` | adjacent | Run a decision asynchronously — the memo, the silent-read window, the comment protocol, and the deadline that makes it land without a meeting. Use when asked to decide something async, replace a decision meeting with a document, run an … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-operations/skills/async-decision-memo) | +| `briefing-note` | adjacent | Write a one-page briefing note that gets a busy principal up to speed fast. Use when asked to brief a minister/executive/official, prepare a briefing note or read-ahead, or summarize an issue for a decision or meeting. Produces a tight, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-gov/skills/briefing-note) | + +## Source: mukul975/Anthropic-Cybersecurity-Skills + +- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `performing-plc-firmware-security-analysis` | core | This skill covers analyzing Programmable Logic Controller (PLC) firmware for security vulnerabilities including hardcoded credentials, insecure update mechanisms, backdoor functions, memory corruption flaws, and undocumented debug … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-plc-firmware-security-analysis) | +| `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](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-rootkit-activity) | +| `performing-thick-client-application-penetration-test` | adjacent | 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](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-thick-client-application-penetration-test) | +| `implementing-memory-protection-with-dep-aslr` | adjacent | Implements memory protection mechanisms including DEP (Data Execution Prevention), ASLR (Address Space Layout Randomization), CFG (Control Flow Guard), and other exploit mitigations to prevent memory corruption attacks. Use when hardening … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-memory-protection-with-dep-aslr) | +| `analyzing-memory-dumps-with-volatility` | adjacent | Analyzes RAM memory dumps from compromised systems using the Volatility framework to identify malicious processes, injected code, network connections, loaded modules, and extracted credentials. Supports Windows, Linux, and macOS memory … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-dumps-with-volatility) | + +## Source: NeoLabHQ/context-engineering-kit + +- Repository: [https://github.com/NeoLabHQ/context-engineering-kit](https://github.com/NeoLabHQ/context-engineering-kit) (commit `e61511b`, retrieved 2026-07-14) +- License: GPL + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memorize` | adjacent | Curates insights from reflections and critiques into CLAUDE.md using Agentic Context Engineering | [source](https://github.com/NeoLabHQ/context-engineering-kit/tree/e61511b/plugins/reflexion/skills/memorize) | + +## Source: nexu-io/open-design + +- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `pptx` | adjacent | Read, generate, and adjust PowerPoint slides, layouts, and templates. Useful for executive decks, training material, and product reviews. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/pptx) | +| `brandkit` | adjacent | Premium brand-kit image generation skill for creating high-end brand-guidelines boards, logo systems, identity decks, and visual-world presentations. Trained for minimalist, cinematic, editorial, dark-tech, luxury, cultural, security, … | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/brandkit) | +| `doc` | adjacent | Read, create, and edit .docx documents with formatting and layout fidelity via OpenAI's document skill. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/doc) | + +## Source: qdrant/skills + +- Repository: [https://github.com/qdrant/skills](https://github.com/qdrant/skills) (commit `2a06cb1`, retrieved 2026-07-14) +- License: Apache-2.0 + +| 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](https://github.com/qdrant/skills/tree/2a06cb1/skills/qdrant-monitoring/debugging) | + +## Source: ruvnet/claude-code-flow + +- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) | +| `AgentDB Memory Patterns` | adjacent | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) | +| `V3 Memory Unification` | adjacent | Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backend). | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/v3-memory-unification) | + +## Source: ruvnet/ruflo + +- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) | +| `AgentDB Memory Patterns` | adjacent | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) | +| `V3 Memory Unification` | adjacent | Unify 6+ memory systems into AgentDB with HNSW indexing for 150x-12,500x search improvements. Implements ADR-006 (Unified Memory Service) and ADR-009 (Hybrid Memory Backend). | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/v3-memory-unification) | + +## Source: