feat: rail-logistics-coordinator skill package v0.1.0

2026-08-14 19:17:10 +02:00
commit d30b763d78
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — rail-logistics-coordinator
+
+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-logistics-coordinator
+    "ESCO (occupation & competences)" : 27
+    "O*NET (tasks & tools)" : 89
+    "Job boards (market evidence)" : 48
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 153
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 27 | 8.4 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 89 | 27.6 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 48 | 14.9 % | 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 | 1.6 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 153 | 47.5 % | 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).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,61 @@
+---
+name: rail-logistics-coordinator
+description: "Occupational skill for the role 'rail logistics coordinator' (also: rail transportation specialist, rail transportation coordinator, rail logistics analyst, railway logistics analyst, railway transportation specialist). Use when the user asks for typical rail logistics coordinator work such as: Prepare or review engineering studies or specifications.; Direct urban traffic counting programs.; Develop or test new methods or models of transportation analysis."
+---
+
+# Rail Logistics Coordinator
+
+Rail logistics coordinators manage shipments by rail including or excluding other transport modes. They coordinate the timely allocation of transport means and equipment and ensure a timely delivery. They design and maintain efficient supply chains for clients and shippers.
+
+## Core workflow
+
+1. Prepare or review engineering studies or specifications.
+2. Direct urban traffic counting programs.
+3. Develop or test new methods or models of transportation analysis.
+4. Define or update information such as urban boundaries or classification of roadways.
+5. Analyze information from traffic counting programs.
+6. Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations.
+7. Prepare reports or recommendations on transportation planning.
+8. Produce environmental documents, such as environmental assessments or environmental impact statements.
+
+## 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)
+
+- analyse transportation costs
+- apply transportation management concepts
+- comply with railway safety standards
+- enforce railway safety regulations
+- ensure compliance with shipment regulations
+- handle shipment documentation
+- health and safety measures in transportation
+- keep track of shipment payments
+- manage shipment risks
+- markets for modes of transport
+- multimodal transport logistics
+- negotiate logistics services
+- operate railway communication systems
+- prepare freight shipment reports
+- prepare shipments in time
+
+## Hot technologies
+
+- IBM SPSS Statistics
+- SAS
+- Microsoft Power BI
+- Tableau
+- Autodesk AutoCAD
+- Autodesk AutoCAD Civil 3D
+- Bentley MicroStation
+- Microsoft Access
+- Structured query language SQL
+- Adobe InDesign
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/279c0ab1-212b-4e89-a41f-048f5de9dadf), O*NET 30.3 (19-3099.01). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,226 @@
+{
+  "name": "rail-logistics-coordinator",
+  "title": "rail logistics coordinator",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/279c0ab1-212b-4e89-a41f-048f5de9dadf",
+    "esco_code": "4323.12",
+    "isco_group": "4323",
+    "onet_soc": "19-3099.01",
+    "crosswalk_match": "closeMatch"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 22,
+    "dwas": 21,
+    "skills_essential": 20,
+    "skills_optional": 6,
+    "software": 45
+  },
+  "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
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 12
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 12
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 2
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 8
+      },
+      "avelikiy/great_cto": {
+        "repo": "https://github.com/avelikiy/great_cto",
+        "commit": "4fe1e39",
+        "license": "MIT",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 4
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 4
+      },
+      "hypnguyen1209/offensive-claude": {
+        "repo": "https://github.com/hypnguyen1209/offensive-claude",
+        "commit": "4d62be7",
+        "license": "MIT",
+        "skills": 2
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 11
+      },
+      "Sushegaad/Claude-Skills-Governance-Risk-and-Compliance": {
+        "repo": "https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance",
+        "commit": "71d8920",
+        "license": "MIT",
+        "skills": 2
+      },
+      "trailofbits/skills": {
+        "repo": "https://github.com/trailofbits/skills",
+        "commit": "cfe5d7b",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "secondsky/claude-skills": {
+        "repo": "https://github.com/secondsky/claude-skills",
+        "commit": "c4889f6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "open-gitagent/opengap": {
+        "repo": "https://github.com/open-gitagent/opengap",
+        "commit": "d7a8e2e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "backnotprop/plannotator": {
+        "repo": "https://github.com/backnotprop/plannotator",
+        "commit": "29513e1",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "microsoft/power-platform-skills": {
+        "repo": "https://github.com/microsoft/power-platform-skills",
+        "commit": "0d7ed9a",
