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# Data provenance — telecommunications-engineer
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 — telecommunications-engineer
"ESCO (occupation & competences)" : 92
"O*NET (tasks & tools)" : 108
"Job boards (market evidence)" : 110
"Anthropic official Claude skills" : 5
"External AI skill packs (mapped)" : 189
```
| Source | Items | Share | Files |
|---|---|---|---|
| ESCO (occupation & competences) | 92 | 18.3 % | references/profile.md, references/skills.md |
| O*NET (tasks & tools) | 108 | 21.4 % | references/tasks.md, references/tools.md |
| Job boards (market evidence) | 110 | 21.8 % | 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 | 1.0 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
| External AI skill packs (mapped) | 189 | 37.5 % | 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).

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---
name: telecommunications-engineer
description: "Occupational skill for the role 'telecommunications engineer' (also: radio engineer, transmission engineer, broadcast engineer, communications designer, telecoms engineer, information systems engineer). Use when the user asks for typical telecommunications engineer work such as: Keep abreast of changes in industry practices and emerging telecommunications technology by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.; Estimate costs for system or component implementation and operation.; Develop, maintain, or implement telecommunications disaster recovery plans to ensure business continuity."
---
# Telecommunications Engineer
Telecommunications engineers design, build, test and maintain telecommunication systems and networks, including radio and broadcasting equipment.
They analyse customer needs and requirements, ensure that the equipment meets regulations, and prepare and present reports and proposals on telecommunication-related problems. Telecommunications engineers design and oversee the service delivery in all it's phases, supervising the installation and use of telecommunications equipment and facilities, preparing documentation and providing training for company staff once new equipment has been installed.
## Core workflow
1. Keep abreast of changes in industry practices and emerging telecommunications technology by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.
2. Estimate costs for system or component implementation and operation.
3. Develop, maintain, or implement telecommunications disaster recovery plans to ensure business continuity.
4. Review and evaluate requests from engineers, managers, and technicians for system modifications.
5. Provide user support by diagnosing network and device problems and implementing technical or procedural solutions.
6. Prepare system activity and performance reports.
7. Prepare purchase requisitions for computer hardware and software, networking and telecommunications equipment, test equipment, cabling, or tools.
8. Use computer-aided design (CAD) software to prepare or evaluate network diagrams, floor plans, or site configurations for existing facilities, renovations, or new systems.
## 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 ICT system capacity
- analyse network bandwidth requirements
- define technical requirements
- design computer network
- design process
- electronics principles
- estimate costs of installing telecommunication devices
- ICT communications protocols
- ICT network routing
- ICT network security risks
- ICT system user requirements
- implement a virtual private network
- interact with users to gather requirements
- log transmitter readings
- microwave principles
## Hot technologies
- Autodesk AutoCAD
- Autodesk Revit
- Microsoft SQL Server
- Structured query language SQL
- Apache Kafka
- Microsoft PowerShell
- Microsoft Outlook
- Oracle Java
- Perl
- Python
<!-- hot-tech -->
## Hot technologies
Top tools from 48 gated job ads (see references/market.md, as of 2026-07-20):
- AutoCAD — 15 %
- Microsoft Office — 10 %
- Python — 10 %
- Bluebeam — 8 %
- Autodesk Construction Cloud — 6 %
- BIM 360 — 6 %
- MicroStation — 6 %
- Revit — 6 %
- Revit MEP — 6 %
- routers — 6 %
<!-- hot-tech -->
---
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/02eb0ae6-ecdd-4602-9c8e-60ffe6dbe1e2), O*NET 30.3 (15-1241.01). See manifest.json for licensing/attribution.*

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{
"name": "telecommunications-engineer",
"title": "telecommunications engineer",
"version": "0.1.0",
"layer": "core",
"language": "en",
"generated": "2026-07-07",
"ids": {
"esco_uri": "http://data.europa.eu/esco/occupation/02eb0ae6-ecdd-4602-9c8e-60ffe6dbe1e2",
"esco_code": "2153.1",
"isco_group": "2153",
"onet_soc": "15-1241.01",
"crosswalk_match": "exactMatch"
},
"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": 26,
"dwas": 28,
"skills_essential": 25,
"skills_optional": 66,
"software": 53
},
"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
},
"coreyhaines31/marketingskills": {
"repo": "https://github.com/coreyhaines31/marketingskills",
"commit": "33218ff",
"license": "MIT",
"skills": 5
},
"resend/resend-skills": {
"repo": "https://github.com/resend/resend-skills",
"commit": "2caefff",
"license": "MIT",
"skills": 5
},
"samber/cc-skills-golang": {
"repo": "https://github.com/samber/cc-skills-golang",
"commit": "4881c01",
"license": "MIT",
"skills": 2
},
"davila7/claude-code-templates": {
"repo": "https://github.com/davila7/claude-code-templates",
"commit": "fa79251",
"license": "MIT",
"skills": 12
},
"alirezarezvani/claude-skills": {
"repo": "https://github.com/alirezarezvani/claude-skills",
"commit": "0241f43",
"license": "MIT",
"skills": 1
},
"infrasity-labs/dev-gtm-claude-skills": {
"repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
"commit": "02cfefb",
"license": "MIT",
"skills": 2
},
"mukul975/Anthropic-Cybersecurity-Skills": {
"repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
"commit": "673da1f",
"license": "Apache-2.0",
"skills": 5
},
"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
},
"brycewang-stanford/Auto-Empirical-Research-Skills": {
"repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
"commit": "85bf545",
"license": "CC-BY-4.0",
"skills": 9
},
"jeremylongshore/claude-code-plugins-plus-skills": {
"repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
"commit": "e112938a",
"license": "MIT",
"skills": 3
},
"K-Dense-AI/claude-scientific-skills": {
"repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 2
},
"K-Dense-AI/scientific-agent-skills": {
"repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 2
},
"a5c-ai/babysitter": {
"repo": "https://github.com/a5c-ai/babysitter",
"commit": "44a5d58b",
"license": "MIT",
"skills": 2
},
"aaron-he-zhu/aaron-marketing-skills": {
"repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
"commit": "b7b0b9f",
"license": "Apache-2.0",
"skills": 1
},
"parcadei/Continuous-Claude-v3": {
"repo": "https://github.com/parcadei/Continuous-Claude-v3",
"commit": "d07ff4b",
"license": "MIT",
"skills": 1
},
"jabrena/plinth": {
"repo": "https://github.com/jabrena/plinth",
"commit": "065eae8",
"license": "Apache-2.0",
"skills": 1
},
"sgcarstrends/backend": {
"repo": "https://github.com/sgcarstrends/backend",
