feat: pharmaceutical-quality-specialist skill package v0.1.0

2026-08-14 17:05:57 +02:00
commit 8ba894ee50
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — pharmaceutical-quality-specialist
+
+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 — pharmaceutical-quality-specialist
+    "ESCO (occupation & competences)" : 35
+    "O*NET (tasks & tools)" : 67
+    "Job boards (market evidence)" : 104
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 186
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 35 | 8.8 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 67 | 16.9 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 104 | 26.2 % | 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) | 186 | 46.9 % | 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 +1,76 @@
+---
+name: pharmaceutical-quality-specialist
+description: "Occupational skill for the role 'pharmaceutical quality specialist' (also: specialist of pharmaceutical quality, pharmaceutical quality compliance specialist, pharmaceutical quality control technician, pharmaceutical quality verifier, pharmaceutical quality technician, pharmaceutical quality control specialist). Use when the user asks for typical pharmaceutical quality specialist work such as: Review prescriptions to assure accuracy, to ascertain the needed ingredients, and to evaluate their suitability.; Provide information and advice regarding drug interactions, side effects, dosage, and proper medication storage.; Analyze prescribing trends to monitor patient compliance and to prevent excessive usage or harmful interactions."
+---
+
+# Pharmaceutical Quality Specialist
+
+Pharmaceutical quality specialists perform inspections and precision measurements in order to test and ensure the quality of pharmaceutical products. They are involved in the whole development phase of a pharmaceutical product until it is ready for the market. This includes the process of acquiring clinical trial licences, advising the pharmaceutical development staff on regulatory requirements and evaluating the content of the package leaflet and other documentation on the product. Moreover, pharmaceutical quality specialists collect and evaluate information on side effects of the product and communicate this knowledge both internally and to the relevant authorities.
+
+## Core workflow
+
+1. Review prescriptions to assure accuracy, to ascertain the needed ingredients, and to evaluate their suitability.
+2. Provide information and advice regarding drug interactions, side effects, dosage, and proper medication storage.
+3. Analyze prescribing trends to monitor patient compliance and to prevent excessive usage or harmful interactions.
+4. Order and purchase pharmaceutical supplies, medical supplies, or drugs, maintaining stock and storing and handling it properly.
+5. Maintain records, such as pharmacy files, patient profiles, charge system files, inventories, control records for radioactive nuclei, or registries of poisons, narcotics, or controlled drugs.
+6. Provide specialized services to help patients manage conditions, such as diabetes, asthma, smoking cessation, or high blood pressure.
+7. Advise customers on the selection of medication brands, medical equipment, or healthcare supplies.
+8. Collaborate with other health care professionals to plan, monitor, review, or evaluate the quality or effectiveness of drugs or drug regimens, providing advice on drug applications or characteristics.
+
+## 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)
+
+- analytical chemistry
+- biotechnology
+- comply with quality standards related to healthcare practice
+- conduct quality control analysis
+- controlled substances permits
+- ensure pharmacovigilance
+- ensure quality assurance for pharmaceutical products
+- laboratory techniques
+- manage medication safety issues
+- manufacture medicines
+- monitor manufacturing quality standards
+- perform product testing
+- pharmaceutical chemistry
+- pharmaceutical industry
+- pharmaceutical legislation
+
+## Hot technologies
+
+- Microsoft SharePoint
+- Microsoft Outlook
+- eClinicalWorks EHR software
+- Epic Systems
+- MEDITECH software
+- Microsoft Office software
+- Microsoft PowerPoint
+- Microsoft Excel
+- Microsoft Word
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 43 gated job ads (see references/market.md, as of 2026-07-18):
+
+- SAP — 16 %
+- Microsoft Excel — 14 %
+- Microsoft Office — 12 %
+- Microsoft Word — 9 %
+- Microsoft PowerPoint — 7 %
+- TrackWise — 7 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/0f845e64-de8b-431e-9fe3-1bccf8e1c5b9), O*NET 30.3 (29-1051.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,292 @@
+{
+  "name": "pharmaceutical-quality-specialist",
+  "title": "pharmaceutical quality specialist",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/0f845e64-de8b-431e-9fe3-1bccf8e1c5b9",
+    "esco_code": "2262.1.1",
+    "isco_group": "2262",
+    "onet_soc": "29-1051.00",
+    "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": 20,
+    "dwas": 25,
+    "skills_essential": 20,
+    "skills_optional": 14,
+    "software": 21
+  },
+  "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
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 8
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 6
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 6
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 5
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 1
+      },
+      "wondelai/skills": {
+        "repo": "https://github.com/wondelai/skills",
+        "commit": "326b380",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Eronred/aso-skills": {