+        "license": "MIT",
+        "skills": 1
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "OpenSenseNova/SenseNova-Skills": {
+        "repo": "https://github.com/OpenSenseNova/SenseNova-Skills",
+        "commit": "d8bb438",
+        "license": "MIT",
+        "skills": 3
+      },
+      "ahacker-1/cre-agent-skills": {
+        "repo": "https://github.com/ahacker-1/cre-agent-skills",
+        "commit": "618734e",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 79,
+      "adjacent": 1
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 27,
+      "onet": 89,
+      "jobads": 48,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 153,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 8.4,
+      "onet": 27.6,
+      "jobads": 14.9,
+      "wiki_ai": 0.0,
+      "anthropic": 1.6,
+      "ai_skills": 47.5,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,306 @@
+# External AI agent skills — rail-logistics-coordinator
+
+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 |
+|---|---|---|---|
+| `file-conversion` | core | Convert files between formats — PDF to Word, HEIC to JPG, MP4 to MP3, CSV to JSON, EPUB to MOBI, and 999 total routes across images, video, audio, documents, data, fonts, ebooks, and archives. Free via changethisfile.com, no API key or … | [source](https://github.com/wshobson/agents/tree/main/plugins/file-conversion/skills/file-conversion) |
+
+## 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 |
+|---|---|---|---|
+| `shipment-visibility-tracker` | core | Real-time shipment monitoring and exception management skill with proactive alerting and customer communication | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/shipment-visibility-tracker) |
+| `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) |
+| `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) |
+| `cross-dock-orchestrator` | core | Flow-through logistics process coordination skill to minimize storage time and accelerate product movement | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/cross-dock-orchestrator) |
+| `supply-chain-visibility-integrator` | core | End-to-end supply chain visibility integration skill connecting systems and data sources | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/supply-chain/skills/supply-chain-visibility-integrator) |
+| `transportation-spend-analyzer` | core | Freight spend analysis and benchmarking skill for cost optimization and carrier negotiation support | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/transportation-spend-analyzer) |
+| `cost-to-serve-analyzer` | core | Supply chain cost-to-serve analysis skill by customer, product, or channel | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/supply-chain/skills/cost-to-serve-analyzer) |
+| `route-optimization-engine` | core | AI-powered route planning and optimization skill using advanced algorithms (VRP, TSP) to minimize transportation costs, reduce delivery times, and maximize vehicle utilization | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/route-optimization-engine) |
+| `load-optimization-calculator` | core | AI-powered load building and consolidation skill to maximize trailer utilization and reduce transportation costs | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/load-optimization-calculator) |
+| `driver-scheduling-optimizer` | core | Automated driver assignment and hours of service compliance skill ensuring regulatory compliance and operational efficiency | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/driver-scheduling-optimizer) |
+| `early-warning-monitor` | core | Continuous supplier and supply chain risk monitoring with automated alerts | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/supply-chain/skills/early-warning-monitor) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `energy-procurement` | core | 電気とガス調達、料金最適化、需要料金管理、再生可能エネルギーPPA評価、およびマルチファシリティーエネルギー戦略のための符号化された専門知識。 Codified expertise for electricity and gas procurement, tariff optimization, demand charge management, renewable PPA evaluation, and multi-facility energy cost … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/docs/ja-JP/skills/energy-procurement) |
+| `quality-nonconformance` | core | Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing. Informed by quality engineers with 15+ years experience across FDA, … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/quality-nonconformance) |
+
+## Source: ahacker-1/cre-agent-skills
+
+- Repository: [https://github.com/ahacker-1/cre-agent-skills](https://github.com/ahacker-1/cre-agent-skills) (commit `618734e`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cre-office` | core | CRE Office analysis suite - 8 specialist skills for U.S. office acquisitions, refinancings, lease-up, tenant credit, TI/LC underwriting, financing fit, and investment committee memo writing. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-office) |
+
+## Source: avelikiy/great_cto
+
+- Repository: [https://github.com/avelikiy/great_cto](https://github.com/avelikiy/great_cto) (commit `4fe1e39`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `vertical-logistics` | core | Domain knowledge for the logistics & supply-chain vertical (SMB shipping & inventory) so architect and pm don't spec naively. Covers the vocabulary (TMS vs WMS, multi-carrier rate shopping, dimensional weight, BOL/ASN, lot/batch, reorder … | [source](https://github.com/avelikiy/great_cto/tree/4fe1e39/skills/vertical-logistics) |
+
+## Source: backnotprop/plannotator
+