"commit": "7231cbc",
"license": "MIT",
"skills": 1
},
"wanshuiyin/Auto-claude-code-research-in-sleep": {
"repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
"commit": "eb5c9d7",
"license": "MIT",
"skills": 2
},
"Optim-Agent/optim-agent": {
"repo": "https://github.com/Optim-Agent/optim-agent",
"commit": "2949e55",
"license": "MIT",
"skills": 1
},
"awrshift/claude-memory-kit": {
"repo": "https://github.com/awrshift/claude-memory-kit",
"commit": "4039315",
"license": "MIT",
"skills": 1
},
"elementalsouls/Claude-BugHunter": {
"repo": "https://github.com/elementalsouls/Claude-BugHunter",
"commit": "05098fc",
"license": "MIT",
"skills": 1
},
"rsmdt/the-startup": {
"repo": "https://github.com/rsmdt/the-startup",
"commit": "ff6a0be",
"license": "MIT",
"skills": 1
},
"ruvnet/claude-code-flow": {
"repo": "https://github.com/ruvnet/claude-code-flow",
"commit": "73914bd",
"license": "MIT",
"skills": 1
},
"ruvnet/ruflo": {
"repo": "https://github.com/ruvnet/ruflo",
"commit": "73914bd",
"license": "MIT",
"skills": 1
},
"JasonColapietro/suede-creator-skills": {
"repo": "https://github.com/JasonColapietro/suede-creator-skills",
"commit": "0dc2aef",
"license": "MIT",
"skills": 1
},
"affaan-m/everything-claude-code": {
"repo": "https://github.com/affaan-m/everything-claude-code",
"commit": "ed38744",
"license": "MIT",
"skills": 1
},
"vibeeval/vibecosystem": {
"repo": "https://github.com/vibeeval/vibecosystem",
"commit": "cea9462",
"license": "MIT",
"skills": 1
},
"microsoft/skills": {
"repo": "https://github.com/microsoft/skills",
"commit": "dc543aa",
"license": "MIT",
"skills": 1
},
"AgriciDaniel/claude-blog": {
"repo": "https://github.com/AgriciDaniel/claude-blog",
"commit": "49842ea",
"license": "MIT",
"skills": 1
},
"trailofbits/skills": {
"repo": "https://github.com/trailofbits/skills",
"commit": "cfe5d7b",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"glittercowboy/taches-cc-resources": {
"repo": "https://github.com/glittercowboy/taches-cc-resources",
"commit": "1757615",
"license": "MIT",
"skills": 1
},
"foryourhealth111-pixel/Vibe-Skills": {
"repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
"commit": "34429a8",
"license": "Apache-2.0",
"skills": 2
},
"qdrant/skills": {
"repo": "https://github.com/qdrant/skills",
"commit": "2a06cb1",
"license": "Apache-2.0",
"skills": 1
},
"rampstackco/claude-skills": {
"repo": "https://github.com/rampstackco/claude-skills",
"commit": "bc6d961",
"license": "MIT",
"skills": 2
},
"eduardo-sl/go-agent-skills": {
"repo": "https://github.com/eduardo-sl/go-agent-skills",
"commit": "3c45d7f",
"license": "MIT",
"skills": 1
},
"nWave-ai/nWave": {
"repo": "https://github.com/nWave-ai/nWave",
"commit": "1d0f13c",
"license": "MIT",
"skills": 1
}
},
"total_skills": 80,
"tiers": {
"core": 69,
"adjacent": 11
}
},
"provenance": {
"items": {
"esco": 92,
"onet": 108,
"jobads": 110,
"wiki_ai": 0,
"anthropic": 5,
"ai_skills": 189,
"stackx": 0
},
"share_percent": {
"esco": 18.3,
"onet": 21.4,
"jobads": 21.8,
"wiki_ai": 0.0,
"anthropic": 1.0,
"ai_skills": 37.5,
"stackx": 0.0
},
"method": "content items per source category"
},
"collar": "white",
"computer_work": true
}

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# External AI agent skills — telecommunications-engineer
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-z-wave` | core | Z-Wave attack methodology — sniffing with Z-Force / EZ-Wave / RTL-SDR + ZniffMobile, S0 (legacy) network-key derivation flaw and key reuse, S2 (modern) ECDH commissioning analysis, replay/injection on unauthenticated nodes, default-key … | [source](https://github.com/0xwilliamortiz/claude-red/tree/ad8436b/Skills/wireless/offensive-z-wave) |
## 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 |
|---|---|---|---|
| `growing-outside-in-systems` | core | Drive feature development using Outside-In TDD with Hexagonal Architecture. Design emerges through inline code, in-memory fakes, interface extraction, and deferred I/O. Use when building features, writing tests, or structuring backend … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/backend-development/skills/growing-outside-in-systems) |
| `quantitative-methods` | core | Design and execute statistical analyses including regression modeling, hypothesis testing, power analysis, and robustness checks using R, Stata, SPSS, or Python | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/quantitative-methods) |
## Source: aaron-he-zhu/aaron-marketing-skills
- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `preference-frequency-manager` | core | Use when the user asks to "build a preference center", "set up a frequency opt-down ladder", "give people a step-down instead of unsubscribe", or "design a topic/cadence preference page"; produces a preference-center field spec, a … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/email/nurture/preference-frequency-manager) |
## 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 |
|---|---|---|---|
| `python-testing` | core | Python testing strategies using pytest, TDD methodology, fixtures, mocking, parametrization, and coverage requirements. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/python-testing) |
## Source: AgriciDaniel/claude-blog
- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `blog-audit` | core | Full-site blog health assessment scanning all blog files for quality scores, orphan pages, topic cannibalization, stale content, and AI citation readiness. Spawns parallel subagents for comprehensive analysis. Produces per-post scores and … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-audit) |
## Source: alirezarezvani/claude-skills
- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ab-test-setup` | core | When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "conversion … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/marketing-skill/skills/ab-test-setup) |
## Source: awrshift/claude-memory-kit
- Repository: [https://github.com/awrshift/claude-memory-kit](https://github.com/awrshift/claude-memory-kit) (commit `4039315`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `tour` | core | Interactive walkthrough of the Memory Kit system using the user's actual project files | [source](https://github.com/awrshift/claude-memory-kit/tree/4039315/.claude/skills/tour) |
## 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 |
|---|---|---|---|
| `g2` | core | Publication Specialist - Writing, Review, Pre-registration & Quality Assurance Light VS applied: Avoids template-based writing + audience-specific message design Absorbed G3 (Peer Review Strategist), G4 (Pre-registration Composer), F1-F3 … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/g2) |
| `aer-statspai` | core | Use when aer-identification has fixed the design, after methodology choice and before aer-robustness or aer-tables-figures, to run an AER-track analysis with StatsPAI — the agent-native Python engine and MCP server for causal inference, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/50-brycewang-aer-skills/skills/aer-statspai) |
| `ai-ml-skills` | core | 27 ai & machine learning skills. Trigger: ML experiments, model training, deep learning, NLP, computer vision. Design: covers frameworks, benchmarks, paper reproduction, and AI research workflows. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/ai-ml) |
