From 85fb20a211596e333faa75214d286a5e0bfb310e Mon Sep 17 00:00:00 2001 From: skillfactor-pipeline Date: Fri, 14 Aug 2026 16:32:05 +0200 Subject: [PATCH] feat: rail-operations-manager skill package v0.1.0 --- PROVENANCE.md | 31 ++++ SKILL.md | 53 +++++++ manifest.json | 226 +++++++++++++++++++++++++++++ references/ai-skills.md | 306 ++++++++++++++++++++++++++++++++++++++++ references/market.md | 65 +++++++++ references/profile.md | 21 +++ references/skills.md | 131 +++++++++++++++++ references/tasks.md | 46 ++++++ references/tools.md | 167 ++++++++++++++++++++++ 9 files changed, 1046 insertions(+) create mode 100644 PROVENANCE.md create mode 100644 SKILL.md create mode 100644 manifest.json create mode 100644 references/ai-skills.md create mode 100644 references/market.md create mode 100644 references/profile.md create mode 100644 references/skills.md create mode 100644 references/tasks.md create mode 100644 references/tools.md diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..74c3be8 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — rail-operations-manager + +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 — rail-operations-manager + "ESCO (occupation & competences)" : 27 + "O*NET (tasks & tools)" : 179 + "Job boards (market evidence)" : 105 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 153 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 27 | 5.8 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 179 | 38.2 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 105 | 22.4 % | 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 | 1.1 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 153 | 32.6 % | 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..64c2462 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,53 @@ +--- +name: rail-operations-manager +description: "Occupational skill for the role 'rail operations manager' (also: train operations specialist, railway operations specialist, train operations manager, railway operations manager, rail control operator). Use when the user asks for typical rail operations manager work such as: typical rail operations manager responsibilities" +--- + +# Rail Operations Manager + +Rail operations managers are concerned with overseeing, designing, and controlling the processes of transport operation. Rail operation managers may work for rail operators concerning tasks such as managing the safe and efficient operation of transport services including customer relation tasks or the management of staff and work organisation in this field. Rail operation managers employed by infrastructure operators manage the efficient and safe use of the network. This includes the planning of timetables and the allocation of slots to customers. They plan the construction and maintenance work. + +## Core workflow + + +## 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) + +- assess performance of rail operations +- comply with legal regulations +- develop staff +- enforce railway safety regulations +- ensure client orientation +- health and safety measures in transportation +- maintain computerised records of railway traffic +- manage budgets +- manage staff +- modern power signalling systems +- perform rail operations risk management +- physical characteristics of railways +- plan railway incident mitigation measures +- process data from railway control rooms +- project management + +## Hot technologies + +- Adobe Acrobat +- Adobe Creative Cloud software +- Adobe Photoshop +- Amazon Web Services AWS software +- Apache Hadoop +- Apple macOS +- Atlassian Confluence +- Atlassian JIRA +- Autodesk AutoCAD +- Extensible markup language XML + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/98ad0008-13d9-4e9b-94bf-4f4a5faae764), O*NET 30.3 (11-1021.00, manual nearest match). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..8654afb --- /dev/null +++ b/manifest.json @@ -0,0 +1,226 @@ +{ + "name": "rail-operations-manager", + "title": "rail operations manager", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/98ad0008-13d9-4e9b-94bf-4f4a5faae764", + "esco_code": "1324.3.1.3", + "isco_group": "1324", + "onet_soc": "11-1021.00", + "crosswalk_match": "manual nearest via ISCO 1324 (General and Operations Managers)" + }, + "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": 0, + "dwas": 0, + "skills_essential": 20, + "skills_optional": 6, + "software": 0 + }, + "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 + }, + "wshobson/agents": { + "repo": "https://github.com/wshobson/agents", + "commit": "6fd3247", + "license": "MIT (c) Seth Hobson", + "skills": 1 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 2 + }, + "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 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 12 + }, + "nexscope-ai/eCommerce-Skills": { + "repo": "https://github.com/nexscope-ai/eCommerce-Skills", + "commit": "56f3288", + "license": "MIT", + "skills": 4 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 11 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "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": 4 + }, + "samber/cc-skills-golang": { + "repo": "https://github.com/samber/cc-skills-golang", + "commit": "4881c01", + "license": "MIT", + "skills": 1 + }, + "aaron-he-zhu/aaron-marketing-skills": { + "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills", + "commit": "b7b0b9f", + "license": "Apache-2.0", + "skills": 1 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 4 + }, + "Sushegaad/Claude-Skills-Governance-Risk-and-Compliance": { + "repo": "https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance", + "commit": "71d8920", + "license": "MIT", + "skills": 2 + }, + "OthmanAdi/langsmith-fetch-skill": { + "repo": "https://github.com/OthmanAdi/langsmith-fetch-skill", + "commit": "1a995f1", + "license": "MIT", + "skills": 1 + }, + "microsoft/power-platform-skills": { + "repo": "https://github.com/microsoft/power-platform-skills", + "commit": "0d7ed9a", + "license": "MIT", + "skills": 1 + }, + "OpenSenseNova/SenseNova-Skills": { + "repo": "https://github.com/OpenSenseNova/SenseNova-Skills", + "commit": "d8bb438", + "license": "MIT", + "skills": 