+        "repo": "https://github.com/Eronred/aso-skills",
+        "commit": "e2a7c45",
+        "license": "MIT",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 11
+      },
+      "jabrena/plinth": {
+        "repo": "https://github.com/jabrena/plinth",
+        "commit": "065eae8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "rsmdt/the-startup": {
+        "repo": "https://github.com/rsmdt/the-startup",
+        "commit": "ff6a0be",
+        "license": "MIT",
+        "skills": 2
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 5
+      },
+      "open-gitagent/opengap": {
+        "repo": "https://github.com/open-gitagent/opengap",
+        "commit": "d7a8e2e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "silverstein/minutes": {
+        "repo": "https://github.com/silverstein/minutes",
+        "commit": "3fb2e83",
+        "license": "MIT",
+        "skills": 1
+      },
+      "trailofbits/skills": {
+        "repo": "https://github.com/trailofbits/skills",
+        "commit": "cfe5d7b",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 2
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "license": "MIT",
+        "skills": 2
+      },
+      "gooseworks-ai/goose-skills": {
+        "repo": "https://github.com/gooseworks-ai/goose-skills",
+        "commit": "94ec916",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 2
+      },
+      "dotnet/skills": {
+        "repo": "https://github.com/dotnet/skills",
+        "commit": "79a2ada",
+        "license": "MIT",
+        "skills": 2
+      },
+      "ahacker-1/cre-agent-skills": {
+        "repo": "https://github.com/ahacker-1/cre-agent-skills",
+        "commit": "618734e",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "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
+      },
+      "Chachamaru127/claude-code-harness": {
+        "repo": "https://github.com/Chachamaru127/claude-code-harness",
+        "commit": "9851b1a",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "hoangsonww/Claude-Code-Agent-Monitor": {
+        "repo": "https://github.com/hoangsonww/Claude-Code-Agent-Monitor",
+        "commit": "8f87ce1",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "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
+      },
+      "sgcarstrends/backend": {
+        "repo": "https://github.com/sgcarstrends/backend",
+        "commit": "7231cbc",
+        "license": "MIT",
+        "skills": 1
+      },
+      "bevibing/tutor-skills": {
+        "repo": "https://github.com/bevibing/tutor-skills",
+        "commit": "397110c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "RoundTable02/tutor-skills": {
+        "repo": "https://github.com/RoundTable02/tutor-skills",
+        "commit": "397110c",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 35,
+      "onet": 67,
+      "jobads": 104,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 186,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 8.8,
+      "onet": 16.9,
+      "jobads": 26.2,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 46.9,
+      "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 +1,394 @@
+# External AI agent skills — pharmaceutical-quality-specialist
+
+Proven, publicly available AI agent skills mapped to this occupation.
+Nothing is copied from the sources: every entry is a name, a one-line
+summary and a link to the upstream skill package. Each section names
+its source repository, commit, license and retrieval date.
+
+**Tiers:** `core` = the skill directly exercises a top market hard
+skill, tool or method (from gated job-ad evidence) or an essential
+ESCO competence of this occupation; `adjacent` =
+plausibly useful, secondary. Entries are capped at 12 per source
+and 80 in total per occupation (core first,
+strongest matches survive); everything beyond the caps is excluded
+and logged in the pipeline audit trail, not in this package.
+
+_Matched deterministically (ISCO group + title/competence keywords,
+tiered against market evidence + ESCO essentials) by
+`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
+
+## Source: anthropics/skills
+
+- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
+- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
+| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
+
+## Source: 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 |
+|---|---|---|---|
+| `medical-coding-audit` | core | Review clinical documentation and assigned codes for accuracy, compliance, and optimization, identifying documentation improvement opportunities and coding errors | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/medical-coding-audit) |
+| `process-fmea-generator` | core | Process Failure Mode and Effects Analysis (PFMEA) skill for manufacturing risk assessment | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/process-fmea-generator) |
+| `debugging-patterns` | core | Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/cc10x/skills/debugging-patterns) |
+| `quality-metrics-measurement` | core | Collect, calculate, and report healthcare quality metrics including core measures, HEDIS, patient safety indicators, and value-based purchasing measures | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/quality-metrics-measurement) |
+| `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) |
+| `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) |
+| `clinical-literature-reviewer` | core | Systematic literature review skill for clinical evaluation supporting regulatory submissions | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/clinical-literature-reviewer) |