| `c1` | core | VS-Enhanced Quantitative Design Consultant with Materials & Sampling Enhanced VS 3-Phase process: Avoids obvious experimental designs, proposes context-optimal quantitative strategies Absorbed C4 (Experimental Materials Developer) and D1 … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/c1) |
| `system-profile` | core | 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) |
| `diverga-memory` | core | 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) |
| `f5` | core | Humanization Quality Verifier - Ensures transformation integrity and quality Validates that humanization preserves meaning, citations, and academic standards Use when: after G6 transformation, before final export, for quality assurance … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/f5) |
| `comm-lit-review-claude-single` | core | Communications-domain literature review with Claude-style knowledge-base-first retrieval. Use when the task is about communications, wireless, networking, satellite/NTN, Wi-Fi, cellular, transport protocols, congestion control, routing, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/comm-lit-review) |
| `marginaleffects` | core | Manual for the marginaleffects R and Python package, and guide to the book "Model to Meaning". Use when users ask about predictions, comparisons, slopes, marginal effects, average treatment effects (ATE/ATT/CATE), hypothesis testing, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/39-vincentarelbundock-marginaleffects) |
## 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 |
|---|---|---|---|
| `simpy` | core | Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources, and time-based events such as manufacturing systems, service operations, network traffic, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/simpy) |
| `ab-test-setup` | core | When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," or "hypothesis." For tracking … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/ab-test-setup) |
| `networkx` | core | Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/networkx) |
| `crewai` | core | Expert in CrewAI - the leading role-based multi-agent framework used by 60% of Fortune 500 companies. Covers agent design with roles and goals, task definition, crew orchestration, process types (sequential, hierarchical, parallel), memory … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/crewai) |
| `it-operations` | core | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) |
| `modal` | core | Run Python code in the cloud with serverless containers, GPUs, and autoscaling. Use when deploying ML models, running batch processing jobs, scheduling compute-intensive tasks, or serving APIs that require GPU acceleration or dynamic … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/modal) |
| `omero-integration` | core | Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/omero-integration) |
| `pubmed-database` | core | Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pubmed-database) |
| `pyopenms` | core | Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics workflows including file handling (mzML, mzXML, mzTab, FASTA, pepXML, protXML, mzIdentML), signal processing, feature detection, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pyopenms) |
| `dnanexus-integration` | core | DNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run workflows, FASTQ/BAM/VCF, for genomics pipeline development and execution. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/dnanexus-integration) |
| `pufferlib` | core | This skill should be used when working with reinforcement learning tasks including high-performance RL training, custom environment development, vectorized parallel simulation, multi-agent systems, or integration with existing RL … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pufferlib) |
| `qutip` | core | Quantum mechanics simulations and analysis using QuTiP (Quantum Toolbox in Python). Use when working with quantum systems including: (1) quantum states (kets, bras, density matrices), (2) quantum operators and gates, (3) time evolution and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/qutip) |
## 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: elementalsouls/Claude-BugHunter
- Repository: [https://github.com/elementalsouls/Claude-BugHunter](https://github.com/elementalsouls/Claude-BugHunter) (commit `05098fc`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `hunt-session` | core | Hunt Session Management vulnerabilities — session fixation (no regeneration on login), insufficient invalidation on logout / password-change / email-change, predictable or low-entropy session IDs, JWT-as-session with no exp/revocation, … | [source](https://github.com/elementalsouls/Claude-BugHunter/tree/05098fc/skills/hunt-session) |
## 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 |
|---|---|---|---|
| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/matlab) |
| `pubmed-database` | core | Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pubmed-database) |
## Source: glittercowboy/taches-cc-resources
- Repository: [https://github.com/glittercowboy/taches-cc-resources](https://github.com/glittercowboy/taches-cc-resources) (commit `1757615`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `debug-like-expert` | core | Deep analysis debugging mode for complex issues. Activates methodical investigation protocol with evidence gathering, hypothesis testing, and rigorous verification. Use when standard troubleshooting fails or when issues require systematic … | [source](https://github.com/glittercowboy/taches-cc-resources/tree/1757615/skills/debug-like-expert) |
## Source: infrasity-labs/dev-gtm-claude-skills
- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ab-testing` | core | When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/ab-testing) |
| `blog-audit` | core | Full-site blog health assessment scanning all blog files for quality scores, orphan pages, topic cannibalization, stale content, and AI citation readiness. Spawns parallel subagents for comprehensive analysis. Produces per-post scores and … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-audit) |
## 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 |
|---|---|---|---|
| `057-design-feature-toggles` | core | Use when designing, implementing, reviewing, testing, or cleaning up feature toggles, feature flags, kill switches, runtime configuration gates, canary controls, staged rollouts, experiments, or temporary compatibility switches in Java … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/057-design-feature-toggles) |
## 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` | core | 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 |
|---|---|---|---|
| `oraclecloud-query-transform` | core | Query OCI metrics with MQL and create monitoring alarms via the Python SDK. Use when building dashboards, querying CPU/memory/network metrics, or creating alarms. Trigger with "oci monitoring", "mql query", "oci metrics", "oci alarm", "cpu … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/oraclecloud-pack/skills/oraclecloud-query-transform) |