12 + }, + "googleworkspace/cli": { + "repo": "https://github.com/googleworkspace/cli", + "commit": "a3768d0", + "license": "Apache-2.0", + "skills": 1 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 1 + }, + "microsoft/skills": { + "repo": "https://github.com/microsoft/skills", + "commit": "dc543aa", + "license": "MIT", + "skills": 1 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 4 + }, + "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 + }, + "ComPDFKit/compdf-skills": { + "repo": "https://github.com/ComPDFKit/compdf-skills", + "commit": "b77153e", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 1 + }, + "nexu-io/html-anything": { + "repo": "https://github.com/nexu-io/html-anything", + "commit": "aea7498", + "license": "Apache-2.0", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 78, + "adjacent": 2 + } + }, + "provenance": { + "items": { + "esco": 27, + "onet": 179, + "jobads": 105, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 153, + "stackx": 0 + }, + "share_percent": { + "esco": 5.8, + "onet": 38.2, + "jobads": 22.4, + "wiki_ai": 0.0, + "anthropic": 1.1, + "ai_skills": 32.6, + "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..07a42f4 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,306 @@ +# External AI agent skills — rail-operations-manager + +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` | core | 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: wshobson/agents + +- Repository: [https://github.com/wshobson/agents](https://github.com/wshobson/agents) (commit `6fd3247`, retrieved 2026-07-14) +- License: MIT (c) Seth Hobson + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `team-collaboration-dx-optimizer (agent)` | adjacent | Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed. | [source](https://github.com/wshobson/agents/tree/main/plugins/team-collaboration/agents/dx-optimizer.md) | + +## 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` | core | Penetration test and red team report writing methodology. Covers executive summary structuring (risk-led narrative for non-technical readers), technical finding format (title, severity, affected scope, narrative, reproduction steps, … | [source](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 | +|---|---|---|---| +| `inventory-optimizer` | core | Inventory management optimization skill with safety stock calculation, reorder point determination, and ABC analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/inventory-optimizer) | +| `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) | +| `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) | +| `context-engineering` | core | 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) | +| `unity-addressables` | core | Unity Addressables asset management skill for remote catalogs, content updates, asset bundles, and memory-efficient asset loading. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/unity-addressables) | +| `contingency-plan-builder` | core | Business continuity and contingency plan development skill for supply chain resilience | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/supply-chain/skills/contingency-plan-builder) | +| `predictive-maintenance-scheduler` | core | Predictive maintenance scheduling skill using telematics data and historical patterns to maximize fleet uptime | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/predictive-maintenance-scheduler) | +| `production-coordination` | core | Coordinate all aspects of live performance production including scheduling, technical requirements, artist contracts, venue logistics, and show documentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/arts-culture/skills/production-coordination) | +| `carbon-footprint-calculator` | core | Logistics carbon emission tracking and reduction planning skill supporting sustainability initiatives | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/carbon-footprint-calculator) | +| `labor-productivity-optimizer` | core | AI-powered workforce planning and task assignment skill to maximize warehouse labor efficiency | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/labor-productivity-optimizer) | +| `logistics-kpi-tracker` | core | Comprehensive logistics performance measurement skill with KPI tracking, benchmarking, and improvement recommendations | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/logistics-kpi-tracker) | + +## 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 | +|---|---|---|---| +| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) | + +## 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` | core | 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) | +| `carrier-relationship-management` | core | Codified expertise for managing carrier portfolios, negotiating freight rates, tracking carrier performance, allocating freight, and maintaining strategic carrier relationships. Informed by transportation managers with 15+ years … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/carrier-relationship-management) | +| `logistics-exception-management` | core | 日本語翻訳：このファイルは logistics-exception-management 用の日本語翻訳が必要です | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/docs/ja-JP/skills/logistics-exception-management) | +| `content-engine` | core | 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: 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 | +|---|---|---|---| +| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) | +| `operations-research-guide` | core | Optimization and operations research methods for business and logistics | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/business/operations-research-guide) | +| `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) | +| `codebook` | core | Auto-generates a Markdown codebook from a dataset (CSV, DTA, Excel, Parquet) with types and summary statistics. Use when documenting variables. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/29-quarcs-lab-project20XXy/dot-claude/skills/codebook) | + +## Source: ComPDFKit/compdf-skills + +- Repository: [https://github.com/ComPDFKit/compdf-skills](https://github.com/ComPDFKit/compdf-skills) (commit `b77153e`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `pdf-to-word-docx` | core | PDF to Word converts PDF to editable Word/DOCX with AI-powered layout analysis and table recognition, built on ComPDF Conversion SDK to better preserve tables, multi-column layouts, lists, and images for downstream editing. It fits … | [source](https://github.com/ComPDFKit/compdf-skills/tree/b77153e/skills/pdf-to-word-docx) | + +## 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 | +|---|---|---|---| +| `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) | +| `Excel Analysis` | core | Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/excel-analysis) | + +## Source: googleworkspace/cli + +- Repository: [https://github.com/googleworkspace/cli](https://github.com/googleworkspace/cli) (commit `a3768d0`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `persona-event-coordinator` | core | Plan and manage events — scheduling, invitations, and logistics. | [source](https://github.com/googleworkspace/cli/tree/a3768d0/skills/persona-event-coordinator) | + +## 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 | +|---|---|---|---| +| `twinmind-data-handling` | core | Handle TwinMind meeting data with GDPR compliance: transcript storage, memory vault management, data export, and deletion policies. Use when implementing data handling, or managing TwinMind meeting AI operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-data-handling) | +| `notion-load-scale` | core | High-volume Notion operations: parallel requests within 3 req/sec, worker queues, database pagination at scale, incremental sync for large workspaces, and memory management for bulk operations. Trigger with phrases like "notion scale", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/notion-pack/skills/notion-load-scale) | +| `volt-recon` | core | Firmware reconnaissance for takeover — inventory the MCU, peripherals, RTOS, protocols, OTA, power management, and assess code quality with risk flags. Use when asked to "understand this firmware", "device inventory", or "embedded … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/volt-recon) | +| `apify-cost-tuning` | core | Optimize Apify platform costs through memory tuning, compute unit management, and proxy budgeting. Use when analyzing Apify billing, reducing Actor run costs, or implementing usage monitoring and budget alerts. Trigger: "apify cost", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-cost-tuning) | +| `excel-formula-generator` | core | Generate excel formula generator operations. Auto-activating skill for Business Automation. Triggers on: excel formula generator, excel formula generator Part of the Business Automation skill category. Use when working with excel formula … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/excel-formula-generator) | +| `excel-macro-creator` | core | Create excel macro creator operations. Auto-activating skill for Business Automation. Triggers on: excel macro creator, excel macro creator Part of the Business Automation skill category. Use when working with excel macro creator … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/excel-macro-creator) | +| `memory-profiler-setup` | core | Configure memory profiler setup operations. Auto-activating skill for Performance Testing. Triggers on: memory profiler setup, memory profiler setup Part of the Performance Testing skill category. Use when working with memory profiler … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/10-performance-testing/memory-profiler-setup) | +| `maintainx-migration-deep-dive` | core | 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) | +| `excel-lbo-modeler` | core | Build leveraged buyout (LBO) models in Excel with debt schedules and IRR analysis. Use when structuring LBO transactions or analyzing PE returns. Trigger with phrases like ''excel lbo'', ''build lbo model'', ''calculate pe returns''. | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-lbo-modeler) | +| `excel-variance-analyzer` | core | Analyze budget vs actual variances in Excel with drill-down and root cause analysis. Use when performing variance analysis or explaining budget differences. Trigger with phrases like ''excel variance'', ''analyze budget variance'', … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-variance-analyzer) | +| `flexport-local-dev-loop` | core | Configure Flexport local development with mock API responses and testing. Use when setting up a development environment, creating mock shipment data, or establishing a fast iteration cycle for Flexport logistics integration. Trigger: … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-local-dev-loop) | +| `flexport-performance-tuning` | core | Optimize Flexport API performance with pagination tuning, response caching, parallel requests, and connection pooling for logistics data. Trigger: "flexport performance", "flexport slow API", "flexport caching", "optimize flexport". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-performance-tuning) | + +## Source: microsoft/power-platform-skills + +- Repository: [https://github.com/microsoft/power-platform-skills](https://github.com/microsoft/power-platform-skills) (commit `0d7ed9a`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `add-excel` | core | Adds Excel Online (Business) connector to a Power Apps code app. Use when reading or writing Excel workbook data from OneDrive or SharePoint. | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/code-apps/skills/add-excel) | + +## 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 | +|---|---|---|---| +| `azure-ai-translation-document-py` | core | Azure AI Document Translation SDK for batch translation of documents with format preservation. Use for translating Word, PDF, Excel, PowerPoint, and other document formats at scale. Triggers: "document translation", "batch translation", … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-python/skills/azure-ai-translation-document-py) | + +## 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 | +|---|---|---|---| +| `bom-cost-review` | core | Review a bill of materials for cost, risk, and supply exposure — cost