+- Repository: [https://github.com/backnotprop/plannotator](https://github.com/backnotprop/plannotator) (commit `29513e1`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `review-renovate` | core | Review Renovate bot PRs that update GitHub Actions dependencies. Verifies supply chain integrity by checking pinned commit SHAs against upstream tagged releases, reviews changelogs for breaking changes, and confirms compatibility with … | [source](https://github.com/backnotprop/plannotator/tree/29513e1/.agents/skills/review-renovate) |
+| `update-deps` | core | Audit and update npm/Bun dependencies with supply chain integrity checks — verifies maintainers, publish age, tarball diffs, and provenance before bumping. Defers risky packages to ~/.supply-chain/notes/. | [source](https://github.com/backnotprop/plannotator/tree/29513e1/.agents/skills/update-deps) |
+
+## Source: basicmachines-co/basic-memory
+
+- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-tasks` | core | Task management via Basic Memory schemas: create, track, and resume structured tasks that survive context compaction. Uses BM's schema system for uniform notes queryable through the knowledge graph. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-tasks) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `agent-memory-mcp` | core | A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-mcp) |
+| `supply-chain-guard` | core | Detect and remediate software supply chain attacks in npm, PyPI, crates.io, GitHub Actions, and CI/CD pipelines by scanning for known compromised packages, malicious versions, filesystem IOCs, C2 indicators, and CI/CD misconfigurations. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/security/supply-chain-guard) |
+| `vulnerability-scanner` | core | Advanced vulnerability analysis principles. OWASP 2025, Supply Chain Security, attack surface mapping, risk prioritization. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/security/vulnerability-scanner) |
+| `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: hypnguyen1209/offensive-claude
+
+- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `vulnerability-analysis` | core | Use when auditing source code for vulnerabilities — drive CodeQL/Semgrep/Joern to taint untrusted data source-to-sink across injection, memory safety, deserialization/prototype-pollution, secrets/crypto/authz/race, and supply-chain risks | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/vulnerability-analysis) |
+| `cicd-supply-chain` | core | Use when attacking or auditing a CI/CD pipeline or software supply chain — pwn requests, poisoned pipeline execution, compromised/mutable-tag actions, dependency confusion, registry worms, runner backdoors, OIDC trust abuse, SLSA/provenance | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/cicd-supply-chain) |
+
+## 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 |
+|---|---|---|---|
+| `flexport-data-handling` | core | Implement data handling for Flexport supply chain data including PII redaction, shipment data retention, GDPR compliance, and secure document management. Trigger: "flexport data handling", "flexport PII", "flexport GDPR", "flexport data … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-data-handling) |
+| `flexport-deploy-integration` | core | Deploy Flexport logistics integrations to Vercel, Fly.io, and Cloud Run. Use when deploying shipment tracking dashboards, webhook receivers, or supply chain automation services to production infrastructure. Trigger: "deploy flexport", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-deploy-integration) |
+| `flexport-prod-checklist` | core | Execute Flexport production deployment checklist for logistics integrations. Use when deploying shipment tracking, booking automation, or supply chain integrations to production with proper monitoring and rollback. Trigger: "flexport … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-prod-checklist) |
+| `flexport-core-workflow-a` | core | Execute Flexport primary workflow: shipment booking and purchase order management. Use when creating bookings, managing purchase orders, tracking freight, or building the core shipment lifecycle integration. Trigger: "flexport booking", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-core-workflow-a) |
+| `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) |
+| `warden-recon` | core | Security reconnaissance — full inventory of secrets management, IAM, dependencies, auth, encryption, audit logging, and compliance gaps. Use when asked about "security posture", "how secure is this", or "security assessment". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/warden-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) |
+| `flexport-sdk-patterns` | core | Apply production-ready Flexport API patterns for TypeScript and Python. Use when building typed HTTP clients, implementing pagination, or establishing team coding standards for Flexport logistics integration. Trigger: "flexport SDK … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-sdk-patterns) |
+| `flexport-reference-architecture` | core | Implement Flexport reference architecture for supply chain integrations with best-practice project layout, service boundaries, and data flow. Trigger: "flexport architecture", "flexport project structure", "flexport system design".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-reference-architecture) |
+| `flexport-incident-runbook` | core | Execute Flexport incident response for API outages, webhook failures, and supply chain data sync issues with triage and mitigation steps. Trigger: "flexport incident", "flexport outage", "flexport down", "flexport emergency".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-incident-runbook) |