| `perplexity-advanced-troubleshooting` | core | Apply advanced debugging techniques for hard-to-diagnose Perplexity Sonar API issues. Use when standard troubleshooting fails, investigating inconsistent citations, or preparing evidence for support escalation. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/perplexity-pack/skills/perplexity-advanced-troubleshooting) |
| `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) |
## 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 |
|---|---|---|---|
| `adaptyv` | core | How to use the Adaptyv Bio Foundry API and Python SDK for protein experiment design, submission, and results retrieval. Use this skill whenever the user mentions Adaptyv, Foundry API, protein binding assays, protein screening experiments, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/adaptyv) |
| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/matlab) |
## 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 |
|---|---|---|---|
| `adaptyv` | core | How to use the Adaptyv Bio Foundry API and Python SDK for protein experiment design, submission, and results retrieval. Use this skill whenever the user mentions Adaptyv, Foundry API, protein binding assays, protein screening experiments, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/adaptyv) |
| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/matlab) |
## Source: microsoft/skills
- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `wiki-page-writer` | core | Generates rich technical documentation pages with dark-mode Mermaid diagrams, source code citations, and first-principles depth. Use when writing documentation, generating wiki pages, creating technical deep-dives, or documenting specific … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/deep-wiki/skills/wiki-page-writer) |
## 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 |
|---|---|---|---|
| `collecting-indicators-of-compromise` | core | Systematically collects, categorizes, and distributes indicators of compromise (IOCs) during and after security incidents to enable detection, blocking, and threat intelligence sharing. Covers network, host, email, and behavioral … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/collecting-indicators-of-compromise) |
| `detecting-spearphishing-with-email-gateway` | core | Spearphishing targets specific individuals using personalized, researched content that bypasses generic spam filters. Email security gateways (SEGs) like Microsoft Defender for Office 365, Proofpoint, | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-spearphishing-with-email-gateway) |
| `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](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
| `analyzing-office365-audit-logs-for-compromise` | core | Parse Office 365 Unified Audit Logs via Microsoft Graph API to detect email forwarding rule creation, inbox delegation, suspicious OAuth app grants, and other indicators of account compromise. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-office365-audit-logs-for-compromise) |
| `building-automated-malware-submission-pipeline` | core | Builds an automated malware submission and analysis pipeline that collects suspicious files from endpoints and email gateways, submits them to sandbox environments and multi-engine scanners, and generates verdicts with IOCs for SIEM … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/building-automated-malware-submission-pipeline) |
## Source: nWave-ai/nWave
- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `nw-buddy` | core | nWave concierge — ask any question about methodology, project state, commands, migration, or troubleshooting. Read-only, contextual answers. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-buddy) |
## Source: Optim-Agent/optim-agent
- Repository: [https://github.com/Optim-Agent/optim-agent](https://github.com/Optim-Agent/optim-agent) (commit `2949e55`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `optim-agent` | core | Use when the user wants to optimize configurable system parameters against a measurable scalar objective, especially for model training, inference, quantitative strategies, reinforcement learning, scientific workflows, or other expensive … | [source](https://github.com/Optim-Agent/optim-agent/tree/2949e55) |
## Source: parcadei/Continuous-Claude-v3
- Repository: [https://github.com/parcadei/Continuous-Claude-v3](https://github.com/parcadei/Continuous-Claude-v3) (commit `d07ff4b`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `system-overview` | core | Show users how Continuous Claude works - the opinionated setup with hooks, memory, and coordination | [source](https://github.com/parcadei/Continuous-Claude-v3/tree/d07ff4b/.claude/skills/system_overview) |
## 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-performance-optimization` | core | Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. Use when planning configuration or capacity changes to improve speed and efficiency. For diagnosing an active … | [source](https://github.com/qdrant/skills/tree/2a06cb1/skills/qdrant-performance-optimization) |
## Source: rampstackco/claude-skills
- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `data-warehouse-experimentation` | core | Running experiments out of the data warehouse instead of via dedicated experiment platforms. SQL-based assignment, exposure logging discipline, metric definitions in dbt models, statistical analysis in SQL or Python, variance reduction … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/data-warehouse-experimentation) |
| `ads-creative-development` | core | How to produce ad creative that converts at performance scale. Hook patterns, format selection, video pacing, variation systems, sequential testing methodology, fatigue detection, brand-voice alignment without conversion dilution, and … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/ads-creative-development) |
## Source: rsmdt/the-startup
- Repository: [https://github.com/rsmdt/the-startup](https://github.com/rsmdt/the-startup) (commit `ff6a0be`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `requirements-elicitation` | core | Requirement gathering techniques, stakeholder analysis, user story patterns, and specification validation. Use when clarifying vague requirements, resolving conflicting needs, documenting specifications, or validating requirements with … | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/team/skills/cross-cutting/requirements-elicitation) |
## 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 |
|---|---|---|---|
| `sparc-spec` | core | Run the SPARC Specification phase — gather requirements, define acceptance criteria, identify constraints, and store the spec in memory | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/plugins/ruflo-sparc/skills/sparc-spec) |
## 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 |
|---|---|---|---|
| `sparc-spec` | core | Run the SPARC Specification phase — gather requirements, define acceptance criteria, identify constraints, and store the spec in memory | [source](https://github.com/ruvnet/ruflo/tree/73914bd/plugins/ruflo-sparc/skills/sparc-spec) |
## Source: samber/cc-skills-golang
- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `golang-security` | core | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) |