rollup, top-10 cost drivers, single-source and EOL risk, MOQ vs forecast mismatch, cost-down candidates, and tariff/logistics sensitivity. Use when asked to review a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-hardware/skills/bom-cost-review) | +| `excel-model` | core | Build a real, formula-driven Excel (.xlsx) model — not a static table. Use when asked to build an Excel model, a financial model, a budget/forecast spreadsheet, or any .xlsx with live formulas a user can edit. Produces an actual .xlsx file … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-documents/skills/excel-model) | +| `logistics-incident-report` | core | Write up a supply chain disruption — port delay, carrier failure, customs hold, or in-transit damage — as a decision-ready incident report. Use when asked to document a shipment delay, write up a logistics failure, report a customs hold, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-supplychain/skills/logistics-incident-report) | +| `team-offsite-planner` | core | Plan a team offsite from goals to full agenda. Use when asked to plan a team offsite, away day, team retreat, quarterly offsite, or team-building event. Produces a full agenda, session designs, facilitation notes, and logistics checklist. | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-people/skills/team-offsite-planner) | + +## 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 | +|---|---|---|---| +| `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) | +| `managing-third-party-vendor-risk` | core | Build and run a third-party / vendor risk management (TPRM) program aligned to NIST SP 800-161 C-SCRM and NIST CSF 2.0 GV.SC: inventory and tier vendors by risk, send the right due-diligence questionnaire (SIG, CAIQ), review evidence (SOC … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/managing-third-party-vendor-risk) | +| `analyzing-memory-forensics-with-lime-and-volatility` | core | Performs Linux memory acquisition using LiME (Linux Memory Extractor) kernel module and analysis with Volatility 3 framework. Extracts process lists, network connections, bash history, loaded kernel modules, and injected code from Linux … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-forensics-with-lime-and-volatility) | +| `conducting-memory-forensics-with-volatility` | core | Performs memory forensics analysis using Volatility 3 to extract evidence of malware execution, process injection, network connections, and credential theft from RAM dumps captured during incident response. Covers memory acquisition, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/conducting-memory-forensics-with-volatility) | + +## Source: nexscope-ai/eCommerce-Skills + +- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ecommerce-returns-management` | core | Optimize e-commerce returns process and reduce return rates. Returns policy design, reverse logistics, root cause analysis, and customer retention through better returns experience. | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-returns-management) | +| `shopify-inventory-management` | core | Multi-location inventory — transfers, low stock alerts, demand forecasting, safety stock, ABC analysis | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/shopify-inventory-management) | +| `warehouse-optimization` | core | E-commerce warehouse and inventory optimization advisor. Analyzes inventory health, calculates safety stock and reorder points, performs ABC analysis, evaluates fulfillment costs, and provides actionable recommendations for improving … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/warehouse-optimization) | +| `cross-border-ecommerce` | core | Cross-border e-commerce expansion advisor. Scores target markets on 8 weighted dimensions (market size, ecommerce penetration, competition, regulatory complexity, logistics infrastructure, payment ecosystem, cultural distance, IP … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/cross-border-ecommerce) | + +## Source: nexu-io/html-anything + +- Repository: [https://github.com/nexu-io/html-anything](https://github.com/nexu-io/html-anything) (commit `aea7498`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `data-report` | core | 把 CSV/Excel/JSON 数据转成漂亮的可视化报告页 | [source](https://github.com/nexu-io/html-anything/tree/aea7498/next/src/lib/templates/skills/data-report) | + +## 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 | +|---|---|---|---| +| `ppt-keynote` | core | An operating-model redesign for a scaling logistics firm — the diagnosis, the target model, and the transition roadmap. Built as a decision-grade consulting deck for client sponsor, ops leaders. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/ppt-keynote) | + +## Source: OpenSenseNova/SenseNova-Skills + +- Repository: [https://github.com/OpenSenseNova/SenseNova-Skills](https://github.com/OpenSenseNova/SenseNova-Skills) (commit `d8bb438`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `excel-data-analysis-and-report-generation` | core | 从Excel提取多类型数据，并生成包含可视化图表与下载链接的综合分析报告。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-result-export/report-generation-export) | +| `category-filtering-and-difficulty-analysis` | core | 对Excel数据进行自定义分类统计、交叉分析与可视化，并基于多维度指标（如文本长度、术语密度、正则匹配等）进行综合评分与分级，适用于多类别数据分布统计及文本内容难度/质量评估场景。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-filtering/category-filtering) | +| `dynamic-large-file-parquet-analysis` | core | 动态统计Excel总行数，当数据量过大（≥10000行）时自动转换为Parquet格式加速读取，并对指定目标列进行条件筛选、分类汇总与结果导出，适用于超大体积Excel文件的快速读取与统计分析。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-table-styling/table-theme-styling) | +| `dynamic-percentage-and-large-file-analysis` | core | 根据文件行数动态切换大文件处理策略（Parquet转换），通过逐行扫描或列匹配提取关键指标并计算占比、均值等统计量，最终输出结构化Excel报告及可视化图表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-statistics/percentage-calculation) | +| `excel-multi-sheet-dynamic-analysis` | core | 用于分析包含多个Sheet的Excel文件，动态判断数据量级以决定是否转换为Parquet进行大文件处理，并支持跨Sheet的特定字段统计、数据清洗、交叉分析与可视化，最终生成带下载链接的汇总报告。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/specific-sheet-reading) | +| `excel-multi-sheet-threshold-analysis` | core | 统计多Sheet Excel总行数并根据规模选择处理策略，提取特定维度信息进行去重统计，并生成摘要与明细报表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/duplicate-removal) | +| `excel-smart-analysis-and-cleaning` | core | 对多 Sheet Excel 进行智能清洗、跨表核对与可视化分析。。