feat: specialised-veterinarian skill package v0.1.0

2026-08-14 17:04:54 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — specialised-veterinarian
+
+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 — specialised-veterinarian
+    "ESCO (occupation & competences)" : 73
+    "O*NET (tasks & tools)" : 44
+    "Job boards (market evidence)" : 106
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 150
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 73 | 19.3 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 44 | 11.6 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 106 | 28.0 % | 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 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 150 | 39.7 % | 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 +1,80 @@
+---
+name: specialised-veterinarian
+description: "Occupational skill for the role 'specialised veterinarian' (also: zoological medicine veterinarian, emergency medicine veterinarian, poultry veterinary scientist, sports medicine and rehabilitation veterinarian, diagnostic imaging veterinarian, wildlife health management veterinarian). Use when the user asks for typical specialised veterinarian work such as: Write up or orally communicate research findings to the scientific community, producers, and the public.; Conduct research concerning animal nutrition, breeding, or management to improve products or processes.; Advise producers about improved products and techniques that could enhance their animal production efforts."
+---
+
+# Specialised Veterinarian
+
+Specialised veterinarians are professionals with a comprehensive scientific education. They have the authority to carry out, in an independent, ethical and personally responsible capacity, all aspects of veterinary medicine, in the interest of the health and welfare of animals and public health in accordance with national and international legislation. In addition they need a recognized qualification and/or experience in a specific species and/or veterinary procedure.
+
+## Core workflow
+
+1. Write up or orally communicate research findings to the scientific community, producers, and the public.
+2. Conduct research concerning animal nutrition, breeding, or management to improve products or processes.
+3. Advise producers about improved products and techniques that could enhance their animal production efforts.
+4. Study nutritional requirements of animals and nutritive values of animal feed materials.
+5. Study effects of management practices, processing methods, feed, or environmental conditions on quality and quantity of animal products, such as eggs and milk.
+6. Develop improved practices in feeding, housing, sanitation, or parasite and disease control of animals.
+7. Research and control animal selection and breeding practices to increase production efficiency and improve animal quality.
+
+## 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)
+
+- anatomy of animals
+- animal behaviour
+- animal production science
+- animal welfare
+- animal welfare legislation
+- apply animal hygiene practices
+- apply safe work practices in a veterinary setting
+- apply specialised veterinary knowledge
+- apply veterinary epidemiology
+- assess animal behaviour
+- biosecurity related to animals
+- certify the performance of veterinary procedures
+- collect samples from animals
+- communicate specialised veterinary information
+- conduct ante-mortem veterinary health inspection
+
+## Hot technologies
+
+- SAS
+- Tableau
+- Autodesk AutoCAD
+- Microsoft Access
+- Structured query language SQL
+- Oracle PeopleSoft
+- ESRI ArcGIS software
+- Microsoft Office software
+- Microsoft PowerPoint
+- Microsoft Excel
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 47 gated job ads (see references/market.md, as of 2026-07-19):
+
+- ultrasound — 15 %
+- MRI — 13 %
+- CT — 11 %
+- VETgirl — 11 %
+- CT scanner — 9 %
+- digital radiography — 9 %
+- Plumb’s Veterinary Drugs — 9 %
+- endoscopy — 6 %
+- fluoroscopy — 6 %
+- Lyra — 6 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/08984bec-31d8-4bb0-aa2f-d557761ff029), O*NET 30.3 (19-1011.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,220 @@
+{
+  "name": "specialised-veterinarian",
+  "title": "specialised veterinarian",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/08984bec-31d8-4bb0-aa2f-d557761ff029",
+    "esco_code": "2250.8",
+    "isco_group": "2250",
+    "onet_soc": "19-1011.00",
+    "crosswalk_match": "closeMatch"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 9,
+    "dwas": 7,
+    "skills_essential": 44,
+    "skills_optional": 28,
+    "software": 27
+  },
+  "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
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 5
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 7
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 5
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 12
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 8
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 7
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 8
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 6
+      },
+      "Devin-AXIS/iPolloWork": {
+        "repo": "https://github.com/Devin-AXIS/iPolloWork",
+        "commit": "5107542",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "gooseworks-ai/goose-skills": {
+        "repo": "https://github.com/gooseworks-ai/goose-skills",
+        "commit": "94ec916",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "AgriciDaniel/claude-ads": {
+        "repo": "https://github.com/AgriciDaniel/claude-ads",
+        "commit": "669c760",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 2