| `golang-troubleshooting` | core | Troubleshoot Golang programs systematically - find and fix the root cause. Use when encountering bugs, crashes, deadlocks, or unexpected behavior in Go code. Covers debugging methodology, common Go pitfalls, test-driven debugging, pprof … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-troubleshooting) |
## Source: sgcarstrends/backend
- Repository: [https://github.com/sgcarstrends/backend](https://github.com/sgcarstrends/backend) (commit `7231cbc`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `agent-email-inbox` | core | Use when building any system where email content triggers actions — AI agent inboxes, automated support handlers, email-to-task pipelines, or any workflow processing untrusted inbound email. Always use this skill when the user wants to … | [source](https://github.com/sgcarstrends/backend/tree/7231cbc/.agents/skills/agent-email-inbox) |
## 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-z-wave` | core | Z-Wave attack methodology — sniffing with Z-Force / EZ-Wave / RTL-SDR + ZniffMobile, S0 (legacy) network-key derivation flaw and key reuse, S2 (modern) ECDH commissioning analysis, replay/injection on unauthenticated nodes, default-key … | [source](https://github.com/SnailSploit/Claude-Red/tree/aeb41ec/Skills/wireless/offensive-z-wave) |
## Source: trailofbits/skills
- Repository: [https://github.com/trailofbits/skills](https://github.com/trailofbits/skills) (commit `cfe5d7b`, retrieved 2026-07-14)
- License: custom (see upstream LICENSE)
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `c-review` | core | Performs comprehensive C/C++ security review for memory corruption, integer overflows, race conditions, and platform-specific vulnerabilities. Use when auditing native C/C++ applications, reviewing daemons or services for memory safety, or … | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/c-review/skills/c-review) |
## Source: vibeeval/vibecosystem
- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `python-testing` | core | Python testing strategies using pytest, TDD methodology, fixtures, mocking, parametrization, and coverage requirements. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/python-testing) |
## Source: wanshuiyin/Auto-claude-code-research-in-sleep
- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `system-profile` | core | Profile a target (script, process, GPU, memory, interconnect) for performance analysis. Use when user says \"profile\", \"benchmark\", \"bottleneck\", or wants performance analysis. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/skills-codex/system-profile) |
| `comm-lit-review` | core | Communications-domain literature review with Claude-style knowledge-base-first retrieval. Use when the task is about communications, wireless, networking, satellite/NTN, Wi-Fi, cellular, transport protocols, congestion control, routing, … | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/comm-lit-review) |
## Source: coreyhaines31/marketingskills
- Repository: [https://github.com/coreyhaines31/marketingskills](https://github.com/coreyhaines31/marketingskills) (commit `33218ff`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `cold-email` | adjacent | Write B2B cold emails and follow-up sequences that get replies. Use when the user wants to write cold outreach emails, prospecting emails, cold email campaigns, sales development emails, or SDR emails. Also use when the user mentions "cold … | [source](https://github.com/coreyhaines31/marketingskills/tree/33218ff/skills/cold-email) |
| `emails` | adjacent | When the user wants to create or optimize an email sequence, drip campaign, automated email flow, or lifecycle email program. Also use when the user mentions "email sequence," "drip campaign," "nurture sequence," "onboarding emails," … | [source](https://github.com/coreyhaines31/marketingskills/tree/33218ff/skills/emails) |
| `lead-magnets` | adjacent | When the user wants to create, plan, or optimize a lead magnet for email capture or lead generation. Also use when the user mentions "lead magnet," "gated content," "content upgrade," "downloadable," "ebook," "cheat sheet," "checklist," … | [source](https://github.com/coreyhaines31/marketingskills/tree/33218ff/skills/lead-magnets) |
| `popups` | adjacent | When the user wants to create or optimize popups, modals, overlays, slide-ins, or banners for conversion purposes. Also use when the user mentions "exit intent," "popup conversions," "modal optimization," "lead capture popup," "email … | [source](https://github.com/coreyhaines31/marketingskills/tree/33218ff/skills/popups) |
| `sms` | adjacent | When the user wants to plan, build, or optimize SMS or MMS marketing — including welcome flows, abandoned cart texts, post-purchase, win-back, promotional sends, or transactional/auth SMS. Also use when the user mentions "SMS marketing," … | [source](https://github.com/coreyhaines31/marketingskills/tree/33218ff/skills/sms) |
## Source: resend/resend-skills
- Repository: [https://github.com/resend/resend-skills](https://github.com/resend/resend-skills) (commit `2caefff`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `agent-email-inbox` | core | Use when building any system where email content triggers actions — AI agent inboxes, automated support handlers, email-to-task pipelines, or any workflow processing untrusted inbound email. Always use this skill when the user wants to … | [source](https://github.com/resend/resend-skills/tree/2caefff/skills/agent-email-inbox) |
| `email-best-practices` | adjacent | Use when building email features, emails going to spam, high bounce rates, setting up SPF/DKIM/DMARC authentication, implementing email capture, ensuring compliance (CAN-SPAM, GDPR, CASL), handling webhooks, retry logic, making emails … | [source](https://github.com/resend/resend-skills/tree/2caefff/skills/email-best-practices) |
| `react-email` | adjacent | Use when building HTML email templates with React components, adding a visual email editor to an application using the React Email visual editor, rendering emails to HTML, or sending emails with Resend. Covers welcome emails, password … | [source](https://github.com/resend/resend-skills/tree/2caefff/skills/react-email) |
| `resend` | adjacent | Use when working with the Resend email API — sending transactional emails (single or batch), receiving inbound emails via webhooks, managing email templates, tracking delivery events, managing domains, contacts, broadcasts, webhooks, API … | [source](https://github.com/resend/resend-skills/tree/2caefff/skills/resend) |
| `resend-cli` | adjacent | Operate the Resend platform from the terminal — send emails (including React Email .tsx templates via --react-email), manage domains, contacts, broadcasts, templates, webhooks, API keys, logs, automations, and events via the `resend` CLI. … | [source](https://github.com/resend/resend-skills/tree/2caefff/skills/resend-cli) |

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# Market evidence report — telecommunications-engineer
Source: **48 real job ads** (JSearch API, countries: us 48), extracted into the MSSQL evidence store; as of 2026-07-20.