+| `iso-standards-compliance-checker` | core | Medical device standards compliance verification skill for ISO 13485, ISO 14971, IEC 62304, IEC 60601, and related standards | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iso-standards-compliance-checker) |
+| `patient-safety-event-analysis` | core | Investigate patient safety events using RCA, FMEA, and other systematic analysis methods to identify contributing factors and develop corrective actions | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/patient-safety-event-analysis) |
+| `pubmed-literature-miner` | core | Biomedical literature mining using PubMed/MEDLINE for systematic review support | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/scientific-discovery/skills/pubmed-literature-miner) |
+| `use-related-risk-analyzer` | core | Use-related risk analysis skill for identifying hazards associated with user interaction per IEC 62366-1 | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/use-related-risk-analyzer) |
+
+## Source: aaron-he-zhu/aaron-marketing-skills
+
+- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) |
+
+## Source: 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: 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 |
+|---|---|---|---|
+| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System implementation and maintenance for medical device organizations. Provides QMS design, documentation control, internal auditing, CAPA management, and certification support. Use when working with medical … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/quality-manager-qms-iso13485) |
+| `quality-documentation-manager` | core | Document control system management for medical device QMS. Covers document numbering, version control, change management, and 21 CFR Part 11 compliance. Use when working on document control procedures, change control workflows, document … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/quality-documentation-manager) |
+| `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) |
+| `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) |
+| `business-operations-skills` | core | Use when running, diagnosing, or designing internal business operations — process documentation, vendor SLAs, capacity planning, internal comms, SOP/runbook authoring, procurement spend. Triggers on "BizOps review", "where's the … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/business-operations/skills/business-operations-skills) |
+| `seo-audit` | core | When the user wants to audit, review, or diagnose SEO issues on their site. Also use when the user mentions "SEO audit," "technical SEO," "why am I not ranking," "SEO issues," "on-page SEO," "meta tags review," or "SEO health check." For … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/marketing-skill/skills/seo-audit) |
+
+## 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 |
+|---|---|---|---|
+| `code-review` | core | Use when reviewing Basic Machines code for house style, architecture risk, pre-merge hardening, or whether a change fits basic-memory/basic-memory-cloud conventions. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/.agents/skills/code-review) |
+
+## Source: bevibing/tutor-skills
+
+- Repository: [https://github.com/bevibing/tutor-skills](https://github.com/bevibing/tutor-skills) (commit `397110c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `tutor` | core | Interactive quiz tutor for Obsidian StudyVault learning. Use when the user wants to: (1) Take a diagnostic assessment of their knowledge, (2) Study or review specific sections/topics, (3) Drill weak areas identified in previous sessions, … | [source](https://github.com/bevibing/tutor-skills/tree/397110c/skills/tutor) |
+
+## 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 |
+|---|---|---|---|
+| `code-review-excellence` | core | This skill should be used when the user asks to review a diff or pull request, write review comments, audit code quality, establish review standards, or improve how a team performs code review. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/code-review-excellence) |
+| `referee2` | core | Systematic audit and review by Referee 2. Two modes — "deck" reviews slide presentations for rhetoric, visual quality, and compile cleanliness; "code" performs cross-language replication and econometric audit of empirical pipelines. Use … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/13-scunning1975-MixtapeTools/skills/referee2) |
+| `review` | core | All quality reviews — routes to appropriate critics based on target file type and flags. Replaces /paper-excellence, /proofread, /econometrics-check, /review-r, /review-paper. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/16-hsantanna88-clo-author/dot-claude/skills/review) |
+| `slide-excellence` | core | Multi-agent slide review (visual, pedagogy, proofreading). Use for comprehensive quality check before milestones. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/12-pedrohcgs-claude-code-my-workflow/dot-claude/skills/slide-excellence) |
+| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/research-lit) |
+
+## Source: Chachamaru127/claude-code-harness
+
+- Repository: [https://github.com/Chachamaru127/claude-code-harness](https://github.com/Chachamaru127/claude-code-harness) (commit `9851b1a`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `harness-setup` | core | HAR: Project init, tool setup, agent config, memory setup, skill mirror sync. Trigger: setup, init, new project, CI/Codex setup, harness-mem, mirror. Do NOT load for: implementation, review, release, planning. | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-setup) |
+
+## 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) |