+      },
+      "snyk/agent-scan": {
+        "repo": "https://github.com/snyk/agent-scan",
+        "commit": "f3a4621",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "ThinkInAIXYZ/deepchat": {
+        "repo": "https://github.com/ThinkInAIXYZ/deepchat",
+        "commit": "f275c92",
+        "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": 3
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 2
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 1
+      },
+      "dotnet/skills": {
+        "repo": "https://github.com/dotnet/skills",
+        "commit": "79a2ada",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ljagiello/ctf-skills": {
+        "repo": "https://github.com/ljagiello/ctf-skills",
+        "commit": "d19f35f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "claude-world/director-mode-lite": {
+        "repo": "https://github.com/claude-world/director-mode-lite",
+        "commit": "9d0c333",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 73,
+      "onet": 44,
+      "jobads": 106,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 150,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 19.3,
+      "onet": 11.6,
+      "jobads": 28.0,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 39.7,
+      "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 +1,298 @@
+# External AI agent skills — specialised-veterinarian
+
+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 |
+|---|---|---|---|
+| `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) |
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
+
+## 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 |
+|---|---|---|---|
+| `population-health-stratification` | core | Stratify patient populations by risk level using claims data, clinical data, and social determinants to prioritize care management interventions | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/population-health-stratification) |
+| `bioethics-deliberation` | core | Apply bioethical principles (autonomy, beneficence, non-maleficence, justice) and case-based reasoning to healthcare decisions, research protocols, and clinical dilemmas | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/philosophy/skills/bioethics-deliberation) |
+| `clinical-study-designer` | core | Clinical study design skill for medical device trials including IDE studies and post-market studies | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/clinical-study-designer) |
+| `accreditation-tracer-simulation` | core | Simulate Joint Commission tracer methodology to assess compliance with accreditation standards across patient care processes and support systems | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/accreditation-tracer-simulation) |
+| `clinical-decision-support-rules` | core | Develop and maintain clinical decision support rules including alerts, reminders, order sets, and evidence-based recommendations within EHR systems | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/clinical-decision-support-rules) |
+| `clinical-workflow-analysis` | core | Analyze clinical workflows to identify inefficiencies, bottlenecks, and improvement opportunities using Lean healthcare principles and value stream mapping techniques | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/clinical-workflow-analysis) |
+| `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) |
+| `iso14971-risk-analyzer` | core | Comprehensive risk management skill implementing ISO 14971:2019 methodology for medical device risk analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iso14971-risk-analyzer) |
+
+## Source: AgriciDaniel/claude-ads
+
+- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ads-audit` | core | Run a source-grounded paid-advertising audit for one or more of Google, Meta, YouTube, LinkedIn, TikTok, Microsoft, Apple, Amazon, Reddit, Pinterest, Snapchat, and X. Use for full ad checks, account health reviews, paid-media diagnostics, … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-audit) |
+
+## Source: alirezarezvani/claude-skills
+
+- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `research-ops-skills` | core | Use when planning, funding, scoping, or synthesizing enterprise research across workstreams — clinical study design, R&D program finance, market sizing/surveys, or product/user research. Triggers on "design this clinical study", "what … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/research-ops/skills/research-ops-skills) |
+| `risk-management-specialist` | core | Medical device risk management specialist implementing ISO 14971 throughout product lifecycle. Provides risk analysis, risk evaluation, risk control, and post-production information analysis. Use when user mentions risk management, ISO … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/risk-management-specialist) |
+| `clinical-research` | core | — | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/.gemini/skills/clinical-research) |
+| `grants` | core | NIH grant research skill for clinical researchers. Grill-me intake (research idea + career stage + preliminary data + environment + submission posture + known institute targets) locks down the funding strategy before any search runs. Runs … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/research/grants/skills/grants) |
+| `capa-officer` | core | CAPA system management for medical device QMS. Covers root cause analysis, corrective action planning, effectiveness verification, and CAPA metrics. Use when running CAPA investigations, 5-Why analysis, fishbone diagrams, root cause … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/capa-officer) |