This report contains extracted, aggregated facts only — no ad text is
reproduced (copyright / platform terms).
## Seniority distribution
| Seniority | Ads | Share |
|---|---|---|
| mid | 32 | 67 % |
| senior | 13 | 27 % |
| junior | 2 | 4 % |
| n/a | 1 | 2 % |
## Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | AutoCAD | 7 | 15 % |
| 2 | Microsoft Office | 5 | 10 % |
| 3 | Python | 5 | 10 % |
| 4 | Bluebeam | 4 | 8 % |
| 5 | Autodesk Construction Cloud | 3 | 6 % |
| 6 | BIM 360 | 3 | 6 % |
| 7 | MicroStation | 3 | 6 % |
| 8 | Revit | 3 | 6 % |
| 9 | Revit MEP | 3 | 6 % |
| 10 | routers | 3 | 6 % |
| 11 | switches | 3 | 6 % |
## Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | telecommunications engineering | 11 | 23 % |
| 2 | troubleshooting | 8 | 17 % |
| 3 | network troubleshooting | 7 | 15 % |
| 4 | technical documentation | 6 | 12 % |
| 5 | capacity planning | 5 | 10 % |
| 6 | disaster recovery planning | 5 | 10 % |
| 7 | telecommunications design | 5 | 10 % |
| 8 | fiber optic cabling | 4 | 8 % |
| 9 | project scheduling | 4 | 8 % |
| 10 | security implementation | 4 | 8 % |
| 11 | structured cabling | 4 | 8 % |
| 12 | change order management | 3 | 6 % |
| 13 | commissioning | 3 | 6 % |
| 14 | data center design | 3 | 6 % |
| 15 | ict infrastructure design | 3 | 6 % |
| 16 | interference analysis | 3 | 6 % |
| 17 | network circuit turn-up | 3 | 6 % |
| 18 | network design | 3 | 6 % |
| 19 | network engineering | 3 | 6 % |
| 20 | site quality inspection | 3 | 6 % |
| 21 | system integration | 3 | 6 % |
| 22 | telecommunications network design | 3 | 6 % |
## Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | change management | 4 | 8 % |
| 2 | ANSI/TIA standards | 3 | 6 % |
| 3 | arc flash studies | 3 | 6 % |
| 4 | bicSI tdmm | 3 | 6 % |
| 5 | breaker coordination | 3 | 6 % |
| 6 | NEC standards | 3 | 6 % |
## Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | documentation maintenance | 6 | 12 % |
| 2 | network design | 5 | 10 % |
| 3 | data analysis | 4 | 8 % |
| 4 | issue resolution | 4 | 8 % |
| 5 | system design | 4 | 8 % |
| 6 | client interface | 3 | 6 % |
| 7 | documentation creation | 3 | 6 % |
| 8 | equipment installation | 3 | 6 % |
| 9 | material procurement | 3 | 6 % |
| 10 | network support | 3 | 6 % |
| 11 | project coordination | 3 | 6 % |
| 12 | project oversight | 3 | 6 % |
| 13 | system testing | 3 | 6 % |
| 14 | technical requisition preparation | 3 | 6 % |
| 15 | technology evaluation | 3 | 6 % |
## Regional breakdown
> **Corpus note:** 48 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
### US (us)
48 ads.
**Top hard skills:**
- telecommunications engineering — 23 % (11 ads)
- troubleshooting — 17 % (8 ads)
- network troubleshooting — 15 % (7 ads)
- technical documentation — 12 % (6 ads)
- capacity planning — 10 % (5 ads)
- disaster recovery planning — 10 % (5 ads)
- telecommunications design — 10 % (5 ads)
- fiber optic cabling — 8 % (4 ads)
- project scheduling — 8 % (4 ads)
- security implementation — 8 % (4 ads)
**Top tools:**
- AutoCAD — 15 % (7 ads)
- Microsoft Office — 10 % (5 ads)
- Python — 10 % (5 ads)
- Bluebeam — 8 % (4 ads)
- Autodesk Construction Cloud — 6 % (3 ads)
- BIM 360 — 6 % (3 ads)
- MicroStation — 6 % (3 ads)
- Revit — 6 % (3 ads)
- Revit MEP — 6 % (3 ads)
- routers — 6 % (3 ads)
**Seniority:** mid 67 % · senior 27 % · junior 4 % · 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 |
|---|---|
| Telecommunications Engineer | 9 |
| Senior Telecommunications Engineer | 4 |
| Sr. Telecom Systems Engineer (Electrical) PE— EPC & Design-Build - Data Centers | 2 |
| Telecom Engineer | 2 |
| Telecommunications Engineer Jobs | 2 |
| Engineer (Telecommunications Engineering) I, II, III or Senior | 1 |
| EPC Telecommunications Engineer (PE Required) | 1 |
| Job ID-6463 Telecom Engineer | 1 |
| Land Mobile Radio Engineer (LMR) | 1 |
| Principal Network & Telecom Engineer | 1 |
| Principal Network Engineer - Telecom Focus | 1 |
| Radio Frequency (RF) Technical SETA, TS/SCI | 1 |
| Radio Frequency / Spectrum / 5G / Satellite / Radar / RF Engineer | 1 |
| RF Spectrum Engineer, Lead | 1 |
| Senior Software Defined Radio (SDR) Engineer | 1 |
| Senior Software Defined Radio Engineer | 1 |
| Senior Telecom Systems Engineer | 1 |
| Space Telecommunication Engineer — Mission-Critical Networks | 1 |
| Sr. RF Systems Analysis Engineer, Regulatory (Starlink) | 1 |
| Sr. Telecommunications Design Engineer III | 1 |
| Staff Telecommunications Engineer - Transmission & Distribution | 1 |
| Systems Engineer / Telecom / Network Protocols | 1 |
| Telecom Infrastructure Engineer | 1 |
| Telecommunications Design Engineer (TS) | 1 |
| Telecommunications Engineer - III | 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.