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/missing-value-handling) | +| `excel-threshold-analysis-and-styling` | core | 根据 Excel 数据量级自动判断处理策略，执行数值列清洗、条件过滤，并使用 openpyxl 对符合条件的单元格进行样式标记与导出。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-filtering/threshold-filtering) | +| `group-by-analysis` | core | 对多 Sheet 的 Excel 文件进行行数统计、大文件 Parquet 转换预处理、数据清洗及分组聚合分析，并生成带样式标记的统计表与可视化图表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-analysis/group-by-analysis) | +| `large-excel-analysis-and-formatting` | core | 用于处理多Sheet大型Excel文件，支持大文件Parquet格式转换提速，并使用openpyxl生成带条件高亮和自定义样式的格式化Excel报告及下载链接。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/large-excel-reading) | +| `large-file-parquet-analysis-and-highlight` | core | 当Excel文件总行数超过1万行时，通过转换为Parquet格式提升读取性能，提取目标指标并计算最大值，最后将结果输出为Excel并对特定行进行高亮标注。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-cell-coloring/category-coloring) | +| `multi-file-excel-parquet-analysis` | core | 读取多 Sheet Excel 文件并统计规模，支持大文件向 Parquet 格式转换、分类数据统计及可视化报告生成。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/multi-file-reading) | + +## Source: OthmanAdi/langsmith-fetch-skill + +- Repository: [https://github.com/OthmanAdi/langsmith-fetch-skill](https://github.com/OthmanAdi/langsmith-fetch-skill) (commit `1a995f1`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `langsmith-fetch` | core | Debug LangChain and LangGraph agents by fetching execution traces from LangSmith Studio. Use when debugging agent behavior, investigating errors, analyzing tool calls, checking memory operations, or examining agent performance. … | [source](https://github.com/OthmanAdi/langsmith-fetch-skill/tree/1a995f1) | + +## 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 | +|---|---|---|---| +| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) | +| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) | +| `AgentDB Performance Optimization` | core | Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-optimization) | + +## Source: ruvnet/ruflo + +- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) | +| `AgentDB Memory Patterns` | core | 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) | +| `AgentDB Performance Optimization` | core | Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing memory usage, improving search speed, or scaling to millions of vectors. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-optimization) | + +## 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) | + +## 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` | core | Penetration test and red team report writing methodology. Covers executive summary structuring (risk-led narrative for non-technical readers), technical finding format (title, severity, affected scope, narrative, reproduction steps, … | [source](https://github.com/SnailSploit/Claude-Red/tree/aeb41ec/Skills/utility/offensive-reporting) | + +## Source: Sushegaad/Claude-Skills-Governance-Risk-and-Compliance + +- Repository: [https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance) (commit `71d8920`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `cis-controls` | core | Expert CIS Controls v8 (CIS Top 18) advisor — implementation group scoping (IG1/IG2/IG3), control gap assessments, safeguard-level guidance, asset inventory, software inventory, data protection, secure configuration, account management, … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/cis-controls/skills/cis-controls) | +| `tsa-compliance` | core | Expert TSA cybersecurity compliance advisor for critical infrastructure owners and operators. Use this skill whenever a user asks about TSA Security Directives for pipelines, freight railroads, passenger rail, public transit, or bus … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/tsa-compliance/skills/tsa-compliance) | + +## 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 | +|---|---|---|---| +| `regression-modeler` | core | Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language interpretation. Triggered by requests for regression modeling, fitting data, testing significance, … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/regression-modeler) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..5b8e070 --- /dev/null +++ b/references/market.md @@ -0,0 +1,65 @@ +# Market evidence report — rail-operations-manager + +Source: **8 real job ads** (JSearch API, countries: us 8), extracted into the MSSQL evidence store; as of 2026-07-19. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 6 | 75 % | +| senior | 2 | 25 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | regulatory compliance | 3 | 38 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Regional breakdown + +> **Corpus note:** 8 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +**Insufficient evidence** — 8 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### 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 | +|---|---| +| Assistant Terminal Manager - Rail Operations | 1 | +| Hybrid Rail Operations & Simulation Leader | 1 | +| Rail Operations and Maintenance Manager | 1 | +| Rail Operations Manager | 1 | +| Rail Operations Manager – 24/7 OCC Leader | 1 | +| Rail Operations Manager: Safety, People & Performance | 1 | +| Senior Railroad Operations Lead: Track Access & Scheduling | 1 | +| Sr. Rail Operations | 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..6b2dfea --- /dev/null +++ b/references/profile.md @@ -0,0 +1,21 @@ +# Occupation profile — rail operations manager + +- **ESCO URI:** http://data.europa.eu/esco/occupation/98ad0008-13d9-4e9b-94bf-4f4a5faae764 +- **ESCO code:** 1324.3.1.3 +- **ISCO-08 group:** 1324 — Supply, distribution and related managers + +## Description (ESCO) + +Rail operations managers are concerned with overseeing, designing, and controlling the processes of transport operation. Rail operation managers may work for rail operators concerning tasks such as managing the safe and efficient operation of transport services including customer relation tasks or the management