+| `ceo-advisor` | core | Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/ceo-advisor) |
+
+## 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-literary-analysis` | core | Analyze a complete literary work into a structured Basic Memory knowledge graph. Covers schema design, entity seeding, chapter-by-chapter processing, cross-referencing, validation, and visualization. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-literary-analysis) |
+
+## 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 |
+|---|---|---|---|
+| `enrichr-api` | core | Perform gene set enrichment analysis using the Enrichr API | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/enrichr-api) |
+| `clinical-research-guide` | core | Design clinical studies and report using CONSORT, STROBE guidelines | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/clinical-research-guide) |
+| `pharma-skills` | core | 6 pharmaceutical research skills. Trigger: drug discovery, pharmacology, clinical trial design, regulatory filing. Design: end-to-end pipeline from target identification to clinical trials. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/pharma) |
+| `biomedical-skills` | core | 24 biomedical research skills. Trigger: medical research, clinical trials, genomics, bioinformatics. Design: domain databases, wet-lab/dry-lab methods, and ethical compliance guides. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical) |
+| `lifelines` | core | Complete survival analysis library in Python. Handles right-censored data, Kaplan-Meier curves, and Cox regression. Standard for clinical trial analysis and epidemiology. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/63-tondevrel-scientific-agent-skills/lifelines) |
+| `medical-imaging-guide` | core | Medical image analysis with deep learning for research applications | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/medical-imaging-guide) |
+| `econometrics-skills` | core | 12 econometrics skills. Trigger: causal analysis, regression models, treatment effects, panel data. Design: method-centric guides with R/Python code and diagnostic tests. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/econometrics) |
+| `genomics-analysis-guide` | core | Workflows for RNA-seq, GWAS, and variant calling in genomic research | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/genomics-analysis-guide) |
+
+## Source: claude-world/director-mode-lite
+
+- Repository: [https://github.com/claude-world/director-mode-lite](https://github.com/claude-world/director-mode-lite) (commit `9d0c333`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `handoff-gemini` | core | Delegate long-context analysis, research, and large-document summarization to Google Gemini CLI (1M-token context) via non-interactive `gemini -p`, preserving Claude context. Use when the user says 'use gemini'/'hand off to gemini' or a … | [source](https://github.com/claude-world/director-mode-lite/tree/9d0c333/skills/handoff-gemini) |
+
+## Source: davepoon/buildwithclaude
+
+- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/docx) |
+| `gsd:forensics` | core | Post-mortem investigation for failed GSD workflows — analyzes git history, artifacts, and state to diagnose what went wrong | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/gsd/skills/forensics) |
+
+## 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 |
+|---|---|---|---|
+| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/treatment-plans) |
+| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/clinical-reports) |
+| `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) |
+| `clinical-decision-support` | core | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/clinical-decision-support) |
+| `pydicom` | core | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pydicom) |
+| `pyhealth` | core | Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pyhealth) |
+| `biomni` | core | Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis. Use this skill when conducting multi-step biomedical research including CRISPR … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/biomni) |
+| `clinicaltrials-database` | core | Query ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve trial details by NCT ID, export data, for clinical research and patient matching. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/clinicaltrials-database) |
+| `mdr-745-specialist` | core | EU MDR 2017/745 regulation specialist and consultant for medical device requirement management. Provides comprehensive MDR compliance expertise, gap analysis, technical documentation guidance, clinical evidence requirements, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/mdr-745-specialist) |
+| `risk-management-specialist` | core | Senior Risk Management specialist for medical device companies implementing ISO 14971 risk management throughout product lifecycle. Provides risk analysis, risk evaluation, risk control, and post-production information analysis. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/risk-management-specialist) |
+| `code-review-excellence` | core | Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systematic analysis, and collaborative improvement. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/code-review-excellence) |
+| `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) |
+
+## Source: Devin-AXIS/iPolloWork
+
+- Repository: [https://github.com/Devin-AXIS/iPolloWork](https://github.com/Devin-AXIS/iPolloWork) (commit `5107542`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `github-sync-pr-flow` | core | Use when preparing iPolloWork local changes for GitHub: stash or preserve local edits, sync the current personal branch with remote main, re-apply local work, diagnose conflicts, commit in English, push to the current remote branch, and … | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/.codex/skills/github-sync-pr-flow) |