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# Occupation profile — telecommunications engineer
- **ESCO URI:** http://data.europa.eu/esco/occupation/02eb0ae6-ecdd-4602-9c8e-60ffe6dbe1e2
- **ESCO code:** 2153.1
- **ISCO-08 group:** 2153 — Telecommunications engineers
- **O*NET-SOC:** 15-1241.01 — Telecommunications Engineering Specialists (match: exactMatch)
## Description (ESCO)
Telecommunications engineers design, build, test and maintain telecommunication systems and networks, including radio and broadcasting equipment.
They analyse customer needs and requirements, ensure that the equipment meets regulations, and prepare and present reports and proposals on telecommunication-related problems. Telecommunications engineers design and oversee the service delivery in all it's phases, supervising the installation and use of telecommunications equipment and facilities, preparing documentation and providing training for company staff once new equipment has been installed.
## Definition
nan
## Alternative labels
- radio engineer
- transmission engineer
- broadcast engineer
- communications designer
- telecoms engineer
- information systems engineer
- telecom engineer
- telecommunications technologist
- communications engineer
- telecommunications designer
- telecommunications engineers

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# Competences — telecommunications engineer
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/02eb0ae6-ecdd-4602-9c8e-60ffe6dbe1e2).
## Essential
- **adjust ICT system capacity** (skill/competence)
- **analyse network bandwidth requirements** (skill/competence)
- **define technical requirements** (skill/competence)
- **design computer network** (skill/competence)
- **design process** (skill/competence)
- **electronics principles** (knowledge)
- **estimate costs of installing telecommunication devices** (skill/competence)
- **ICT communications protocols** (knowledge)
- **ICT network routing** (knowledge)
- **ICT network security risks** (knowledge)
- **ICT system user requirements** (knowledge)
- **implement a virtual private network** (skill/competence)
- **interact with users to gather requirements** (skill/competence)
- **log transmitter readings** (skill/competence)
- **microwave principles** (knowledge)
- **procurement of ICT network equipment** (knowledge)
- **provide ICT system training** (skill/competence)
- **quality assurance methodologies** (knowledge)
- **signal processing** (knowledge)
- **support ICT system users** (skill/competence)
- **systems development life-cycle** (knowledge)
- **telecom regulations** (knowledge)
- **telecommunication industry** (knowledge)
- **use a complex communication system** (skill/competence)
- **use session border controller** (skill/competence)
## Optional
- ABAP (knowledge)
- Agile project management (knowledge)
- AJAX (knowledge)
- analyse business requirements (skill/competence)
- APL (knowledge)
- apply technical communication skills (skill/competence)
- ASP.NET (knowledge)
- Assembly (computer programming) (knowledge)
- assess ICT knowledge (skill/competence)
- build business relationships (skill/competence)
- C# (knowledge)
- C++ (knowledge)
- Cisco (knowledge)
- COBOL (knowledge)
- CoffeeScript (knowledge)
- Common Lisp (knowledge)
- computer programming (knowledge)
- create software design (skill/competence)
- Erlang (knowledge)
- forecast future ICT network needs (skill/competence)
- give live presentation (skill/competence)
- Groovy (knowledge)
- Haskell (knowledge)
- ICT networking hardware (knowledge)
- ICT project management methodologies (knowledge)
- implement a firewall (skill/competence)
- implement ICT network diagnostic tools (skill/competence)
- implement ICT security policies (skill/competence)
- install electronic communication equipment (skill/competence)
- install low voltage wiring (skill/competence)
- integrate system components (skill/competence)
- Java (computer programming) (knowledge)
- JavaScript (knowledge)
- lean project management (knowledge)
- Lisp (knowledge)
- MATLAB (knowledge)
- Microsoft Visual C++ (knowledge)
- ML (computer programming) (knowledge)
- network engineering (knowledge)
- Objective-C (knowledge)
- OpenEdge Advanced Business Language (knowledge)
- operate private branch exchange (skill/competence)
- Pascal (computer programming) (knowledge)
- perform ICT troubleshooting (skill/competence)
- perform resource planning (skill/competence)
- Perl (knowledge)
- PHP (knowledge)
- Process-based management (knowledge)
- Prolog (computer programming) (knowledge)
- provide user documentation (skill/competence)
- Python (computer programming) (knowledge)
- R (knowledge)
- Ruby (computer programming) (knowledge)
- SAP R3 (knowledge)
- SAS language (knowledge)
- Scala (knowledge)
- Scratch (computer programming) (knowledge)
- Smalltalk (computer programming) (knowledge)
- solve location and navigation problems by using GPS tools (skill/competence)
- strategies for handling cases of elder abuse (knowledge)
- Swift (computer programming) (knowledge)
- telecommunication trunking (knowledge)
- TypeScript (knowledge)
- use different communication channels (skill/competence)
- VBScript (knowledge)
- Visual Basic (knowledge)
<!-- market-evidence -->
## Market evidence (job-ad analysis, 48 ads, as of 2026-07-20)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Hard skills
- telecommunications engineering — **23 %**
<!-- market-evidence -->

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# Tasks & work activities — telecommunications engineer
Source: O*NET 30.3, occupation 15-1241.01 (Telecommunications Engineering Specialists).
## Task statements
- **[Core]** Keep abreast of changes in industry practices and emerging telecommunications technology by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.
- **[Core]** Estimate costs for system or component implementation and operation.
- **[Core]** Develop, maintain, or implement telecommunications disaster recovery plans to ensure business continuity.
- **[Core]** Review and evaluate requests from engineers, managers, and technicians for system modifications.
- **[Core]** Provide user support by diagnosing network and device problems and implementing technical or procedural solutions.