+
+## 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 |
+|---|---|---|---|
+| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation, maintenance, process optimization, and compliance expertise. Use for QMS design, documentation control, management review, internal … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/quality-manager-qms-iso13485) |
+| `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) |
+| `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) |
+| `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) |
+| `fda-consultant-specialist` | core | Senior FDA consultant and specialist for medical device companies including HIPAA compliance and requirement management. Provides FDA pathway expertise, QSR compliance, cybersecurity guidance, and regulatory submission support. Use for FDA … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/fda-consultant-specialist) |
+| `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) |
+| `seo-audit` | core | When the user wants to audit, review, or diagnose SEO issues on their site. Also use when the user mentions "SEO audit," "technical SEO," "why am I not ranking," "SEO issues," "on-page SEO," "meta tags review," or "SEO health check." For … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/seo-audit) |
+| `swarmvault` | core | Use SwarmVault when the user needs a local-first knowledge vault that writes durable markdown, graph, search, dashboard, review, and MCP artifacts to disk from books, notes, transcripts, exports, datasets, slide decks, files, URLs, code, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/swarmvault) |
+
+## 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 |
+|---|---|---|---|
+| `binlog-generation` | core | Generate MSBuild binary logs (binlogs) for build diagnostics and analysis. USE FOR: adding /bl:{} to any dotnet build, test, pack, publish, or restore command to capture a full build execution trace, prerequisite for … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-msbuild/skills/binlog-generation) |
+| `coverage-analysis` | core | Project-wide code coverage and CRAP (Change Risk Anti-Patterns) score analysis for .NET projects. Calculates CRAP scores per method and surfaces risk hotspots — complex code with low coverage that is dangerous to modify. Use to diagnose … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-test/skills/coverage-analysis) |
+
+## Source: Eronred/aso-skills
+
+- Repository: [https://github.com/Eronred/aso-skills](https://github.com/Eronred/aso-skills) (commit `e2a7c45`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `aso-audit` | core | When the user wants a full ASO health audit, review their App Store listing quality, or diagnose why their app isn't ranking. Also use when the user mentions "ASO audit", "ASO score", "why am I not ranking", "listing review", or "optimize … | [source](https://github.com/Eronred/aso-skills/tree/e2a7c45/skills/aso-audit) |
+
+## 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 |
+|---|---|---|---|
+| `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: giuseppe-trisciuoglio/developer-kit
+
+- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-md-management` | core | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) |
+
+## 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) |
+| `review-ugc-render` | core | Mandatory pre-publish review gate for a UGC video render. Transcribes the finished render's AUDIO with Whisper and word-diffs it against the approved spoken script, then gates set_final_render — blocking a render whose generated audio … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/ads/packs/ugc-video-formats/review-ugc-render) |
+
+## Source: hoangsonww/Claude-Code-Agent-Monitor
+
+- Repository: [https://github.com/hoangsonww/Claude-Code-Agent-Monitor](https://github.com/hoangsonww/Claude-Code-Agent-Monitor) (commit `8f87ce1`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-review` | core | Review the file-based memory store via the Agent Monitor Config Explorer API: the user and project CLAUDE.md plus per-project auto-memory files under ~/.claude/projects/<slug>/memory/*.md. Groups by project, shows the index (MEMORY.md) vs … | [source](https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/8f87ce1/plugins/ccam-config/skills/memory-review) |
+
+## 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 |
+|---|---|---|---|
+| `seo-audit` | core | When the user wants to audit, review, or diagnose SEO issues on their site. Also use when the user mentions "SEO audit," "technical SEO," "why am I not ranking," "SEO issues," "on-page SEO," "meta tags review," "SEO health check," "my … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/seo-audit) |
+
+## Source: jabrena/plinth
+
+- Repository: [https://github.com/jabrena/plinth](https://github.com/jabrena/plinth) (commit `065eae8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `145-java-refactoring-high-performance` | core | Use when you need to refactor Java code for high performance — including memory/allocation reduction, CPU hot-path optimization, and syntax/API/control-flow improvements. This should trigger for requests such as Review Java code for high … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/145-java-refactoring-high-performance) |
+
+## Source: 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 |
+|---|---|---|---|
+| `onenote-debug-bundle` | core | Generate comprehensive diagnostic bundles for OneNote Graph API issues with request tracing and token analysis. Use when debugging OneNote API failures, filing Microsoft support tickets, or analyzing permission issues. Trigger with … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/onenote-pack/skills/onenote-debug-bundle) |