+| `warden` | core | Security engineer — IAM, secrets, threat modeling, hardening, auth, and supply chain security. | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/warden) |
+| `flexport-hello-world` | core | Create a minimal working Flexport example \u2014 list shipments and\ \ track containers.\nUse when starting a new Flexport integration, testing your\ \ setup,\nor learning the Flexport REST API v2 patterns.\nTrigger: \"flexport hello\ \ … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-hello-world) |
+
+## 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 |
+|---|---|---|---|
+| `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 |
+|---|---|---|---|
+| `verifying-build-provenance-with-slsa-sigstore` | core | Verify signed artifacts and SLSA build provenance with Sigstore cosign and slsa-verifier, enforce keyless OIDC identity, and apply SLSA Build levels to harden the software supply chain. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/verifying-build-provenance-with-slsa-sigstore) |
+| `implementing-code-signing-for-artifacts` | core | This skill covers implementing code signing for build artifacts to ensure integrity and authenticity throughout the software supply chain. It addresses signing binaries, packages, and containers using GPG, Sigstore, and platform-specific … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-code-signing-for-artifacts) |
+| `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-sbom-for-supply-chain-vulnerabilities` | core | Parses Software Bill of Materials (SBOM) in CycloneDX and SPDX JSON formats to identify supply chain vulnerabilities by correlating components against the NVD CVE database via the NVD 2.0 API. Builds dependency graphs, calculates risk … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-sbom-for-supply-chain-vulnerabilities) |
+| `analyzing-supply-chain-malware-artifacts` | core | Investigate supply chain attack artifacts including trojanized software updates, compromised build pipelines, and sideloaded dependencies to identify intrusion vectors and scope of compromise. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-supply-chain-malware-artifacts) |
+| `hunting-for-supply-chain-compromise` | core | Hunt for supply chain compromise indicators including trojanized software updates, compromised dependencies, unauthorized code modifications, and tampered build artifacts. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/hunting-for-supply-chain-compromise) |
+| `implementing-supply-chain-security-with-in-toto` | core | Implement software supply chain integrity verification for container builds using the in-toto framework to create cryptographically signed attestations across CI/CD pipeline steps. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-supply-chain-security-with-in-toto) |
+| `performing-supply-chain-attack-simulation` | core | Simulate and detect software supply chain attacks including typosquatting detection via Levenshtein distance, dependency confusion testing against private registries, package hash verification with pip, and known vulnerability scanning … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-supply-chain-attack-simulation) |
+| `detecting-supply-chain-attacks-in-ci-cd` | core | Scans GitHub Actions workflows and CI/CD pipeline configurations for supply chain attack vectors including unpinned actions, script injection via expressions, dependency confusion, and secrets exposure. Uses PyGithub and YAML parsing for … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-supply-chain-attacks-in-ci-cd) |
+| `securing-github-actions-workflows` | core | This skill covers hardening GitHub Actions workflows against supply chain attacks, credential theft, and privilege escalation. It addresses pinning actions to SHA digests, minimizing GITHUB_TOKEN permissions, protecting secrets from … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/securing-github-actions-workflows) |
+| `analyzing-linux-kernel-rootkits` | core | Detect kernel-level rootkits in Linux memory dumps using Volatility3 linux plugins (check_syscall, lsmod, hidden_modules), rkhunter system scanning, and /proc vs /sys discrepancy analysis to identify hooked syscalls, hidden kernel modules, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-linux-kernel-rootkits) |
+
+## 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) |
+| `supply-chain-optimization-tiktok` | core | Supply Chain Bottleneck Analyzer for TikTok Shop sellers. Diagnose cash flow, inventory turnover, affiliate commissions, and return rates. Includes FBT cost analysis, influencer payout optimization, and viral product lifecycle management. … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/supply-chain-optimization/supply-chain-optimization-tiktok) |
+| `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) |
+| `supply-chain-optimization-shopify` | core | Supply Chain Bottleneck Analyzer for Shopify/DTC stores. Diagnose cash flow, inventory, shipping costs, and customer acquisition efficiency. Includes CAC/LTV analysis, 3PL cost optimization, and ad spend benchmarks. No API key required for … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/supply-chain-optimization/supply-chain-optimization-shopify) |
+| `supply-chain-optimization-walmart` | core | Supply Chain Bottleneck Analyzer for Walmart Marketplace sellers. Diagnose cash flow, inventory, WFS costs, and referral fees. Includes comparison with Amazon FBA, lower storage fee optimization, and Walmart Connect ad spend analysis. No … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/supply-chain-optimization/supply-chain-optimization-walmart) |