sanjay3290/ai-skills + +- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `gmail` | adjacent | Interact with Gmail - search emails, read messages, send emails, create drafts, and manage labels. Use when user asks to: search email, read email, send email, create email draft, mark as read, archive email, star email, or manage Gmail … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/gmail) | +| `google-slides` | adjacent | Read and write Google Slides presentations - get text, find presentations, create presentations, add slides, replace text, and manage slide content. Use when user asks to: read a presentation, create slides, find slides, add a slide, … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/google-slides) | + +## Source: shanraisshan/claude-code-best-practice + +- Repository: [https://github.com/shanraisshan/claude-code-best-practice](https://github.com/shanraisshan/claude-code-best-practice) (commit `67c2696`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `vibe-to-agentic-framework` | adjacent | The conceptual framework behind the presentation — what "Vibe Coding to Agentic Engineering" means, why the journey is structured the way it is, and how every slide fits the narrative arc | [source](https://github.com/shanraisshan/claude-code-best-practice/tree/67c2696/.claude/skills/presentation/vibe-to-agentic-framework) | + +## Source: silverstein/minutes + +- Repository: [https://github.com/silverstein/minutes](https://github.com/silverstein/minutes) (commit `3fb2e83`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `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](https://github.com/silverstein/minutes/tree/3fb2e83/.agents/skills/minutes/minutes-verify) | + +## Source: SnailSploit/Claude-Red + +- Repository: [https://github.com/SnailSploit/Claude-Red](https://github.com/SnailSploit/Claude-Red) (commit `aeb41ec`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `offensive-reporting` | adjacent | 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](https://github.com/SnailSploit/Claude-Red/tree/aeb41ec/Skills/utility/offensive-reporting) | + +## Source: zebbern/claude-code-guide + +- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `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](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/dataset-quality-audit) | diff --git a/references/berufsbild-de.md b/references/berufsbild-de.md new file mode 100644 index 0000000..6b8bf71 --- /dev/null +++ b/references/berufsbild-de.md @@ -0,0 +1,74 @@ +# Berufsbild (Deutschland) — Elektroniker/in - Automatisierungstechnik + +> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 15630, +> KldB 2010: B 26122 · via öffentliche BERUFENET-API, +> abgerufen 2026-07-12. Automatisches Label-Matching +> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim +> Original: https://web.arbeitsagentur.de/berufenet/beruf/15630 + +## Steckbrief + +Berufstyp +Anerkannter Ausbildungsberuf +Ausbildungsart +Duale Ausbildung in der Industrie (geregelt durch Ausbildungsverordnung) +Ausbildungsdauer + 3,5 Jahre +Lernorte +Ausbildungsbetrieb und Berufsschule (duale Ausbildung) +Was macht man in diesem Beruf?Elektroniker/innen für Automatisierungstechnik analysieren Funktionszusammenhänge sowie Prozessabläufe von automatisierten Systemen und entwerfen Änderungen bzw. Erweiterungen. Sie installieren und justieren elektrische, hydraulische oder pneumatische Antriebssysteme und bauen mess-, steuerungs- und regelungstechnische Einrichtungen ein. Dabei montieren, konfigurieren, programmieren und justieren sie Sensorsysteme, Betriebssysteme, Bussysteme und Netzwerke. Die installierten Komponenten verbinden sie zu komplexen Automatisierungseinrichtungen, die sie in ein Gesamtsystem integrieren. Nach Testläufen übergeben sie die Systeme und weisen die künftigen Anwender in die Bedienung ein. Zudem überwachen bzw. warten Elektroniker/innen für Automatisierungstechnik Automatisierungssysteme und halten sie instand. Mithilfe von Testsoftware und Diagnosesystemen lokalisieren, analysieren und beheben sie Störungen. +Wo arbeitet man?Beschäftigungsbetrieb + +## Die Ausbildung im Überblick + +Elektroniker/in für Automatisierungstechnik ist ein 3,5-jähriger anerkannter Ausbildungsberuf in der Industrie. + +## Abschluss-/Berufsbezeichnungen + +AbschlussbezeichnungElektroniker für Automatisierungstechnik/Elektronikerin für Automatisierungstechnik + +## Entwicklung der Ausbildung + +2003:Ausbildungsordnung nach dem Berufsbildungsgesetz über die Berufsausbildung in den industriellen Elektroberufen +Neuordnung der Elektroberufe +Schaffung des Berufs Elektroniker/in für Automatisierungstechnik + Aufhebung der Vorläuferberufe +Energieelektroniker/Energieelektronikerin Fachrichtung Anlagentechnik + +Energieelektroniker/Energieelektronikerin Fachrichtung Betriebstechnik + +Industrieelektroniker/Industrieelektronikerin Fachrichtung Produktionstechnik + +Prozessleitelektroniker/Prozeßleitelektronikerin + +Erprobungsverordnung mit neuer Prüfungsstruktur (Abschlussprüfung in zwei zeitlich auseinanderfallenden Teilen) +2007:Neue Ausbildungsordnung über die Berufsausbildung in den industriellen Elektroberufen +Integration der neuen Prüfungsstruktur +2018:Änderungsverordnung für die Berufsausbildung in den industriellen Elektroberufen: Aufnahme von Inhalten zu Digitalisierung, Datenschutz und Informationssicherheit sowie von Freiwillig wählbare Qualifikationseinheiten in einer beruflichen Ausbildung; vermitteln zusätzliche Kenntnisse und Fähigkeiten, erweitert Qualifizierung über Berufsprofil hinaus +" name="Kodifizierte Zusatzqualifikationen">kodifizierten Zusatzqualifikationen +2020:Novellierung des Berufsbildungsgesetzes (BBiG) und der Handwerksordnung (HWO): z.B. Einführung einer Mindestausbildungsvergütung; Erweiterung der Möglichkeit, Ausbildungen in Teilzeit zu absolvieren. Verbessert wird auch die Durchlässigkeit innerhalb der beruflichen Bildung. So können Ausbildungsordnungen vorsehen, dass Auszubildende bei nicht bestandener Abschluss- bzw. Gesellenprüfung in einem Beruf, der auf einem zweijährigen Ausbildungsberuf aufbaut, den Abschluss der zweijährigen Ausbildung erwerben. +2024:Inkrafttreten des Berufsbildungsvalidierungs- und -digitalisierungsgesetzes mit Anpassungen im Berufsbildungsgesetz (BBiG) und der Handwerksordnung (HWO): u.a. gesetzliche Verankerung der Möglichkeit des Vermittlung von Ausbildungsinhalten ohne gleichzeitige Anwesenheit der Auszubildenden und der Ausbildenden; dazu werden digitale Informationstechniken sowie Lern- und Kommunikationsmittel genutzt; im Berufsbildungsgesetz (BBiG) bzw. in der Handwerksordnung (HWO) gesetzlich festgehalten +" name="Digitales mobiles Ausbilden">digitalen mobilen Ausbildens; Einführung eines Feststellungs- und Bescheinigungsverfahrens (Berufsvalidierung) der individuellen beruflichen Handlungsfähigkeit am Maßstab eines anerkannten Ausbildungsberufs unabhängig von einem formalen Berufsausbildungsab + +## Ausbildung im Ausland + +Auszubildende können Teile der Ausbildung im Ausland absolvieren, z.B.: +Verschiedene europäische Länder +Auslandspraktikum im Rahmen der Zusatzqualifikation "Europaassistent/in" +Dauer: mindestens 3 Wochen +Zugangsvoraussetzung: mittlerer Bildungsabschluss + Weitere Informationen zur Zusatzqualifikation Europaassistent/in + +## Zusatzqualifikationen + +Die Ausbildungsordnung sieht vor, dass in der Ausbildung eine oder mehrere der folgenden Zusatzqualifikationen erworben werden können: "Digitale Vernetzung", "Programmierung" und "IT-Sicherheit". Diese sogenannten Freiwillig wählbare Qualifikationseinheiten in einer beruflichen Ausbildung; vermitteln zusätzliche Kenntnisse und Fähigkeiten, erweitert Qualifizierung über Berufsprofil hinaus +" name="Kodifizierte Zusatzqualifikationen">kodifizierten Zusatzqualifikationen ermöglichen es Auszubildenden, sich fachlich über die Erstausbildung hinaus zu qualifizieren. Sie werden im Rahmen der Abschlussprüfung gesondert geprüft. + +Die Zusatzqualifikation "Digitale Fertigungsprozesse" bereitet Auszubildende darauf vor, Aufgaben digitaler Fertigungsprozesse eigenständig zu planen, zu steuern, durchzuführen und zu kontrollieren. Die Auszubildenden erwerben Kenntnisse in Service- und Instandhaltungstechnik, Automatisierungstechnik sowie in der Gestaltung von deutsch: Computergestützte numerische Maschinensteuerung + Dabei wird die Werkzeugmaschine über einen (Mikro-)Computer gesteuert, der direkt in deren Steuerungsteil integriert ist +" name="Computerized Numerical Control (CNC)">CNC-Fertigungsprozessen. Außerdem lernen sie die ökonomischen Zusammenhänge von Industrie 4.0 kennen. Die Zusatzqualifikation schließt mit einer schriftlichen und mündlichen Prüfung ab. Die zuständige Industrie- und Handelskammer erteilt weitere Informationen, z.B.: +IHK Nord Westfalen - Digitale Fertigungsprozesse + +## Anrechnungs- und Fortsetzungsmöglichkeiten + +Eine abgeschlossene Ausbildung zum Industrieelektriker/zur Industrieelektrikerin in den Fachrichtungen Betriebstechnik und Geräte und Systeme kann auf die Ausbildung zum Elektroniker/zur Elektronikerin für Automatisierungstechnik (Industrie) angerechnet werden. diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..24b0e11 --- /dev/null +++ b/references/market.md @@ -0,0 +1,181 @@ +# Market evidence report — instrumentation-engineering-technician + +Source: **55 real job ads** (JSearch API, countries: us 55), extracted into the MSSQL evidence store; as of 2026-07-14. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 44 | 80 % | +| junior | 6 | 11 % | +| senior | 4 | 7 % | +| n/a | 1 | 2 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | multimeters | 6 | 11 % | +| 2 | SAP | 6 | 11 % | +| 3 | computerized maintenance management system (CMMS) | 4 | 7 % | +| 4 | forklift | 4 | 7 % | +| 5 | Allen Bradley PLC | 3 | 5 % | +| 6 | Allen Bradley RS Logix | 3 | 5 % | +| 7 | gauges | 3 | 5 % | +| 8 | hand tools | 3 | 5 % | +| 9 | oscilloscopes | 3 | 5 % | +| 10 | PLC | 3 | 5 % | +| 11 | Siemens | 3 | 5 % | +| 12 | vfd | 3 | 5 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | calibration | 19 | 35 % | +| 2 | troubleshooting | 19 | 35 % | +| 3 | plc programming | 18 | 33 % | +| 4 | instrumentation maintenance | 15 | 27 % | +| 5 | electrical troubleshooting | 12 | 22 % | +| 6 | preventive maintenance | 10 | 18 % | +| 7 | instrument calibration | 8 | 15 % | +| 8 | blueprint reading | 7 | 13 % | +| 9 | schematic interpretation | 6 | 11 % | +| 10 | control systems troubleshooting | 5 | 9 % | +| 11 | corrective maintenance | 5 | 9 % | +| 12 | electrical maintenance | 4 | 7 % | +| 13 | electrical repair | 4 | 7 % | +| 14 | electrical system maintenance | 4 | 7 % | +| 15 | electrical wiring | 4 | 7 % | +| 16 | equipment repair | 4 | 7 % | +| 17 | instrumentation calibration | 4 | 7 % | +| 18 | commissioning | 3 | 5 % | +| 19 | control valve maintenance | 3 | 5 % | +| 20 | dcs programming | 3 | 5 % | +| 21 | equipment maintenance | 3 | 5 % | +| 22 | hmi programming | 3 | 5 % | +| 23 | instrument installation | 3 | 5 % | +| 24 | instrumentation | 3 | 5 % | +| 25 | instrumentation repair | 3 | 5 % | +| 26 | instrumentation troubleshooting | 3 | 5 % | +| 27 | loop checks | 3 | 5 % | +| 28 | plc troubleshooting | 3 | 5 % | +| 29 | preventative maintenance | 3 | 5 % | +| 30 | repair | 3 | 5 % | +| 31 | system diagnostics | 3 | 5 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | preventative maintenance | 7 | 13 % | +| 2 | preventive maintenance | 6 | 11 % | +| 3 | continuous improvement | 4 | 7 % | +| 4 | NFPA-70E | 4 | 7 % | +| 5 | lockout/tagout | 3 | 5 % | +| 6 | standard operating procedures (SOPs) | 3 | 5 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | equipment repair | 14 | 25 % | +| 2 | system troubleshooting | 10 | 18 % | +| 3 | safety compliance | 8 | 15 % | +| 4 | troubleshooting | 8 | 15 % | +| 5 | calibration | 6 | 11 % | +| 6 | equipment installation | 6 | 11 % | +| 7 | system installation | 6 | 11 % | +| 8 | technical support | 6 | 11 % | +| 9 | equipment maintenance | 5 | 9 % | +| 10 | equipment troubleshooting | 5 | 9 % | +| 11 | record keeping | 5 | 9 % | +| 12 | instrumentation installation | 4 | 7 % | +| 13 | system maintenance | 4 | 7 % | +| 14 | equipment calibration | 3 | 5 % | +| 15 | equipment setup | 3 | 5 % | +| 16 | instrument maintenance | 3 | 5 % | +| 17 | maintenance documentation | 3 | 5 % | +| 18 | sensor maintenance | 3 | 5 % | +| 19 | system repair | 3 | 5 % | +| 20 | vendor coordination | 3 | 5 % | +| 21 | work order documentation | 3 | 5 % | + +## Regional breakdown + +> **Corpus note:** 55 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +55 ads. + +**Top hard skills:** + +- calibration — 35 % (19 ads) +- troubleshooting — 35 % (19 ads) +- plc programming — 33 % (18 ads) +- instrumentation maintenance — 27 % (15 ads) +- electrical troubleshooting — 22 % (12 ads) +- preventive maintenance — 18 % (10 ads) +- instrument calibration — 15 % (8 ads) +- blueprint reading — 13 % (7 ads) +- schematic interpretation — 11 % (6 ads) +- control systems troubleshooting — 9 % (5 ads) + +**Top tools:** + +- multimeters — 11 % (6 ads) +- SAP — 11 % (6 ads) +- computerized maintenance management system (CMMS) — 7 % (4 ads) +- forklift — 7 % (4 ads) +- Allen Bradley PLC — 5 % (3 ads) +- Allen Bradley RS Logix — 5 % (3 ads) +- gauges — 5 % (3 ads) +- hand tools — 5 % (3 ads) +- oscilloscopes — 5 % (3 ads) +- PLC — 5 % (3 ads) + +**Seniority:** mid 80 % · junior 11 % · senior 7 % · n/a 2 % + +### UK (gb) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### EU/DACH (de, at, ch, nl) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + + +## Job title variants in the market + +| Title | Ads | +|---|---| +| Instrument Technician | 5 | +| Instrumentation and Electrical Technician | 3 | +| Senior Instrument Tech | 3 | +| Electrical & Instrumentation Technician | 2 | +| Instrument & Control Technician | 2 | +| Instrumentation & Electrical Field Technician - Water Transfer Operations | 2 | +| Instrumentation & Electrical Technician | 2 | +| Instrumentation and Controls Technician | 2 | +| Aero Instrumentation & Controls Technician | 1 | +| Controls & Instrumentation Technician (12 Hour Nights Shift - Onsite) | 1 | +| E&I Technician | 1 | +| Eastern Controls - Instrumentation Technician - Edgmont, PA | 1 | +| Electrical & Instrumentation