+
+## Source: dotnet/skills
+
+- Repository: [https://github.com/dotnet/skills](https://github.com/dotnet/skills) (commit `79a2ada`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `build-perf-diagnostics` | core | Diagnose MSBuild build performance bottlenecks using binary log analysis. USE FOR: identifying why builds are slow by analyzing binlog performance summaries, detecting ResolveAssemblyReference (RAR) taking >5s, Roslyn analyzers consuming … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-msbuild/skills/build-perf-diagnostics) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/treatment-plans) |
+| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/clinical-reports) |
+| `clinical-decision-support` | core | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/clinical-decision-support) |
+| `pydicom` | core | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pydicom) |
+| `pyhealth` | core | Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pyhealth) |
+| `clinicaltrials-database` | core | Query ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve trial details by NCT ID, export data, for clinical research and patient matching. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/clinicaltrials-database) |
+| `iso-13485-certification` | core | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/iso-13485-certification) |
+
+## Source: gooseworks-ai/goose-skills
+
+- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ad-campaign-analyzer` | core | Analyze ad campaign performance data (Google, Meta, LinkedIn) to identify what's working, what's wasting budget, and specific cut/scale/test recommendations. Runs statistical analysis, funnel diagnostics, and multi-channel budget … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/ads/composites/ad-campaign-analyzer) |
+
+## Source: infrasity-labs/dev-gtm-claude-skills
+
+- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `millers-law` | core | Apply Miller's Law — chunk information into groups of ~4 to work within working memory limits. | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/millers-law) |
+
+## 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 |
+|---|---|---|---|
+| `abridge-security-basics` | core | Apply HIPAA-compliant security practices for Abridge clinical AI integrations. Use when securing PHI in transit/at rest, configuring access controls, implementing audit logging, or preparing for HIPAA security audits. Trigger: "abridge … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-security-basics) |
+| `adobe-advanced-troubleshooting` | core | Apply advanced debugging techniques for Adobe API issues: IMS token introspection, Firefly job failure analysis, PDF Services error codes, and network-layer diagnostics for Adobe endpoints. Trigger with phrases like "adobe hard bug", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/adobe-pack/skills/adobe-advanced-troubleshooting) |
+| `snowflake-advanced-troubleshooting` | core | Apply advanced Snowflake debugging with query profiling, spill analysis, lock contention, and performance deep-dives using ACCOUNT_USAGE views. Use when standard troubleshooting fails, investigating slow queries, or diagnosing warehouse … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/snowflake-pack/skills/snowflake-advanced-troubleshooting) |
+| `snowflake-debug-bundle` | core | Collect Snowflake debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support cases, or collecting diagnostic information from QUERY_HISTORY and ACCOUNT_USAGE. Trigger with phrases … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/snowflake-pack/skills/snowflake-debug-bundle) |
+| `clari-debug-bundle` | core | Collect Clari API diagnostic info for support cases. Use when preparing a support ticket, collecting API response samples, or documenting integration issues. Trigger with phrases like "clari debug", "clari support bundle", "collect clari … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/clari-pack/skills/clari-debug-bundle) |
+| `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) |
+| `figma-advanced-troubleshooting` | core | Deep debugging for Figma API issues: network analysis, response inspection, and support escalation. Use when standard troubleshooting fails, diagnosing intermittent failures, or preparing detailed evidence for Figma support. Trigger with … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/figma-pack/skills/figma-advanced-troubleshooting) |
+
+## Source: K-Dense-AI/claude-scientific-skills
+
+- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/treatment-plans) |
+| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/clinical-reports) |
+| `clinical-decision-support` | core | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/clinical-decision-support) |
+| `pydicom` | core | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/pydicom) |
+| `iso-13485-certification` | core | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/iso-13485-certification) |
+
+## Source: K-Dense-AI/scientific-agent-skills
+
+- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/treatment-plans) |
+| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/clinical-reports) |
+| `clinical-decision-support` | core | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/clinical-decision-support) |
+| `pydicom` | core | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/pydicom) |
+| `iso-13485-certification` | core | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/iso-13485-certification) |