+| `twinmind-observability` | core | Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health. Use when implementing observability, or managing TwinMind meeting AI operations. Trigger with phrases like "twinmind … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-observability) |
+| `excel-variance-analyzer` | core | Analyze budget vs actual variances in Excel with drill-down and root cause analysis. Use when performing variance analysis or explaining budget differences. Trigger with phrases like ''excel variance'', ''analyze budget variance'', … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-variance-analyzer) |
+| `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) |
+| `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) |
+| `triage-display` | core | Internal process for the triage-summarizer agent. Defines the step-by-step procedure for formatting triage results as terminal markdown and parsing review commands. Not user-invocable — loaded by the triage-summarizer agent through its … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/mcp/x-bug-triage/skills/triage-display) |
+
+## 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 |
+|---|---|---|---|
+| `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 |
+|---|---|---|---|
+| `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: 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 |
+|---|---|---|---|
+| `win-loss-analysis` | core | Analyze why deals are won and lost and turn it into an action plan. Use when asked to run a win/loss analysis, review closed-won and closed-lost deals, understand why the team is losing to a competitor, or summarize sales feedback into … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-pmm/skills/win-loss-analysis) |
+| `sql-optimizer` | core | Diagnose a slow SQL query and produce a concrete optimization plan. Use when asked to optimize SQL, speed up a slow query, reduce a query's cost/scan, fix a timeout, or review a query plan. Produces an analysis — the likely bottleneck, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-dataeng/skills/sql-optimizer) |
+| `pptx-slide-auditor` | core | Audit a PowerPoint presentation for layout issues, text overflow, visual hierarchy problems, and consistency gaps. Use when asked to review a slide deck, check a presentation before a meeting, audit slides for layout problems, or QA a deck … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-delivery/skills/pptx-slide-auditor) |
+| `docx-tracked-changes` | core | Produce properly-formatted tracked changes for a Word document. Use when asked to redline a document, suggest edits to a contract or document, create tracked changes for review, or mark up a document with proposed revisions. Produces a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-essentials/skills/docx-tracked-changes) |
+| `pr-description` | core | Write a clear pull-request description that gets reviewed fast and merged with confidence. Use when opening a PR, summarizing a change for review, or asked to write a PR/merge-request description. Produces a structured PR: what changed and … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-craft/skills/pr-description) |
+
+## Source: mukul975/Anthropic-Cybersecurity-Skills
+
+- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
+| `detecting-process-injection-techniques` | core | Detects and analyzes process injection techniques used by malware including classic DLL injection, process hollowing, APC injection, thread hijacking, and reflective loading. Uses memory forensics, API monitoring, and behavioral analysis … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-process-injection-techniques) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+
+## Source: nexu-io/open-design
+
+- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | core | Create, edit, and analyze Word documents with tracked changes, comments, and formatting. Useful for design briefs, copy docs, and review-ready deliverables. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/docx) |
+
+## 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: RoundTable02/tutor-skills
+
+- Repository: [https://github.com/RoundTable02/tutor-skills](https://github.com/RoundTable02/tutor-skills) (commit `397110c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `tutor` | core | Interactive quiz tutor for Obsidian StudyVault learning. Use when the user wants to: (1) Take a diagnostic assessment of their knowledge, (2) Study or review specific sections/topics, (3) Drill weak areas identified in previous sessions, … | [source](https://github.com/RoundTable02/tutor-skills/tree/397110c/skills/tutor) |
+
+## Source: rsmdt/the-startup
+
+- Repository: [https://github.com/rsmdt/the-startup](https://github.com/rsmdt/the-startup) (commit `ff6a0be`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `debug` | core | Systematically diagnose and resolve bugs through conversational investigation and root cause analysis | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/start/skills/debug) |
+| `performance-analysis` | core | Measurement approaches, profiling patterns, bottleneck identification, and optimization guidance. Use when diagnosing performance issues, establishing baselines, identifying bottlenecks, or planning for scale. Always measure before … | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/team/skills/quality/performance-analysis) |
+
+## Source: sgcarstrends/backend
+