+| `supply-chain-optimization-amazon-lite` | core | Supply Chain Optimization (Lite) - Diagnose bottlenecks and provide cost reduction strategies through conversation | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/supply-chain-optimization/supply-chain-optimization-amazon) |
+| `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) |
+| `ecommerce-email-marketing-builder` | core | E-commerce email marketing system builder. Creates complete email automation flows with full copywriting, subject lines, ESP setup instructions, segmentation rules, and annual campaign calendars. Generates copy-paste-ready email sequences … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-email-marketing-builder) |
+
+## Source: open-gitagent/opengap
+
+- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `document-review` | core | Reviews financial documents (prospectuses, ADVs, marketing materials) for FINRA 2210 compliance, required disclosures, and balanced presentation. Use when reviewing financial statements, audit documents, regulatory filings, or when the … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/full/skills/document-review) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) |
+
+## 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: secondsky/claude-skills
+
+- Repository: [https://github.com/secondsky/claude-skills](https://github.com/secondsky/claude-skills) (commit `c4889f6`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `dependency-upgrade` | core | Secure dependency upgrades with supply chain protection, cooldowns, and staged rollout. Use when upgrading deps, configuring security policies, or preventing supply chain attacks. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/dependency-upgrade/skills/dependency-upgrade) |
+
+## 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 |
+|---|---|---|---|
+| `ism` | core | Expert Australian Information Security Manual (ISM) advisor for government entities and their supply chains. Use for ISM control selection, gap analysis, system authorisation, IRAP assessment preparation, security documentation, and ASD … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/ism/skills/ism) |
+| `nzism` | core | Expert New Zealand Information Security Manual (NZISM) advisor for NZ government agencies and their supply chains. Use for NZISM control guidance, gap analysis, agency security obligations, classification framework (Unclassified through … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/nzism/skills/nzism) |
+
+## 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 |
+|---|---|---|---|
+| `supply-chain-risk-auditor` | core | Identifies dependencies at heightened risk of exploitation or takeover. Use when assessing supply chain attack surface, evaluating dependency health, or scoping security engagements. | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/supply-chain-risk-auditor/skills/supply-chain-risk-auditor) |
+
+## 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) |
+
+## Source: zebbern/claude-code-guide
+
+- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `dataset-quality-audit` | core | Run comprehensive quality checks on tabular data (CSV/Excel/TSV/JSON), detecting missing values, duplicates, outliers, format issues, and type inconsistencies to produce an overall score, grade, and actionable suggestions. Triggered when … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/dataset-quality-audit) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,89 @@
+# Market evidence report — rail-logistics-coordinator
+
+Source: **19 real job ads** (JSearch API, countries: us 11, gb 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 | 15 | 79 % |
+| junior | 3 | 16 % |
+| n/a | 1 | 5 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Microsoft Excel | 6 | 32 % |
+| 2 | Microsoft Office | 5 | 26 % |
+| 3 | ERP systems | 3 | 16 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | logistics coordination | 9 | 47 % |
+| 2 | data analysis | 4 | 21 % |
+| 3 | shipment coordination | 3 | 16 % |
+| 4 | supply chain management | 3 | 16 % |
+| 5 | transportation planning | 3 | 16 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | continuous improvement | 3 | 16 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | customer communication | 3 | 16 % |
+
+## Regional breakdown
+
+> **Corpus note:** 19 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** — 11 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 8 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 |
+|---|---|
+| Heavy-Haul Logistics Coordinator - On-Site Rail & Shipments | 1 |
+| Heavy-Haul Logistics Coordinator: Rail & Oversize Shipping | 1 |
+| Intermodal Logistics Coordinator - Routing | 1 |
+| Logistics & Freight Coordination Specialist | 1 |
+| Logistics Coordinator – Manufacturing & Transportation | 1 |
+| Logistics Coordinator - Rail, BRS | 1 |
+| Logistics Coordinator, Heavy Haul | 1 |
+| Logistics Coordinator: PL Ops & OTIF Champion | 1 |
+| Logistics Coordinator: Rail & Trucking Ops & Shipments | 1 |
+| Logistics Specialist - Rail | 1 |
+| Mainland Logistics Coordinator: 3PL Ops & OTIF Champion | 1 |
+| Manager of Logistics | 1 |
+| Rail Logistics & Billing Coordinator | 1 |
+| Rail Logistics Coordinator - Manufacturing & Compliance | 1 |
+| Rail Logistics Specialist - Shipping & Scheduling | 1 |
+| Rail Yard Logistics Coordinator | 1 |
+| Title
+            
+                
+                    Logistics Coordinator-ROAR | 1 |
+| Transportation Coordinator | 1 |
+| Transportation Logistics Specialist | 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.