+
+## Source: ljagiello/ctf-skills
+
+- Repository: [https://github.com/ljagiello/ctf-skills](https://github.com/ljagiello/ctf-skills) (commit `d19f35f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ctf-forensics` | core | Provides digital forensics and signal analysis techniques for CTF challenges. Use when analyzing disk images, memory dumps, event logs, network captures, cryptocurrency transactions, steganography, PDF analysis, Windows registry, … | [source](https://github.com/ljagiello/ctf-skills/tree/d19f35f/ctf-forensics) |
+
+## 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 |
+|---|---|---|---|
+| `git-troubleshooter` | core | Diagnose a tangled git situation and give the exact, safe commands to fix it. Use when asked to undo a commit, recover lost work, fix a bad merge or rebase, resolve a detached HEAD, unstage files, or get out of a git mess. Produces the … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-engineering/skills/git-troubleshooter) |
+| `kyc-escalation` | core | Write an internal KYC/AML escalation memo: a factual time-stamped trigger description, customer-profile vs activity mismatch analysis, red-flag taxonomy mapping, outstanding information, and a recommendation with rationale. Use when asked … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-banking/skills/kyc-escalation) |
+
+## 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 |
+|---|---|---|---|
+| `extracting-config-from-agent-tesla-rat` | core | Extract embedded configuration from Agent Tesla RAT samples including SMTP/FTP/Telegram exfiltration credentials, keylogger settings, and C2 endpoints using .NET decompilation and memory analysis. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/extracting-config-from-agent-tesla-rat) |
+| `performing-endpoint-forensics-investigation` | core | Performs digital forensics investigation on compromised endpoints including memory acquisition, disk imaging, artifact analysis, and timeline reconstruction. Use when investigating security incidents, collecting evidence for legal … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-endpoint-forensics-investigation) |
+| `collecting-volatile-evidence-from-compromised-host` | core | Collect volatile forensic evidence from a compromised system following order of volatility, preserving memory, network connections, processes, and system state before they are lost. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/collecting-volatile-evidence-from-compromised-host) |
+
+## 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: sanjay3290/ai-skills
+
+- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) |
+
+## Source: snyk/agent-scan
+
+- Repository: [https://github.com/snyk/agent-scan](https://github.com/snyk/agent-scan) (commit `f3a4621`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/docx) |
+
+## Source: ThinkInAIXYZ/deepchat
+
+- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/docx) |
+
+## 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 |
+|---|---|---|---|
+| `vc-industry-research` | core | Generate professional primary market / venture capital industry research reports, including sector deep-dives, investment memos, and market analysis. Produces detailed PDF reports covering TMT, consumer, healthcare, and industrials. … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/vc-industry-research) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,159 @@
+# Market evidence report — specialised-veterinarian
+
+Source: **47 real job ads** (JSearch API, countries: us 47), 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 | 38 | 81 % |
+| n/a | 6 | 13 % |
+| lead | 3 | 6 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | ultrasound | 7 | 15 % |
+| 2 | MRI | 6 | 13 % |
+| 3 | CT | 5 | 11 % |
+| 4 | VETgirl | 5 | 11 % |
+| 5 | CT scanner | 4 | 9 % |
+| 6 | digital radiography | 4 | 9 % |
+| 7 | Plumb’s Veterinary Drugs | 4 | 9 % |
+| 8 | endoscopy | 3 | 6 % |
+| 9 | fluoroscopy | 3 | 6 % |
+| 10 | Lyra | 3 | 6 % |
+| 11 | OntheFloor@Dove | 3 | 6 % |
+| 12 | VetFolio | 3 | 6 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | internal medicine | 14 | 30 % |
+| 2 | endoscopy | 9 | 19 % |
+| 3 | critical care | 8 | 17 % |
+| 4 | surgical procedures | 8 | 17 % |
+| 5 | oncology | 7 | 15 % |
+| 6 | veterinary medicine | 7 | 15 % |
+| 7 | cardiology | 6 | 13 % |
+| 8 | laparoscopy | 5 | 11 % |
+| 9 | radiology | 5 | 11 % |
+| 10 | ultrasound | 5 | 11 % |
+| 11 | advanced diagnostics | 4 | 9 % |
+| 12 | diagnostic imaging | 4 | 9 % |
+| 13 | emergency veterinary medicine | 4 | 9 % |
+| 14 | patient care | 4 | 9 % |
+| 15 | surgery | 4 | 9 % |
+| 16 | veterinary surgery | 4 | 9 % |
+| 17 | arthroscopy | 3 | 6 % |
+| 18 | budget management | 3 | 6 % |
+| 19 | data analysis | 3 | 6 % |
+| 20 | emergency care | 3 | 6 % |
+| 21 | emergency medicine | 3 | 6 % |
+| 22 | grant writing | 3 | 6 % |
+| 23 | neurology | 3 | 6 % |
+| 24 | treatment planning | 3 | 6 % |
+| 25 | veterinary dentistry | 3 | 6 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | leadership workshops | 6 | 13 % |
+| 2 | talent development programs | 6 | 13 % |
+| 3 | clinical studies | 5 | 11 % |
+| 4 | continuing education | 4 | 9 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | patient care | 16 | 34 % |
+| 2 | diagnostic imaging | 5 | 11 % |
+| 3 | client communication | 4 | 9 % |
+| 4 | collaboration with specialists | 4 | 9 % |
+| 5 | team collaboration | 4 | 9 % |
+| 6 | advanced patient care | 3 | 6 % |
+| 7 | research participation | 3 | 6 % |
+| 8 | treatment planning | 3 | 6 % |
+
+## Regional breakdown
+
+> **Corpus note:** 47 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+47 ads.