+- Repository: [https://github.com/sgcarstrends/backend](https://github.com/sgcarstrends/backend) (commit `7231cbc`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `seo-audit` | core | When the user wants to audit, review, or diagnose SEO issues on their site. Also use when the user mentions "SEO audit," "technical SEO," "why am I not ranking," "SEO issues," "on-page SEO," "meta tags review," "SEO health check," "my … | [source](https://github.com/sgcarstrends/backend/tree/7231cbc/.agents/skills/seo-audit) |
+
+## Source: silverstein/minutes
+
+- Repository: [https://github.com/silverstein/minutes](https://github.com/silverstein/minutes) (commit `3fb2e83`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `minutes-video-review` | core | Analyze a product walkthrough, bug report video, Loom, or ScreenPal using Minutes transcription plus visual review. Use when the user wants a recorded demo or bug clip turned into a durable brief with transcript, key frames, issues, and … | [source](https://github.com/silverstein/minutes/tree/3fb2e83/.agents/skills/minutes/minutes-video-review) |
+
+## 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: 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 |
+|---|---|---|---|
+| `rust-review` | core | Performs comprehensive Rust security review for safe/unsafe boundary issues, memory safety in unsafe blocks, concurrency hazards, panic-induced DoS, FFI safety, and async runtime mistakes. Use when auditing Rust crates, services, or … | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/rust-review/skills/rust-review) |
+| `c-review` | core | Performs comprehensive C/C++ security review for memory corruption, integer overflows, race conditions, and platform-specific vulnerabilities. Use when auditing native C/C++ applications, reviewing daemons or services for memory safety, or … | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/c-review/skills/c-review) |
+
+## Source: 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 |
+|---|---|---|---|
+| `kill-argument` | core | Two-thread adversarial review: a fresh reviewer constructs the strongest 200-word rejection memo, then a second fresh reviewer defends the paper point-by-point and surfaces still-unresolved critical issues. Use when user says \"kill … | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/kill-argument) |
+| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/research-lit) |
+
+## Source: wondelai/skills
+
+- Repository: [https://github.com/wondelai/skills](https://github.com/wondelai/skills) (commit `326b380`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `steve-jobs-design-review` | core | Review designs, products, and features with Steve Jobs'' standards: ruthless simplicity, focus, and end-to-end excellence. Use when the user mentions "Steve Jobs review", "design review", "product review", "what would Steve do", "insanely … | [source](https://github.com/wondelai/skills/tree/326b380/steve-jobs-design-review) |
+
+## Source: zebbern/claude-code-guide
+
+- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `regression-modeler` | core | Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language interpretation. Triggered by requests for regression modeling, fitting data, testing significance, … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/regression-modeler) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,155 @@
+# Market evidence report — pharmaceutical-quality-specialist
+
+Source: **43 real job ads** (JSearch API, countries: us 43), extracted into the MSSQL evidence store; as of 2026-07-18.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 33 | 77 % |
+| senior | 6 | 14 % |
+| junior | 2 | 5 % |
+| lead | 2 | 5 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | SAP | 7 | 16 % |
+| 2 | Microsoft Excel | 6 | 14 % |
+| 3 | Microsoft Office | 5 | 12 % |
+| 4 | Microsoft Word | 4 | 9 % |
+| 5 | Microsoft PowerPoint | 3 | 7 % |
+| 6 | TrackWise | 3 | 7 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | quality assurance | 21 | 49 % |
+| 2 | regulatory compliance | 13 | 30 % |
+| 3 | batch record review | 11 | 26 % |
+| 4 | data analysis | 9 | 21 % |
+| 5 | deviation management | 7 | 16 % |
+| 6 | root cause analysis | 7 | 16 % |
+| 7 | deviation investigation | 6 | 14 % |
+| 8 | documentation review | 6 | 14 % |
+| 9 | risk assessment | 6 | 14 % |
+| 10 | quality control | 5 | 12 % |
+| 11 | auditing | 4 | 9 % |
+| 12 | change control | 4 | 9 % |
+| 13 | corrective action implementation | 4 | 9 % |
+| 14 | investigation management | 4 | 9 % |
+| 15 | investigation support | 4 | 9 % |
+| 16 | capa management | 3 | 7 % |
+| 17 | data review | 3 | 7 % |
+| 18 | documentation maintenance | 3 | 7 % |
+| 19 | environmental monitoring | 3 | 7 % |
+| 20 | equipment qualification | 3 | 7 % |
+| 21 | process validation | 3 | 7 % |
+| 22 | raw material inspection | 3 | 7 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | cGMP | 9 | 21 % |
+| 2 | good manufacturing practice (GMP) | 6 | 14 % |
+| 3 | continuous improvement | 5 | 12 % |
+| 4 | ICH Guidelines | 5 | 12 % |
+| 5 | good distribution practice (GDP) | 3 | 7 % |
+| 6 | good manufacturing practices (GMP) | 3 | 7 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | cross-functional collaboration | 6 | 14 % |
+| 2 | compliance monitoring | 5 | 12 % |
+| 3 | batch record review | 4 | 9 % |
+| 4 | compliance assurance | 4 | 9 % |
+| 5 | process improvement | 4 | 9 % |
+| 6 | quality oversight | 4 | 9 % |
+| 7 | record maintenance | 4 | 9 % |
+| 8 | audit support | 3 | 7 % |
+| 9 | issue resolution | 3 | 7 % |
+| 10 | material release | 3 | 7 % |
+| 11 | training delivery | 3 | 7 % |
+
+## Regional breakdown
+
+> **Corpus note:** 43 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+43 ads.