of staff and work organisation in this field. Rail operation managers employed by infrastructure operators manage the efficient and safe use of the network. This includes the planning of timetables and the allocation of slots to customers. They plan the construction and maintenance work. + +## Definition + +nan + +## Alternative labels + +- train operations specialist +- railway operations specialist +- train operations manager +- railway operations manager +- rail control operator diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..dbf6373 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,131 @@ +# Competences — rail operations manager + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/98ad0008-13d9-4e9b-94bf-4f4a5faae764). + +## Essential + +- **assess performance of rail operations** (skill/competence) +- **comply with legal regulations** (skill/competence) +- **develop staff** (skill/competence) +- **enforce railway safety regulations** (skill/competence) +- **ensure client orientation** (skill/competence) +- **health and safety measures in transportation** (knowledge) +- **maintain computerised records of railway traffic** (skill/competence) +- **manage budgets** (skill/competence) +- **manage staff** (skill/competence) +- **modern power signalling systems** (knowledge) +- **perform rail operations risk management** (skill/competence) +- **physical characteristics of railways** (knowledge) +- **plan railway incident mitigation measures** (skill/competence) +- **process data from railway control rooms** (skill/competence) +- **project management** (knowledge) +- **rail disruption management** (knowledge) +- **rail infrastructure** (knowledge) +- **rail project financing** (knowledge) +- **railway framework legislation** (knowledge) +- **train planning** (knowledge) + +## Optional + +- design wayside signalling interlockings (skill/competence) +- ensure implementation of subsidence mitigation measures (skill/competence) +- have computer literacy (skill/competence) +- operate railway freight monitoring technologies (skill/competence) +- shunt inbound loads (skill/competence) +- work in a rail transport team (skill/competence) + + + +## Market evidence (job-ad analysis, 8 ads, as of 2026-07-19) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- regulatory compliance — **38 %** +- railroad operations — **25 %** +- rail operations — **25 %** +- employee training — **25 %** +- workforce planning — **25 %** +- traction power load flow simulation — **12 %** +- train movement oversight — **12 %** +- dot policy enforcement — **12 %** +- construction phasing analysis — **12 %** +- cost estimation — **12 %** +- budget management — **12 %** +- business development — **12 %** +- incident command — **12 %** +- incident investigation — **12 %** +- infrastructure planning — **12 %** +- intermodal operations — **12 %** +- maintenance management — **12 %** +- maintenance planning — **12 %** +- line operations supervision — **12 %** +- logistics — **12 %** +- operating plan development — **12 %** +- rail simulation modeling — **12 %** +- railroad operation analysis — **12 %** +- railroad operations supervision — **12 %** +- recruiting — **12 %** +- otp metric review — **12 %** +- performance management — **12 %** +- rolling stock performance evaluation — **12 %** +- safety compliance — **12 %** +- service plan development — **12 %** +- signal block layout design — **12 %** +- simulation modeling — **12 %** +- stakeholder coordination — **12 %** +- strategic planning — **12 %** +- strategy development — **12 %** + +### Methods + +- safety management systems — **12 %** +- predictive maintenance — **12 %** +- preventive maintenance — **12 %** +- business development — **12 %** +- computer simulation model development — **12 %** +- corrective maintenance — **12 %** +- technical report preparation — **12 %** + +### Responsibilities + +- team leadership — **25 %** +- safety performance management — **25 %** +- safety team coordination — **12 %** +- shipment coordination — **12 %** +- safety enforcement — **12 %** +- safe service delivery — **12 %** +- strategy development — **12 %** +- strategy participation — **12 %** +- staff assignment — **12 %** +- staff coordination — **12 %** +- staff development — **12 %** +- project coordination — **12 %** +- proposal preparation — **12 %** +- quality service assurance — **12 %** +- quality service delivery — **12 %** +- rail maintenance evaluation — **12 %** +- on-time service delivery — **12 %** +- operating costs estimates — **12 %** +- regulatory compliance — **12 %** +- rail operations oversight — **12 %** +- customer communication — **12 %** +- employee scheduling — **12 %** +- financial productivity management — **12 %** +- conflict resolution — **12 %** +- budget development — **12 %** +- client networking — **12 %** +- operation analysis — **12 %** +- operation oversight — **12 %** +- operations management — **12 %** +- operations supervision — **12 %** +- maintenance coordination — **12 %** +- model development — **12 %** +- maintenance program leadership — **12 %** +- liaison with stakeholders — **12 %** +- incident investigation — **12 %** +- workload evaluation — **12 %** +- yard security — **12 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..15ab767 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,46 @@ +# Tasks & work activities — rail operations manager + +Source: O*NET 30.3, occupation 11-1021.00 (General and Operations Managers) — manual nearest-occupation mapping via ISCO group 1324; the official ESCO crosswalk has no entry for this ESCO occupation. + +## Task statements + +- **[Supplemental]** Implement or oversee environmental management or sustainability programs addressing issues such as recycling, conservation, or waste management. +- **[Core]** Review financial statements, sales or activity reports, or other performance data to measure productivity or goal achievement or to identify areas needing cost reduction or program improvement. +- **[Core]** Direct administrative activities directly related to making products or providing services. +- **[Core]** Prepare staff work schedules and