+
+**Top hard skills:**
+
+- internal medicine — 30 % (14 ads)
+- endoscopy — 19 % (9 ads)
+- critical care — 17 % (8 ads)
+- surgical procedures — 17 % (8 ads)
+- oncology — 15 % (7 ads)
+- veterinary medicine — 15 % (7 ads)
+- cardiology — 13 % (6 ads)
+- laparoscopy — 11 % (5 ads)
+- radiology — 11 % (5 ads)
+- ultrasound — 11 % (5 ads)
+
+**Top tools:**
+
+- ultrasound — 15 % (7 ads)
+- MRI — 13 % (6 ads)
+- CT — 11 % (5 ads)
+- VETgirl — 11 % (5 ads)
+- CT scanner — 9 % (4 ads)
+- digital radiography — 9 % (4 ads)
+- Plumb’s Veterinary Drugs — 9 % (4 ads)
+- endoscopy — 6 % (3 ads)
+- fluoroscopy — 6 % (3 ads)
+- Lyra — 6 % (3 ads)
+
+**Seniority:** mid 81 % · n/a 13 % · lead 6 %
+
+### 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 |
+|---|---|
+| Veterinary Internal Medicine Specialist | 4 |
+| Veterinarian Criticalist | 3 |
+| Avian/Exotics or Zoo Med Specialist | 2 |
+| Veterinarian Surgeon | 2 |
+| Veterinary Neurologist | 2 |
+| Associate Veterinarian/No Surgeries or Weekends! | 1 |
+| Critical Care Veterinary Specialist | 1 |
+| Criticalist Specialist Veterinarian | 1 |
+| Director of Clinical Medicine | 1 |
+| Director of Clinical Veterinary Medicine | 1 |
+| Doctor Ophthalmology | 1 |
+| Emergency Veterinarian | 1 |
+| Emergency Veterinarian - Independently Owned Hospital | 1 |
+| Head Veterinarian and Director of Animal Wellbeing | 1 |
+| Internist Specialist Veterinarian Job, Fairfield, California, USA | 1 |
+| Postdoctoral Fellow in Wildlife Medicine and Avian Research | 1 |
+| Specialty and Emergency Veterinarians Interested in Ownership | 1 |
+| Specialty Medical Director | 1 |
+| Sports Medicine and Rehabilitation Veterinarian | 1 |
+| Urgent Care Veterinarian | 1 |
+| Urgent Care Veterinarian at Mission Vet Urgent Care Blue Ash - Mission Vet Urgent Care - Blue Ash | 1 |
+| Veterinarian - Dentist (Sign-on Bonus!) | 1 |
+| Veterinarian - Internal Medicine | 1 |
+| Veterinarian - Radiologist | 1 |
+| Veterinarian - Surgeon | 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 — specialised veterinarian
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/08984bec-31d8-4bb0-aa2f-d557761ff029
+- **ESCO code:** 2250.8
+- **ISCO-08 group:** 2250 — Veterinarians
+- **O*NET-SOC:** 19-1011.00 — Animal Scientists (match: closeMatch)
+
+## Description (ESCO)
+
+Specialised veterinarians are professionals with a comprehensive scientific education. They have the authority to carry out, in an independent, ethical and personally responsible capacity, all aspects of veterinary medicine, in the interest of the health and welfare of animals and public health in accordance with national and international legislation. In addition they need a recognized qualification and/or experience in a specific species and/or veterinary procedure.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- zoological medicine veterinarian
+- emergency medicine veterinarian
+- poultry veterinary scientist
+- sports medicine and rehabilitation veterinarian
+- diagnostic imaging veterinarian
+- wildlife health management veterinarian
+- veterinary comparative nutritionist
+- veterinary dentist
+- herpetological medicine veterinarian
+- veterinary parasitologist
+- specialized vet
+- equine internal medicine veterinarian
+- veterinary pharmacologist and toxicologist
+- small ruminant health management veterinarian
+- specialized vets
+- veterinary pathologist
+- veterinary dermatologist
+- small mammal medicine veterinarian
+- veterinary neurologist
+- companion animal internal medicine veterinarian
+- veterinary oncologist
+- veterinary microbiologist
+- veterinary anaesthetist
+- specialized veterinarian
+- aquatic animal health veterinarian
+- animal behavioural medicine veterinarian
+- veterinary cardiologist
+- bovine health management veterinarian
+- veterinary ophthalmologist
+- veterinary clinical pathologist
+- laboratory animal veterinarian
+- veterinary theriogenologist
+- porcine health management veterinarian