+
+**Top hard skills:**
+
+- quality assurance — 49 % (21 ads)
+- regulatory compliance — 30 % (13 ads)
+- batch record review — 26 % (11 ads)
+- data analysis — 21 % (9 ads)
+- deviation management — 16 % (7 ads)
+- root cause analysis — 16 % (7 ads)
+- deviation investigation — 14 % (6 ads)
+- documentation review — 14 % (6 ads)
+- risk assessment — 14 % (6 ads)
+- quality control — 12 % (5 ads)
+
+**Top tools:**
+
+- SAP — 16 % (7 ads)
+- Microsoft Excel — 14 % (6 ads)
+- Microsoft Office — 12 % (5 ads)
+- Microsoft Word — 9 % (4 ads)
+- Microsoft PowerPoint — 7 % (3 ads)
+- TrackWise — 7 % (3 ads)
+- LIMS — 5 % (2 ads)
+- Master Control — 5 % (2 ads)
+- veeva vault — 5 % (2 ads)
+
+**Seniority:** mid 77 % · senior 14 % · junior 5 % · lead 5 %
+
+### 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 |
+|---|---|
+| Quality Assurance Inspector | 2 |
+| Specialist I, QA Quality Management System | 2 |
+| Associate Specialist, Quality Assurance | 1 |
+| Contract Logistics Quality Specialist Healthcare | 1 |
+| GMP Quality Specialist | 1 |
+| GMP Quality Specialist - Pharma Compliance & CI | 1 |
+| Hybrid Quality Assurance Specialist - Lab | 1 |
+| Lead Quality Assurance Specialist 2nd Shift | 1 |
+| Manager, QA Batch Disposition | 1 |
+| Pharma QA Specialist Quality & Compliance | 1 |
+| Pharma QA Specialist: Data Integrity & Compliance | 1 |
+| Pharma QA Specialist: Quality & Compliance Lead | 1 |
+| Pharma Quality & CAPA Specialist Process & Audit | 1 |
+| pharmaceutical Quality Assurance Associate | 1 |
+| Pharmaceutical Quality Assurance Auditor | 1 |
+| Pharmaceutical Quality Assurance Specialist - PQAS24-15849 at NavitsPartners Chalfont, PA | 1 |
+| QA Documentation Specialist | 1 |
+| QA QMS Specialist Quality Assurance & Investigations | 1 |
+| QA Senior Specialist | 1 |
+| QA Specialist (Hybrid) | 1 |
+| QA Specialist I | 1 |
+| QA Specialist II — Pharma Quality & Compliance | 1 |
+| QA Specialist III - Hybrid (Pharma) with Equity | 1 |
+| Quality Assurance (QA) Specialist – W2 Contract | Jersey City, NJ (Hybrid) | 1 |
+| Quality Assurance Inspector II - Night Shift | 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
@@ -0,0 +1,28 @@
+# Occupation profile — pharmaceutical quality specialist
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/0f845e64-de8b-431e-9fe3-1bccf8e1c5b9
+- **ESCO code:** 2262.1.1
+- **ISCO-08 group:** 2262 — Pharmacists
+- **O*NET-SOC:** 29-1051.00 — Pharmacists (match: closeMatch)
+
+## Description (ESCO)
+
+Pharmaceutical quality specialists perform inspections and precision measurements in order to test and ensure the quality of pharmaceutical products. They are involved in the whole development phase of a pharmaceutical product until it is ready for the market. This includes the process of acquiring clinical trial licences, advising the pharmaceutical development staff on regulatory requirements and evaluating the content of the package leaflet and other documentation on the product. Moreover, pharmaceutical quality specialists collect and evaluate information on side effects of the product and communicate this knowledge both internally and to the relevant authorities.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- specialist of pharmaceutical quality
+- pharmaceutical quality compliance specialist
+- pharmaceutical quality control technician
+- pharmaceutical quality verifier
+- pharmaceutical quality technician
+- pharmaceutical quality control specialist
+- specialist of pharmaceutical quality compliance
+- pharmaceutical quality manager
+- pharmaceutical quality inspector
+- specialist of pharmaceutical quality control
+- pharmaceutical product quality manager
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,62 @@
+# Competences — pharmaceutical quality specialist
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/0f845e64-de8b-431e-9fe3-1bccf8e1c5b9).
+
+## Essential
+
+- **analytical chemistry** (knowledge)
+- **biotechnology** (knowledge)
+- **comply with quality standards related to healthcare practice** (skill/competence)
+- **conduct quality control analysis** (skill/competence)
+- **controlled substances permits** (knowledge)
+- **ensure pharmacovigilance** (skill/competence)
+- **ensure quality assurance for pharmaceutical products** (skill/competence)
+- **laboratory techniques** (knowledge)
+- **manage medication safety issues** (skill/competence)
+- **manufacture medicines** (skill/competence)
+- **monitor manufacturing quality standards** (skill/competence)
+- **perform product testing** (skill/competence)
+- **pharmaceutical chemistry** (knowledge)
+- **pharmaceutical industry** (knowledge)
+- **pharmaceutical legislation** (knowledge)
+- **pharmaceutical products** (knowledge)
+- **pharmaceutical technology** (knowledge)
+- **test medicinal products** (skill/competence)
+- **test pharmaceutical process** (skill/competence)
+- **work safely with chemicals** (skill/competence)
+
+## Optional
+
+- basic chemicals (knowledge)
+- chemical processes (knowledge)
+- chemical products (knowledge)
+- evaluate pharmaceutical manufacturing process (skill/competence)
+- improve safety of medicines (skill/competence)
+- manage adverse reactions to drugs (skill/competence)
+- perform chemical experiments (skill/competence)
+- perform therapeutic drug monitoring (skill/competence)
+- pharmacology (knowledge)
+- provide specialist pharmaceutical care (skill/competence)
+- record data from biomedical tests (skill/competence)
+- record test data (skill/competence)
+- take pharmaceutical inventory (skill/competence)
+- transfer chemicals (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 43 ads, as of 2026-07-18)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- quality assurance — **49 %**
+- regulatory compliance — **30 %**
+- batch record review — **26 %**
+- data analysis — **21 %**
+
+### Methods
+
+- cGMP — **21 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,54 @@
+# Tasks & work activities — pharmaceutical quality specialist
+
+Source: O*NET 30.3, occupation 29-1051.00 (Pharmacists).