assign specific duties. +- **[Core]** Monitor suppliers to ensure that they efficiently and effectively provide needed goods or services within budgetary limits. +- **[Core]** Direct or coordinate financial or budget activities to fund operations, maximize investments, or increase efficiency. +- **[Core]** Establish or implement departmental policies, goals, objectives, or procedures in conjunction with board members, organization officials, or staff members. +- **[Core]** Perform personnel functions, such as selection, training, or evaluation. +- **[Core]** Plan or direct activities, such as sales promotions, that require coordination with other department managers. +- **[Supplemental]** Set prices or credit terms for goods or services, based on forecasts of customer demand. +- **[Supplemental]** Manage the movement of goods into and out of production facilities to ensure efficiency, effectiveness, or sustainability of operations. +- **[Core]** Direct and coordinate activities of businesses or departments concerned with the production, pricing, sales, or distribution of products. +- **[Supplemental]** Perform sales floor work, such as greeting or assisting customers, stocking shelves, or taking inventory. +- **[Supplemental]** Develop or implement product-marketing strategies, including advertising campaigns or sales promotions. +- **[Supplemental]** Direct non-merchandising departments of businesses, such as advertising or purchasing. +- **[Supplemental]** Recommend locations for new facilities, or oversee the remodeling or renovating of current facilities. +- **[Supplemental]** Plan store layouts or design displays. + +## Detailed work activities + +- Analyze data to inform operational decisions or activities. +- Analyze financial records to improve efficiency. +- Conduct employee training programs. +- Determine pricing or monetary policies. +- Determine resource needs. +- Develop marketing plans or strategies. +- Develop organizational goals or objectives. +- Develop organizational policies or programs. +- Direct financial operations. +- Direct organizational operations, projects, or services. +- Direct sales, marketing, or customer service activities. +- Hire personnel. +- Implement organizational process or policy changes. +- Manage construction activities. +- Manage environmental sustainability projects. +- Monitor performance of organizational members or partners. +- Plan facility layouts or designs. +- Prepare staff schedules or work assignments. +- Provide basic information to guests, visitors, or clients. +- Recommend organizational process or policy changes. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..8999c1c --- /dev/null +++ b/references/tools.md @@ -0,0 +1,167 @@ +# Tools & technology — rail operations manager + +Source: O*NET 30.3, occupation 11-1021.00 (General and Operations Managers) — manual nearest-occupation mapping via ISCO group 1324; the official ESCO crosswalk has no entry for this ESCO occupation. + +| Software | Category | Hot technology | +|---|---|---| +| Adobe Acrobat | Document management software | yes | +| Adobe Creative Cloud software | Graphics or photo imaging software | yes | +| Adobe Photoshop | Graphics or photo imaging software | yes | +| Amazon Web Services AWS software | Data base user interface and query software | yes | +| Apache Hadoop | Data base management system software | yes | +| Apple macOS | Operating system software | yes | +| Atlassian Confluence | Project management software | yes | +| Atlassian JIRA | Content workflow software | yes | +| Autodesk AutoCAD | Computer aided design CAD software | yes | +| Extensible markup language XML | Enterprise application integration software | yes | +| Facebook | Web page creation and editing software | yes | +| Google Analytics | Data mining software | yes | +| Google Docs | Word processing software | yes | +| HubSpot software | Sales and marketing software | yes | +| IBM SPSS Statistics | Analytical or scientific software | yes | +| Intuit QuickBooks | Accounting software | yes | +| Kronos Workforce Timekeeper | Time accounting software | yes | +| Marketo Marketing Automation | Sales and marketing software | yes | +| Microsoft Access | Data base user interface and query software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Project | Project management software | yes | +| Microsoft SharePoint | Document management software | yes | +| Microsoft SQL Server | Data base user interface and query software | yes | +| Microsoft Visio | Process mapping and design software | yes | +| Microsoft Visual Basic | Development environment software | yes | +| Microsoft Visual Basic for Applications VBA | Development environment software | yes | +| Microsoft Windows | Operating system software | yes | +| Microsoft Word | Word processing software | yes | +| Mozilla Firefox | Internet browser software | yes | +| Oracle Database | Data base user interface and query software | yes | +| Oracle PeopleSoft | Enterprise resource planning ERP software | yes | +| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes | +| PostgreSQL | Object oriented data base management software | yes | +| Puppet | Configuration management software | yes | +| R | Object or component oriented development software | yes | +| Salesforce software | Customer relationship management CRM software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| SAS | Analytical or scientific software | yes | +| Shell script | Operating system software | yes | +| Slack | Cloud-based data access and sharing software | yes | +| Splunk Enterprise | Cloud-based management software | yes | +| Structured query language SQL | Data base user interface and query software | yes | +| Tableau | Business intelligence and data analysis software | yes | +| Teradata Database | Data base management system software | yes | +| The MathWorks MATLAB | Analytical or scientific software | yes | +| Yardi software | Data base user interface and query software | yes | +| Act! | Customer relationship management CRM software | | +| ActionWare | Customer relationship management CRM software | | +| ADP Workforce Now | Human resources software | | +| Airtable | Data base user interface and query software | | +| AMG Teleran SalesInSync | Customer relationship management CRM software | | +| Apple Final Cut Pro | Video creation and editing software | | +| Apple Keynote | Presentation software | | +| Avidian Technologies Prophet | Customer relationship management CRM software | | +| Blackbaud The Raiser's Edge | Customer relationship management CRM software | | +| Blackboard software | Data base user interface and query software | | +| Citrix cloud computing software | Access software | | +| CNC Mastercam | Computer aided manufacturing CAM software | | +| Customer information control system CICS | Transaction server software | | +| Database software | Data base user interface and query software | | +| Datawatch Monarch | Data mining software | | +| Deacom ERP | Enterprise resource planning ERP software | | +| Delphi Technology | Financial analysis software | | +| Dropbox | Cloud-based data access and sharing software | | +| Dynamic Energy Systems MedAct | Medical software | | +| Eko | Desktop communications software | | +| Evernote | Word processing software | | +| FileMaker Pro | Data base user interface and query software | | +| Flipgrid | Video creation and editing software | | +| Fund accounting software | Accounting software | | +| Geographic information system GIS software | Geographic information system | | +| Google Ads | Sales and marketing software | | +| Google Drive | Cloud-based data access and sharing software | | +| Google Slides | Presentation software | | +| GroupMe | Instant messaging software | | +| HEAT Software GoldMine | Customer relationship management CRM software | | +| Human resource management software HRMS | Human resources software | | +| IBM Cognos Impromptu | Business intelligence and data analysis software | | +| IBM Domino | Communications server software | | +| IBM InfoSphere DataStage | Enterprise application integration software | | +| IBM Notes | Electronic mail software | | +| IBM Power Systems software | Enterprise system management software | | +| InnQuest Software roomMaster | Facilities management software | | +| Job control language JCL | Operating system software | | +| Kronos Workforce Payroll | Time accounting software | | +| LexisNexis | Information retrieval or search software | | +| LinkedIn | Web page creation and editing software | | +| LSA Visual Easy Lean | Materials requirements planning logistics and supply chain software | | +| Maximizer Software Maximizer Enterprise | Customer relationship management CRM software | | +| McAfee | Transaction security and virus protection software | | +| Medical condition coding software | Medical software | | +| Microsoft Dynamics | Enterprise resource planning ERP software | | +| Microsoft Dynamics GP | Enterprise resource planning ERP software | | +| Microsoft Exchange | Electronic mail software | | +| Microsoft FrontPage | Web page creation and editing software | | +| Microsoft Internet Explorer | Internet browser software | | +| Microsoft OneNote | Word processing software | | +| Microsoft Publisher | Desktop publishing software | | +| MicroStrategy | Business intelligence and data analysis software | | +| Minitab | Analytical or scientific software | | +| Mozilla Thunderbird | Electronic mail software | | +| Nagios | Network monitoring software | | +| NetSuite ERP | Enterprise resource planning ERP software | | +| NetSuite NetCRM | Customer relationship management CRM software | | +| NortonLifeLock cybersecurity software | Transaction security and virus protection software | | +| Oracle Business Intelligence Enterprise Edition | Business intelligence and data analysis software | | +| Oracle E-Business Suite Financials | Financial analysis software | | +| Oracle Eloqua | Customer relationship management CRM software | | +| Oracle Fusion Applications | Enterprise resource planning ERP software | | +| Oracle Hyperion | Enterprise resource planning ERP software | | +| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software | | +| Oracle PeopleSoft Financials | Enterprise resource planning ERP software | | +| Oracle Solaris | Operating system software | | +| Oracle Taleo | Human resources software | | +| Payroll software | Time accounting software | | +| Personnel scheduling software | Human resources software | | +| Qlik Tech QlikView | Business intelligence and data analysis software | | +| Quest Erwin Data Modeler | Metadata management software | | +| Realization Streamliner | Project management software | | +| Sage 50 Accounting | Accounting software | | +| Sage MAS 500 | Financial analysis software | | +| Salesforce.com Salesforce CRM | Customer relationship management CRM software | | +| SAP Business Objects | Enterprise resource planning ERP software | | +| SAP Crystal Reports | Data base reporting software | | +| Savant MobileRanger | Data base user interface and query software | | +| Screencastify | Video creation and editing software | | +| SeaMonkey | Internet browser software | | +| Siemens NX | Computer aided manufacturing CAM software | | +| Social media sites | Web page creation and editing software | | +| Software on Sailboats Desktop Sales Manager | Customer relationship management CRM software | | +| StataCorp Stata | Analytical or scientific software | | +| Sugar CRM | Customer relationship management CRM software | | +| Supervisory control and data acquisition SCADA software | Industrial control software | | +| Tax software | Accounting software | | +| Vanguard Software Vanguard Sales Manager | Customer relationship management CRM software | | +| Veritas NetBackup | Backup or archival software | | +| vtiger CRM | Customer relationship management CRM software | | +| YouTube | Video creation and editing software | | + + + +## Market evidence (job-ad analysis, 8 ads, as of 2026-07-19) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- Microsoft Excel — **12 %** +- Microsoft Outlook — **12 %** +- Microsoft Teams — **12 %** +- Microsoft Word — **12 %** +- MS Excel — **12 %** +- MS Word — **12 %** +- CMMS — **12 %** +- asset management systems — **12 %** +- performance reporting tools — **12 %** + +