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,98 @@
+# Competences — specialised veterinarian
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/08984bec-31d8-4bb0-aa2f-d557761ff029).
+
+## Essential
+
+- **anatomy of animals** (knowledge)
+- **animal behaviour** (knowledge)
+- **animal production science** (knowledge)
+- **animal welfare** (knowledge)
+- **animal welfare legislation** (knowledge)
+- **apply animal hygiene practices** (skill/competence)
+- **apply safe work practices in a veterinary setting** (skill/competence)
+- **apply specialised veterinary knowledge** (skill/competence)
+- **apply veterinary epidemiology** (skill/competence)
+- **assess animal behaviour** (skill/competence)
+- **biosecurity related to animals** (knowledge)
+- **certify the performance of veterinary procedures** (skill/competence)
+- **collect samples from animals** (skill/competence)
+- **communicate specialised veterinary information** (skill/competence)
+- **conduct ante-mortem veterinary health inspection** (skill/competence)
+- **conduct cancer screening tests** (skill/competence)
+- **conduct veterinary consultation** (skill/competence)
+- **environmental enrichment for animals** (knowledge)
+- **evaluate information in the field of veterinary nursing** (skill/competence)
+- **fundamental veterinary sciences** (knowledge)
+- **handle veterinary emergencies** (skill/competence)
+- **implant microchips in animals** (skill/competence)
+- **issue certificates for animal products** (skill/competence)
+- **maintain veterinary clinical records** (skill/competence)
+- **manage animal biosecurity** (skill/competence)
+- **manage animal welfare** (skill/competence)
+- **manage the use of vaccines** (skill/competence)
+- **monitor the welfare of animals** (skill/competence)
+- **perform esophagoscopy** (skill/competence)
+- **perform euthanasia on animals** (skill/competence)
+- **perform gross post mortem examination on animals** (skill/competence)
+- **perform intra-operative neuromonitoring** (skill/competence)
+- **perform laboratory testing on samples of animals** (skill/competence)
+- **perform surgical procedures on animals** (skill/competence)
+- **perform veterinary diagnosis** (skill/competence)
+- **physiology of animals** (knowledge)
+- **practise veterinary professional codes of conduct** (skill/competence)
+- **prescribe animal medications** (skill/competence)
+- **prescribe physical therapy to animals** (skill/competence)
+- **provide anaesthetics to animals** (skill/competence)
+- **provide sedation to animals** (skill/competence)
+- **safe work practices in a veterinary setting** (knowledge)
+- **signs of animal illness** (knowledge)
+- **veterinary clinical sciences** (knowledge)
+
+## Optional
+
+- administer appointments (skill/competence)
+- advise on animal welfare (skill/competence)
+- advise on livestock disease control (skill/competence)
+- apply numeracy skills (skill/competence)
+- assess animal nutrition (skill/competence)
+- calculate rates per hours (skill/competence)
+- check the health of livestock (skill/competence)
+- collaborate with animal related professionals (skill/competence)
+- communicate with customers (skill/competence)
+- control animal movement (skill/competence)
+- cope with challenging circumstances in the veterinary sector (skill/competence)
+- deal with challenging people (skill/competence)
+- develop an animal handling strategy (skill/competence)
+- follow work schedule (skill/competence)
+- implement veterinary clinical governance (skill/competence)
+- interact safely with animals (skill/competence)
+- interview animal owners on animals' conditions (skill/competence)
+- maintain administrative records in the veterinary office (skill/competence)
+- maintain relationships with animal welfare establishments (skill/competence)
+- make decisions regarding the animal's welfare (skill/competence)
+- manage a small-to-medium business (skill/competence)
+- perform endoscopy (skill/competence)