--- a/references/profile.md
+++ b/references/profile.md
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+# Occupation profile — rail logistics coordinator
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/279c0ab1-212b-4e89-a41f-048f5de9dadf
+- **ESCO code:** 4323.12
+- **ISCO-08 group:** 4323 — Transport clerks
+- **O*NET-SOC:** 19-3099.01 — Transportation Planners (match: closeMatch)
+
+## Description (ESCO)
+
+Rail logistics coordinators manage shipments by rail including or excluding other transport modes. They coordinate the timely allocation of transport means and equipment and ensure a timely delivery. They design and maintain efficient supply chains for clients and shippers.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- rail transportation specialist
+- rail transportation coordinator
+- rail logistics analyst
+- railway logistics analyst
+- railway transportation specialist
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,59 @@
+# Competences — rail logistics coordinator
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/279c0ab1-212b-4e89-a41f-048f5de9dadf).
+
+## Essential
+
+- **analyse transportation costs** (skill/competence)
+- **apply transportation management concepts** (skill/competence)
+- **comply with railway safety standards** (skill/competence)
+- **enforce railway safety regulations** (skill/competence)
+- **ensure compliance with shipment regulations** (skill/competence)
+- **handle shipment documentation** (skill/competence)
+- **health and safety measures in transportation** (knowledge)
+- **keep track of shipment payments** (skill/competence)
+- **manage shipment risks** (skill/competence)
+- **markets for modes of transport** (knowledge)
+- **multimodal transport logistics** (knowledge)
+- **negotiate logistics services** (skill/competence)
+- **operate railway communication systems** (skill/competence)
+- **prepare freight shipment reports** (skill/competence)
+- **prepare shipments in time** (skill/competence)
+- **resolve shipment issues** (skill/competence)
+- **track shipments** (skill/competence)
+- **track shipping sites** (skill/competence)
+- **use different communication channels** (skill/competence)
+- **work in a logistics team** (skill/competence)
+
+## Optional
+
+- build business relationships (skill/competence)
+- comprehend financial business terminology (skill/competence)
+- maintain financial records (skill/competence)
+- physical characteristics of railways (knowledge)
+- shunt inbound loads (skill/competence)
+- statistics (knowledge)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 19 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- logistics coordination — **47 %**
+- data analysis — **21 %**
+- shipment coordination — **16 %**
+- supply chain management — **16 %**
+- transportation planning — **16 %**
+
+### Methods
+
+- continuous improvement — **16 %**
+
+### Responsibilities
+
+- customer communication — **16 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,52 @@
+# Tasks & work activities — rail logistics coordinator
+
+Source: O*NET 30.3, occupation 19-3099.01 (Transportation Planners).
+
+## Task statements
+
+- **[Core]** Prepare or review engineering studies or specifications.
+- **[Core]** Direct urban traffic counting programs.
+- **[Core]** Develop or test new methods or models of transportation analysis.
+- **[Core]** Define or update information such as urban boundaries or classification of roadways.
+- **[Core]** Analyze information from traffic counting programs.
+- **[Core]** Review development plans for transportation system effects, infrastructure requirements, or compliance with applicable transportation regulations.
+- **[Core]** Prepare reports or recommendations on transportation planning.
+- **[Core]** Produce environmental documents, such as environmental assessments or environmental impact statements.
+- **[Core]** Participate in public meetings or hearings to explain planning proposals, to gather feedback from those affected by projects, or to achieve consensus on project designs.
+- **[Core]** Develop computer models to address transportation planning issues.