Controls (EIC) Technician | 1 | +| Electrical & Instrumentation Engineering Technician Apprentice | 1 | +| Electrical & Instrumentation Technician - Level 3 | 1 | +| Electrical and Instrumentation Technician | 1 | +| Electrical Instrumentation and Controls (EIC) Technician 1st shift (M-F; 6a-230p) | 1 | +| Electrician & Instrumentation Technician | 1 | +| Electronic & Instrumentation Technician | 1 | +| Equipment and Controls Technician | 1 | +| Field Instrument and Controls Technician | 1 | +| I &C Calibration/Metrology Technician-1, 2, 3, Lead | 1 | +| Instrument and Controls Technician | 1 | +| Instrument Assembly Technician | 1 | +| Instrument Maintenance Technic | 1 | + +Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold. diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..e11f296 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,27 @@ +# Occupation profile — instrumentation engineering technician + +- **ESCO URI:** http://data.europa.eu/esco/occupation/2bb8adee-2b84-4d7b-84f9-0620bc09ada8 +- **ESCO code:** 3114.1.4 +- **ISCO-08 group:** 3114 — Electronics engineering technicians +- **O*NET-SOC:** 17-3023.00 — Electrical and Electronic Engineering Technologists and Technicians (match: closeMatch) + +## Description (ESCO) + +Instrumentation engineering technicians assist instrumentation engineers in the development of control equipment, such as valves, relays, and regulators, which can be used to monitor and control processes. Instrumentation engineering technicians are responsible for building, testing, monitoring, and maintaining of equipment. They use wrenches, beam cutters, grind saws, and overhead cranes to build and repair equipment. + +## Definition + +nan + +## Alternative labels + +- C&I technologist +- technologist in control and instrumentation equipment +- control and instrumentation technologist +- control and instrumentation engineering technician +- technician in instrumentation engineering +- instrumentation technologist +- measurement and control engineering technologist +- C&I engineering technician +- instrumentation technician +- instrumentation engineering assistant diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..4ff974a --- /dev/null +++ b/references/skills.md @@ -0,0 +1,107 @@ +# Competences — instrumentation engineering technician + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/2bb8adee-2b84-4d7b-84f9-0620bc09ada8). + +## Essential + +- **adjust engineering designs** (skill/competence) +- **align components** (skill/competence) +- **assemble instrumentation equipment** (skill/competence) +- **assemble measuring equipment** (skill/competence) +- **assist scientific research** (skill/competence) +- **conduct routine machinery checks** (skill/competence) +- **control engineering** (knowledge) +- **develop instrumentation systems** (skill/competence) +- **electromechanics** (knowledge) +- **electronics** (knowledge) +- **ensure conformity to specifications** (skill/competence) +- **fasten components** (skill/competence) +- **inspect quality of products** (skill/competence) +- **instrumentation engineering** (knowledge) +- **instrumentation equipment** (knowledge) +- **liaise with engineers** (skill/competence) +- **manage instrumentation systems** (skill/competence) +- **measure electrical characteristics** (skill/competence) +- **measure parts of manufactured products** (skill/competence) +- **metallurgy** (knowledge) +- **operate soldering equipment** (skill/competence) +- **perform test run** (skill/competence) +- **prepare production prototypes** (skill/competence) +- **read assembly drawings** (skill/competence) +- **read engineering drawings** (skill/competence) +- **read standard blueprints** (skill/competence) +- **record test data** (skill/competence) +- **test instrumentation equipment** (skill/competence) +- **use hand tools** (skill/competence) +- **use power tools** (skill/competence) +- **use wrenches** (skill/competence) +- **wear appropriate protective gear** (skill/competence) + +## Optional + +- analyse big data (skill/competence) +- apply soldering techniques (skill/competence) +- apply technical communication skills (skill/competence) +- automation technology (knowledge) +- CAD software (knowledge) +- CAE software (knowledge) +- calibrate electronic instruments (skill/competence) +- cloud technologies (knowledge) +- conduct quality control analysis (skill/competence) +- data mining (knowledge) +- data storage (knowledge) +- electrical engineering (knowledge) +- electrical equipment regulations (knowledge) +- electronic equipment standards (knowledge) +- firmware (knowledge) +- hydraulics (knowledge) +- instrument performance elements (knowledge) +- integrate new products in manufacturing (skill/competence) +- keep records of work progress (skill/competence) +- maintain sensor equipment (skill/competence) +- marine technology (knowledge) +- mechanical engineering (knowledge) +- mechatronics (knowledge) +- nuclear energy (knowledge) +- offshore constructions and facilities (knowledge) +- offshore renewable energy technologies (knowledge) +- operate circular saw (skill/competence) +- operate cranes (skill/competence) +- operate precision machinery (skill/competence) +- pneumatics (knowledge) +- power plant instrumentation (knowledge) +- program firmware (skill/competence) +- quality standards (knowledge) +- renewable energy (knowledge) +- replace defect components (skill/competence) +- resolve equipment malfunctions (skill/competence) +- sensors (knowledge) +- statistical analysis system software (knowledge) +- tend metal sawing machine (skill/competence) +- tend surface grinding machine (skill/competence) +- test sensors (skill/competence) +- use CAM software (skill/competence) +- use precision tools (skill/competence) +- use remote control equipment (skill/competence) +- utilise machine learning (skill/competence) +- write technical reports (skill/competence) + + + +## Market evidence (job-ad analysis, 55 ads, as of 2026-07-14) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- calibration — **35 %** +- troubleshooting — **35 %** +- plc programming — **33 %** +- instrumentation maintenance — **27 %** +- electrical troubleshooting — **22 %** + +### Responsibilities + +- equipment repair — **25 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..6f017c1 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,69 @@ +# Tasks & work activities — instrumentation engineering technician + +Source: O*NET 30.3, occupation 17-3023.00 (Electrical and Electronic Engineering Technologists and Technicians). + +## Task statements + +- **[Core]** Modify, maintain, or repair electronics equipment or systems to ensure proper functioning. +- **[Core]** Replace defective components or parts, using hand tools and precision instruments. +- **[Core]** Set up and operate specialized or standard test equipment to diagnose, test, or analyze the performance of electronic components, assemblies, or systems. +- **[Core]** Read blueprints, wiring diagrams, schematic drawings, or engineering instructions for assembling electronics units, applying knowledge of electronic theory and components. +- **[Core]** Identify and resolve equipment malfunctions, working with manufacturers or field representatives as necessary to procure replacement parts. +- **[Core]** Assemble electrical systems or prototypes, using hand tools or measuring instruments. +- **[Core]** Review electrical engineering plans to ensure adherence to design specifications and compliance with applicable electrical codes and standards. +- **[Core]** Assemble, test, or maintain circuitry or electronic components, according to engineering instructions, technical manuals, or knowledge of electronics, using hand or power tools. +- **[Core]** Review existing electrical engineering criteria to identify necessary revisions, deletions, or amendments to outdated material. +- **[Core]** Maintain system logs or manuals to document testing or operation of equipment. +- **[Core]** Select electronics equipment, components, or systems to meet functional specifications. +- **[Core]** Calculate design specifications or cost, material, and resource estimates, and prepare project schedules and budgets. +- **[Core]** Educate equipment operators on the proper use of equipment. +- **[Core]** Supervise the installation or operation of electronic equipment or systems. +- **[Core]** Compile and maintain records documenting engineering schematics, installed equipment, installation or operational problems, resources used, repairs, or corrective action performed. +- **[Core]** Modify electrical prototypes, parts, assemblies, or systems to correct functional deviations. +- **[Core]** Integrate software or hardware components, using computer, microprocessor, or control architecture. +- **[Core]** Procure parts and maintain inventory and related documentation. +- **[Core]** Participate in training or continuing education activities to stay abreast of engineering or industry advances. +- **[Core]** Research equipment or component needs, sources, competitive prices, delivery times, or ongoing operational costs. +- **[Core]** Provide user applications or engineering support or recommendations for new or existing equipment with regard to installation, upgrades, or enhancements. +- **[Core]** Specify, coordinate, or conduct quality control or quality assurance programs or procedures. +- **[Core]** Produce electronics drawings or other graphics representing industrial control, instrumentation, sensors, or analog or digital telecommunications networks, using