+- plan schedule (skill/competence)
+- provide animal training (skill/competence)
+- provide first aid to animals (skill/competence)
+- take advantage of learning opportunities in veterinary science (skill/competence)
+- understand the animal's situation (skill/competence)
+- zoonotic diseases (knowledge)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 47 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- internal medicine — **30 %**
+- endoscopy — **19 %**
+
+### Responsibilities
+
+- patient care — **34 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,25 @@
+# Tasks & work activities — specialised veterinarian
+
+Source: O*NET 30.3, occupation 19-1011.00 (Animal Scientists).
+
+## Task statements
+
+- **[Core]** Write up or orally communicate research findings to the scientific community, producers, and the public.
+- **[Core]** Conduct research concerning animal nutrition, breeding, or management to improve products or processes.
+- **[Core]** Advise producers about improved products and techniques that could enhance their animal production efforts.
+- **[Core]** Study nutritional requirements of animals and nutritive values of animal feed materials.
+- **[Core]** Study effects of management practices, processing methods, feed, or environmental conditions on quality and quantity of animal products, such as eggs and milk.
+- **[Core]** Develop improved practices in feeding, housing, sanitation, or parasite and disease control of animals.
+- **[Core]** Research and control animal selection and breeding practices to increase production efficiency and improve animal quality.
+- **[Supplemental]** Determine genetic composition of animal populations and heritability of traits, using principles of genetics.
+- **[Supplemental]** Crossbreed animals with existing strains or cross strains to obtain new combinations of desirable characteristics.
+
+## Detailed work activities
+
+- Advise others on business or operational matters.
+- Advise others on ways to improve processes or products.
+- Develop agricultural methods.
+- Perform animal breeding procedures.
+- Prepare scientific or technical reports or presentations.
+- Research genetic characteristics or expression.
+- Research livestock management methods.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,33 @@
+# Tools & technology — specialised veterinarian
+
+Source: O*NET 30.3 'Software Skills' for 19-1011.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| SAS | Analytical or scientific software | yes |
+| Tableau | Business intelligence and data analysis software | yes |
+| Autodesk AutoCAD | 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 |
+| Oracle PeopleSoft | Enterprise resource planning ERP software | yes |
+| ESRI ArcGIS software | Geographic information system | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Word | Word processing software | yes |
+| Best Linear Unbiased Prediction BLUP | Analytical or scientific software |  |
+| Cowculator | Analytical or scientific software |  |
+| COWGAME | Analytical or scientific software |  |
+| Deoxyribonucleic acid DNA sequence analysis software | Analytical or scientific software |  |
+| FEEDLOT CALC | Analytical or scientific software |  |
+| Master Ration Calculator | Analytical or scientific software |  |
+| Nutrition Balance Analyzer NUTBAL | Analytical or scientific software |  |
+| VSNi ASReml | Analytical or scientific software |  |
+| VSNi GenStat | Analytical or scientific software |  |
+| DAGRIS | Data base user interface and query software |  |
+| Database software | Data base user interface and query software |  |
+| Domestic Animal Diversity Information Service DAD-IS | Data base user interface and query software |  |
+| Online Mendelian Inheritance in Animals OMIA | Data base user interface and query software |  |
+| Email software | Electronic mail software |  |
+| Oracle HRIS | Human resources software |  |
+| Web browser software | Internet browser software |  |