+- **[Core]** Design transportation surveys to identify areas of public concern.
+- **[Core]** Collaborate with engineers to research, analyze, or resolve complex transportation design issues.
+- **[Core]** Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections.
+- **[Core]** Define regional or local transportation planning problems or priorities.
+- **[Core]** Analyze information related to transportation, such as land use policies, environmental impact of projects, or long-range planning needs.
+- **[Core]** Collaborate with other professionals to develop sustainable transportation strategies at the local, regional, or national level.
+- **[Core]** Interpret data from traffic modeling software, geographic information systems, or associated databases.
+- **[Core]** Design new or improved transport infrastructure, such as junction improvements, pedestrian projects, bus facilities, or car parking areas.
+- **[Core]** Evaluate transportation project needs or costs.
+- **[Core]** Prepare necessary documents to obtain planned project approvals or permits.
+- **[Core]** Evaluate transportation-related consequences of federal or state legislative proposals.
+- **[Supplemental]** Represent jurisdictions in the legislative or administrative approval of land development projects.
+
+## Detailed work activities
+
+- Advise others on matters of public policy.
+- Analyze costs and benefits of proposed designs or projects.
+- Analyze data to identify or resolve operational problems.
+- Analyze data to identify trends or relationships among variables.
+- Analyze traffic data.
+- Appraise environmental impact of regulations or policies.
+- Collaborate with technical specialists to resolve design or development problems.
+- Communicate with the public on environmental issues.
+- Design civil structures or systems.
+- Determine causes of operational problems or failures.
+- Develop methods of social or economic research.
+- Develop theories or models of physical phenomena.
+- Direct scientific activities.
+- Evaluate civic projects or public policies.
+- Interpret research or operational data.
+- Prepare documentation for permits or licenses.
+- Prepare information or documentation related to legal or regulatory matters.
+- Prepare research or technical reports on environmental issues.
+- Prepare scientific or technical reports or presentations.
+- Represent the interests of clients in legal proceedings.
+- Represent the organization in external relations.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,65 @@
+# Tools & technology — rail logistics coordinator
+
+Source: O*NET 30.3 'Software Skills' for 19-3099.01.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| IBM SPSS Statistics | Analytical or scientific software | yes |
+| SAS | Analytical or scientific software | yes |
+| Microsoft Power BI | Business intelligence and data analysis software | yes |
+| Tableau | Business intelligence and data analysis software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Autodesk AutoCAD Civil 3D | Computer aided design CAD software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| Adobe InDesign | Desktop publishing software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Adobe Acrobat | Document management software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| ESRI ArcGIS software | Geographic information system | yes |
+| Adobe Illustrator | Graphics or photo imaging software | yes |
+| Adobe Photoshop | Graphics or photo imaging software | yes |
+| Python | Object or component oriented development software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Word | Word processing software | yes |
+| Citilabs Cube | Analytical or scientific software |  |
+| Crash Mapping Analysis Tool CMAT | Analytical or scientific software |  |
+| Dowling Associates TRAFFIX | Analytical or scientific software |  |
+| Iteris Turbo Architecture | Analytical or scientific software |  |
+| McTrans Center TSIS-CORSIM | Analytical or scientific software |  |
+| McTrans HCS+ | Analytical or scientific software |  |
+| PTV VISUM | Analytical or scientific software |  |
+| Quadstone Paramics | Analytical or scientific software |  |
+| Roundabout Delay RODEL | Analytical or scientific software |  |
+| Strong Concepts TEAPAC | Analytical or scientific software |  |
+| Texas Transportation Institute TTI Progression Analysis and Signal System Evaluation Routine PASSER | Analytical or scientific software |  |
+| TRL Software TRANSYT | Analytical or scientific software |  |
+| Visual Solutions VisSIM | Analytical or scientific software |  |
+| Caliper TransCAD | Computer aided design CAD software |  |
+| ESRI ArcView | Geographic information system |  |
+| Geographic information system GIS software | Geographic information system |  |
+| Geographic information system GIS systems | Geographic information system |  |
+| Traffic signal software | Industrial control software |  |
+| Web browser software | Internet browser software |  |
+| MapInfo | Map creation software |  |
+| Transportation management system TMS software | Mobile location based services software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 19 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Microsoft Excel — **32 %**
+- Microsoft Office — **26 %**
+- ERP systems — **16 %**
+
+<!-- market-evidence -->