computer-aided design (CAD) software. +- **[Supplemental]** Install or maintain electrical control systems, industrial automation systems, or electrical equipment, including control circuits, variable speed drives, or programmable logic controllers. +- **[Supplemental]** Design or modify engineering schematics for electrical transmission and distribution systems or for electrical installation in residential, commercial, or industrial buildings, using computer-aided design (CAD) software. +- **[Supplemental]** Interpret test information to resolve design-related problems. +- **[nan]** Conduct statistical studies to analyze or compare production costs for sustainable or nonsustainable designs. +- **[nan]** Construct and evaluate electrical components for consumer electronics applications such as fuel cells for consumer electronic devices, power saving devices for computers or televisions, or energy efficient power chargers. +- **[nan]** Participate in the development or testing of electrical aspects of new green technologies, such as lighting, optical data storage devices, and energy efficient televisions. +- **[nan]** Review, develop, or prepare maintenance standards. + +## Detailed work activities + +- Advise customers on the use of products or services. +- Analyze costs and benefits of proposed designs or projects. +- Assemble equipment or components. +- Confer with other personnel to resolve design or operational problems. +- Create electrical schematics. +- Create schematic drawings for electronics. +- Design electrical equipment or systems. +- Determine operational criteria or specifications. +- Direct industrial production activities. +- Direct installation activities. +- Direct quality control activities. +- Document technical design details. +- Estimate operational costs. +- Estimate technical or resource requirements for development or production projects. +- Evaluate characteristics of equipment or systems. +- Evaluate designs or specifications to ensure quality. +- Install instrumentation or electronic equipment or systems. +- Interpret design or operational test results. +- Maintain electronic equipment. +- Maintain operational records or records systems. +- Operate computer systems. +- Prepare project budgets. +- Purchase materials, equipment, or other resources. +- Resolve operational performance problems. +- Review technical documents to plan work. +- Select tools, equipment, or technologies for use in operations or projects. +- Test green technologies or processes. +- Test performance of electrical, electronic, mechanical, or integrated systems or equipment. +- Train personnel on proper operational procedures. +- Update technical knowledge. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..57b457f --- /dev/null +++ b/references/tools.md @@ -0,0 +1,109 @@ +# Tools & technology — instrumentation engineering technician + +Source: O*NET 30.3 'Software Skills' for 17-3023.00. + +| Software | Category | Hot technology | +|---|---|---| +| The MathWorks MATLAB | Analytical or scientific software | yes | +| Autodesk AutoCAD | Computer aided design CAD software | yes | +| Autodesk Revit | Computer aided design CAD software | yes | +| Bentley MicroStation | Computer aided design CAD software | yes | +| Dassault Systemes SolidWorks | Computer aided design CAD software | yes | +| Microsoft Access | Data base user interface and query software | yes | +| Oracle Database | Data base user interface and query software | yes | +| C | Development environment software | yes | +| Eclipse IDE | Development environment software | yes | +| Microsoft Visual Basic | Development environment software | yes | +| Adobe Acrobat | Document management software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| Oracle Primavera Enterprise Project Portfolio Management | Enterprise resource planning ERP software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| C++ | Object or component oriented development software | yes | +| Python | Object or component oriented development software | yes | +| Microsoft Office software | Office suite software | yes | +| Linux | Operating system software | yes | +| Microsoft Windows | Operating system software | yes | +| UNIX | Operating system software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Project | Project management software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| JavaScript | Web platform development software | yes | +| Microsoft Word | Word processing software | yes | +| Altera MAX | Analytical or scientific software | | +| Altera Quartus II | Analytical or scientific software | | +| Anadigm Designer2 EDA | Analytical or scientific software | | +| Ansoft HFSS | Analytical or scientific software | | +| Ansys Fluent | Analytical or scientific software | | +| BSVC | Analytical or scientific software | | +| Cadence OrCAD PSpice | Analytical or scientific software | | +| Cadence PSpice | Analytical or scientific software | | +| Circuit simulation software | Analytical or scientific software | | +| Computer-aided engineering CAE software | Analytical or scientific software | | +| Data acquisition software | Analytical or scientific software | | +| GNU Octave | Analytical or scientific software | | +| Gnuplot | Analytical or scientific software | | +| MAGIC software | Analytical or scientific software | | +| MathWorks Simulink | Analytical or scientific software | | +| ngspice | Analytical or scientific software | | +| OctTools | Analytical or scientific software | | +| pMatlab | Analytical or scientific software | | +| PowerWorld software | Analytical or scientific software | | +| Proportional integral derivative control PID software | Analytical or scientific software | | +| PTC Mathcad | Analytical or scientific software | | +| Root cause analysis software | Analytical or scientific software | | +| Siemens ModelSim | Analytical or scientific software | | +| Signal synthesizers | Analytical or scientific software | | +| Simulation software | Analytical or scientific software | | +| Spectrum Software Micro-Cap | Analytical or scientific software | | +| SPLAT! | Analytical or scientific software | | +| Transmission line simulators | Analytical or scientific software | | +| Wolfram Research Mathematica | Analytical or scientific software | | +| IBM Cognos Impromptu | Business intelligence and data analysis software | | +| IBM WebSphere | Cloud-based management software | | +| Agilent Advanced Design System ADS | Computer aided design CAD software | | +| Altium Designer | Computer aided design CAD software | | +| CST Microwave Studio | Computer aided design CAD software | | +| EMA TimingDesigner | Computer aided design CAD software | | +| gEDA | Computer aided design CAD software | | +| Keysight Technologies Advanced Design System | Computer aided design CAD software | | +| KiCad | Computer aided design CAD software | | +| Logisim | Computer aided design CAD software | | +| Mentor Graphics PADS | Computer aided design CAD software | | +| National Instruments Multisim | Computer aided design CAD software | | +| OrCAD Capture | Computer aided design CAD software | | +| PTC Creo Parametric | Computer aided design CAD software | | +| PUFF | Computer aided design CAD software | | +| Static Free Software Electric VLSI Design System | Computer aided design CAD software | | +| Tanner Research L-Edit | Computer aided design CAD software | | +| Xcircuit | Computer aided design CAD software | | +| Database software | Data base user interface and query software | | +| FileMaker Pro | Data base user interface and query software | | +| Adobe ActionScript | Development environment software | | +| Analog Devices VisualDSP++ | Development environment software | | +| Canu | Development environment software | | +| GE Fanuc Automation VersaPro | Development environment software | | +| HP InfoTech CodeVisionAVR | Development environment software | | +| Microchip MPLAB Integrated Development Environment (IDE) | Development environment software | | +| Motorola Digital Signal Processing (DSP) Assembler | Development environment software | | +| National Instruments LabVIEW | Development environment software | | +| Texas Instruments Code Composer Studio CCStudio | Development environment software | | +| Verilog | Development environment software | | +| FlukeView Forms | Document management software | | +| Oracle Hyperion | Enterprise resource planning ERP software | | +| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software | | +| Graphics software | Graphics or photo imaging software | | +| AVEVA InTouch HMI | Industrial control software | | +| Human machine interface HMI software | Industrial control software | | +| Programmable logic controller PLC software | Industrial control software | | +| Rockwell RSView | Industrial control software | | +| Supervisory control and data acquisition SCADA software | Industrial control software | | +| Microsoft Internet Explorer | Internet browser software | | +| Terminal emulation software | Network connectivity terminal emulation software | | +| Computer aided software engineering CASE tools | Object or component oriented development software | | +| Microsoft Visual Basic.NET | Object or component oriented development software | | +| Emulators | Operating system software | | +| Magellan Firmware | Operating system software | | +| Debugging software | Program testing software | | +| Rockwell RSLogix | Program testing software | | +| Vector Software VectorCast | Program testing software | | +| Bentley Systems ProjectWise | Project management software | |