- **[Core]** Prepare system activity and performance reports.
- **[Core]** Prepare purchase requisitions for computer hardware and software, networking and telecommunications equipment, test equipment, cabling, or tools.
- **[Core]** Use computer-aided design (CAD) software to prepare or evaluate network diagrams, floor plans, or site configurations for existing facilities, renovations, or new systems.
- **[Core]** Inspect sites to determine physical configuration, such as device locations and conduit pathways.
- **[Core]** Implement system renovation projects in collaboration with technical staff, engineering consultants, installers, and vendors.
- **[Core]** Implement or perform preventive maintenance, backup, or recovery procedures.
- **[Core]** Document user support activity, such as system problems, corrective actions, resolution status, and completed equipment installations.
- **[Core]** Document technical specifications and operating standards for telecommunications equipment.
- **[Core]** Document procedures for hardware and software installation and use.
- **[Core]** Work with personnel and facilities management staff to install, remove, or relocate user connectivity equipment and devices.
- **[Core]** Consult with users, administrators, and engineers to identify business and technical requirements for proposed system modifications or technology purchases.
- **[Core]** Communicate with telecommunications vendors to obtain pricing and technical specifications for available hardware, software, or services.
- **[Core]** Assess existing facilities' needs for new or modified telecommunications systems.
- **[Core]** Install, or coordinate installation of, new or modified hardware, software, or programming modules of telecommunications systems.
- **[Core]** Order or maintain inventory of telecommunications equipment for customer premises equipment (CPE), facilities, access networks, or backbone networks.
- **[Core]** Instruct in use of voice, video, and data communications systems.
- **[Supplemental]** Test and evaluate hardware and software to determine efficiency, reliability, or compatibility with existing systems.
- **[Supplemental]** Supervise maintenance of telecommunications equipment.
- **[Supplemental]** Monitor and analyze system performance, such as network traffic, security, and capacity.
- **[Supplemental]** Manage user access to systems and equipment through account management and password administration.
- **[Supplemental]** Implement controls to provide security for operating systems, software, and data.
## Detailed work activities
- Analyze project data to determine specifications or requirements.
- Analyze security of systems, network, or data.
- Collaborate with others to determine design specifications or details.
- Conduct research to gain information about products or processes.
- Coordinate project activities with other personnel or departments.
- Coordinate software or hardware installation.
- Create electronic data backup to prevent loss of information.
- Develop models of information or communications systems.
- Document network-related activities or tasks.
- Document operational activities.
- Document operational procedures.
- Document technical specifications or requirements.
- Estimate time or monetary resources needed to complete projects.
- Evaluate new technologies or methods.
- Evaluate project designs to determine adequacy or feasibility.
- Identify information technology project resource requirements.
- Implement security measures for computer or information systems.
- Install computer hardware.
- Install computer software.
- Maintain computer hardware.
- Maintain contingency plans for disaster recovery.
- Maintain the inventory of equipment.
- Monitor the performance of computer networks.
- Provide technical support for computer network issues.
- Teach others to use computer equipment or hardware.
- Test computer hardware performance.
- Troubleshoot issues with computer applications or systems.
- Update knowledge about emerging industry or technology trends.

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# Tools & technology — telecommunications engineer
Source: O*NET 30.3 'Software Skills' for 15-1241.01.
| Software | Category | Hot technology |
|---|---|---|
| Autodesk AutoCAD | Computer aided design CAD software | yes |
| Autodesk Revit | Computer aided design CAD software | yes |
| Microsoft SQL Server | Data base user interface and query software | yes |
| Structured query language SQL | Data base user interface and query software | yes |
| Apache Kafka | Development environment software | yes |
| Microsoft PowerShell | Development environment software | yes |
| Microsoft Outlook | Electronic mail software | yes |
| Oracle Java | Object or component oriented development software | yes |
| Perl | 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 |
| Microsoft Windows Server | Operating system software | yes |
| Shell script | Operating system software | yes |
| UNIX | Operating system software | yes |
| Microsoft PowerPoint | Presentation software | yes |
| Microsoft Visio | Process mapping and design software | yes |
| Microsoft Project | Project management software | yes |
| Microsoft Teams | Project management software | yes |
| Microsoft Excel | Spreadsheet software | yes |
| Microsoft Word | Word processing software | yes |
| 2AB iLock Security Services | Access software | |
| Access management software | Access software | |
| Avaya Identity Engines | Access software | |
| Network management software | Administration software | |
| NovaStor NovaBACKUP | Backup or archival software | |
| Zmanda Amanda | Backup or archival software | |
| IBM Domino | Communications server software | |
| Autodesk Navisworks | Computer aided design CAD software | |
| NavisWorks Jetstream | Computer aided design CAD software | |
| SiteMaster SiteSmart | Data base user interface and query software | |
| Microsoft Visual Basic Scripting Edition VBScript | Development environment software | |
| IBM Notes | Electronic mail software | |
| Microsoft Exchange | Electronic mail software | |
| Call accounting software | Helpdesk or call center software | |
| Supervisory control and data acquisition SCADA software | Industrial control software | |
| Web browser software | Internet browser software | |
| Voice over internet protocol VoIP system software | Internet protocol IP multimedia subsystem software | |
| Cisco Systems Cisco Traffic Analyzer | Network monitoring software | |
| Nagios | Network monitoring software | |
| Wireshark | Network monitoring software | |
| Firewall software | Network security and virtual private network VPN equipment software | |
| Virtual private networking VPN software | Network security or virtual private network VPN management software | |
| KornShell | Operating system software | |
| Project scheduling software | Project management software | |
| IBM Rational Requirements Composer | Requirements analysis and system architecture software | |
| Requirements analysis software | Requirements analysis and system architecture software | |
| IBM Lotus 1-2-3 | Spreadsheet software | |
| Antivirus software | Transaction security and virus protection software | |
| McAfee | Transaction security and virus protection software | |
| NortonLifeLock cybersecurity software | Transaction security and virus protection software | |
| Web design software | Web page creation and editing software | |