+
+## Task statements
+
+- **[Core]** Review prescriptions to assure accuracy, to ascertain the needed ingredients, and to evaluate their suitability.
+- **[Core]** Provide information and advice regarding drug interactions, side effects, dosage, and proper medication storage.
+- **[Core]** Analyze prescribing trends to monitor patient compliance and to prevent excessive usage or harmful interactions.
+- **[Core]** Order and purchase pharmaceutical supplies, medical supplies, or drugs, maintaining stock and storing and handling it properly.
+- **[Core]** Maintain records, such as pharmacy files, patient profiles, charge system files, inventories, control records for radioactive nuclei, or registries of poisons, narcotics, or controlled drugs.
+- **[Core]** Provide specialized services to help patients manage conditions, such as diabetes, asthma, smoking cessation, or high blood pressure.
+- **[Core]** Advise customers on the selection of medication brands, medical equipment, or healthcare supplies.
+- **[Core]** Collaborate with other health care professionals to plan, monitor, review, or evaluate the quality or effectiveness of drugs or drug regimens, providing advice on drug applications or characteristics.
+- **[Core]** Compound and dispense medications as prescribed by doctors and dentists, by calculating, weighing, measuring, and mixing ingredients, or oversee these activities.
+- **[Core]** Refer patients to other health professionals or agencies when appropriate.
+- **[Core]** Plan, implement, or maintain procedures for mixing, packaging, or labeling pharmaceuticals, according to policy and legal requirements, to ensure quality, security, and proper disposal.
+- **[Core]** Assess the identity, strength, or purity of medications.
+- **[Core]** Teach pharmacy students serving as interns in preparation for their graduation or licensure.
+- **[Core]** Contact insurance companies to resolve billing issues.
+- **[Supplemental]** Prepare sterile solutions or infusions for use in surgical procedures, emergency rooms, or patients' homes.
+- **[Supplemental]** Manage pharmacy operations, hiring or supervising staff, performing administrative duties, or buying or selling non-pharmaceutical merchandise.
+- **[Supplemental]** Work in hospitals or clinics or for Health Management Organizations (HMOs), dispensing prescriptions, serving as a medical team consultant, or specializing in specific drug therapy areas, such as oncology or nuclear pharmacotherapy.
+- **[Supplemental]** Publish educational information for other pharmacists, doctors, or patients.
+- **[Supplemental]** Offer health promotion or prevention activities, such as training people to use blood pressure devices or diabetes monitors.
+- **[Supplemental]** Update or troubleshoot pharmacy information databases.
+
+## Detailed work activities
+
+- Advise medical personnel regarding healthcare issues.
+- Advise patients on effects of health conditions or treatments.
+- Analyze chemical compounds or substances.
+- Analyze data to identify trends or relationships among variables.
+- Analyze health-related data.
+- Collaborate with healthcare professionals to plan or provide treatment.
+- Communicate detailed medical information to patients or family members.
+- Determine protocols for medical procedures.
+- Instruct patients in the use of assistive equipment.
+- Maintain inventory of medical supplies or equipment.
+- Maintain medical facility records.
+- Manage healthcare operations.
+- Merchandise healthcare products or services.
+- Order medical supplies or equipment.
+- Prepare medications or medical solutions.
+- Prescribe medications.
+- Prescribe treatments or therapies.
+- Present medical research reports.
+- Process medical billing information.
+- Recommend types of assistive devices.
+- Refer patients to other healthcare practitioners or health resources.
+- Review customer insurance information.
+- Train medical providers.
+- Treat chronic diseases or disorders.
+- Verify accuracy of patient information.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,27 @@
+# Tools & technology — pharmaceutical quality specialist
+
+Source: O*NET 30.3 'Software Skills' for 29-1051.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Microsoft SharePoint | Document management software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| eClinicalWorks EHR software | Medical software | yes |
+| Epic Systems | Medical software | yes |
+| MEDITECH software | Medical software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Word | Word processing software | yes |
+| Insurance claim processing software | Accounting software |  |
+| TPNassist | Analytical or scientific software |  |
+| TTP LabTech comPOUND | Analytical or scientific software |  |
+| Multitask software | Calendar and scheduling software |  |
+| Freedom MedTEACH | Computer based training software |  |
+| Computer records systems | Data base user interface and query software |  |
+| Healthprolink MedAtlas | Data base user interface and query software |  |
+| Recordkeeping software | Data base user interface and query software |  |
+| Web browser software | Internet browser software |  |
+| Pyxis MedStation software | Inventory management software |  |
+| Label-making software | Label making software |  |
+| RxKinetics UD Labels for Windows | Label making software |  |