feat: industrial-pharmacist skill package v0.1.0

This commit is contained in:
skillfactor-pipeline
2026-08-14 17:05:49 +02:00
commit a50d31f001
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# Data provenance — industrial-pharmacist
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':'#d97757','pie4':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
pie showData
title Content sources — industrial-pharmacist
"ESCO (occupation & competences)" : 47
"O*NET (tasks & tools)" : 67
"Anthropic official Claude skills" : 5
"External AI skill packs (mapped)" : 177
```
| Source | Items | Share | Files |
|---|---|---|---|
| ESCO (occupation & competences) | 47 | 15.9 % | references/profile.md, references/skills.md |
| O*NET (tasks & tools) | 67 | 22.6 % | references/tasks.md, references/tools.md |
| Job boards (market evidence) | 0 | 0.0 % | 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 | 1.7 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
| External AI skill packs (mapped) | 177 | 59.8 % | references/ai-skills.md (per-source attribution inside) |
| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
paraphrased with source URLs — never copied · external AI skills are
linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).

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---
name: industrial-pharmacist
description: "Occupational skill for the role 'industrial pharmacist' (also: pharmaceutical industry pharmacist, industrial pharmacy specialist, industrial pharmacy consultant). Use when the user asks for typical industrial pharmacist 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."
---
# Industrial Pharmacist
Industrial pharmacists are involved in the research and creation of medications. They develop new medicines, perform tests, assure quality and ensure that medication complies with regulations.
## 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)
- accept own accountability
- adhere to organisational guidelines
- apply context specific clinical competences
- comply with legislation related to health care
- develop pharmaceutical drugs
- human anatomy
- improve safety of medicines
- inorganic chemistry
- microbiology-bacteriology
- organic chemistry
- pharmaceutical chemistry
- pharmaceutical processes
- pharmaceutical technology
- pharmacognosy
- pharmacokinetics
## Hot technologies
- Microsoft SharePoint
- Microsoft Outlook
- eClinicalWorks EHR software
- Epic Systems
- MEDITECH software
- Microsoft Office software
- Microsoft PowerPoint
- Microsoft Excel
- Microsoft Word
---
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/53cdcc84-e5ee-488c-aa09-88084e06d6d7), O*NET 30.3 (29-1051.00). See manifest.json for licensing/attribution.*

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{
"name": "industrial-pharmacist",
"title": "industrial pharmacist",
"version": "0.1.0",
"layer": "core",
"language": "en",
"generated": "2026-07-07",
"ids": {
"esco_uri": "http://data.europa.eu/esco/occupation/53cdcc84-e5ee-488c-aa09-88084e06d6d7",
"esco_code": "2262.1.2.2",
"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": 19,
"skills_optional": 27,
"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
},
"a5c-ai/babysitter": {
"repo": "https://github.com/a5c-ai/babysitter",
"commit": "44a5d58b",
"license": "MIT",
"skills": 10
},
"K-Dense-AI/claude-scientific-skills": {
"repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 3
},
"foryourhealth111-pixel/Vibe-Skills": {
"repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
"commit": "34429a8",
"license": "Apache-2.0",
"skills": 6
},
"K-Dense-AI/scientific-agent-skills": {
"repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 3
},
"davila7/claude-code-templates": {
"repo": "https://github.com/davila7/claude-code-templates",
"commit": "fa79251",
"license": "MIT",
"skills": 7
},
"jeremylongshore/claude-code-plugins-plus-skills": {
"repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
"commit": "e112938a",
"license": "MIT",
"skills": 12
},
"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
},
"nexu-io/open-design": {
"repo": "https://github.com/nexu-io/open-design",
"commit": "4b66023",
"license": "Apache-2.0",
"skills": 3
},
"Gabberflast/academic-pptx-skill": {
"repo": "https://github.com/Gabberflast/academic-pptx-skill",
"commit": "9f2b703",
"license": "MIT",
"skills": 1
},
"trailofbits/skills": {
"repo": "https://github.com/trailofbits/skills",
"commit": "cfe5d7b",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"samber/cc-skills-golang": {
"repo": "https://github.com/samber/cc-skills-golang",
"commit": "4881c01",
"license": "MIT",
"skills": 1
},
"affaan-m/everything-claude-code": {
"repo": "https://github.com/affaan-m/everything-claude-code",
"commit": "ed38744",
"license": "MIT",
"skills": 3
},
"infrasity-labs/dev-gtm-claude-skills": {
"repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
"commit": "02cfefb",
"license": "MIT",
"skills": 1
},
"mohitagw15856/pm-claude-skills": {
"repo": "https://github.com/mohitagw15856/pm-claude-skills",
"commit": "876fa30",
"license": "MIT",
"skills": 2
},
"elementalsouls/Claude-BugHunter": {
"repo": "https://github.com/elementalsouls/Claude-BugHunter",
"commit": "05098fc",
"license": "MIT",
"skills": 1
},
"AvdLee/Swift-Concurrency-Agent-Skill": {
"repo": "https://github.com/AvdLee/Swift-Concurrency-Agent-Skill",
"commit": "0d472de",
"license": "MIT",
"skills": 1
},
"24kchengYe/human-skill-tree": {
"repo": "https://github.com/24kchengYe/human-skill-tree",
"commit": "be589dd",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"ruvnet/claude-code-flow": {
"repo": "https://github.com/ruvnet/claude-code-flow",
"commit": "73914bd",
"license": "MIT",
"skills": 1
},
"ruvnet/ruflo": {
"repo": "https://github.com/ruvnet/ruflo",
"commit": "73914bd",
"license": "MIT",
"skills": 1
},
"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
},
"nanocoai/nanoclaw": {
"repo": "https://github.com/nanocoai/nanoclaw",
"commit": "da9a74f",
"license": "MIT",
"skills": 1
},
"AgriciDaniel/claude-ads": {
"repo": "https://github.com/AgriciDaniel/claude-ads",
"commit": "669c760",
"license": "MIT",
"skills": 2
},
"WenyuChiou/agent-collab-skills": {
"repo": "https://github.com/WenyuChiou/agent-collab-skills",
"commit": "f3c4097",
"license": "MIT",
"skills": 1
},
"mukul975/Anthropic-Cybersecurity-Skills": {
"repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
"commit": "673da1f",
"license": "Apache-2.0",
"skills": 1
},
"Eronred/aso-skills": {
"repo": "https://github.com/Eronred/aso-skills",
"commit": "e2a7c45",
"license": "MIT",
"skills": 1
},
"DheerG/swarms": {
"repo": "https://github.com/DheerG/swarms",
"commit": "617900e",
"license": "MIT",
"skills": 1
},
"microsoft/skills": {
"repo": "https://github.com/microsoft/skills",
"commit": "dc543aa",
"license": "MIT",
"skills": 1
},
"Leonxlnx/taste-skill": {
"repo": "https://github.com/Leonxlnx/taste-skill",
"commit": "b177427",
"license": "MIT",
"skills": 1
},
"davepoon/buildwithclaude": {
"repo": "https://github.com/davepoon/buildwithclaude",
"commit": "3c94e0c",
"license": "MIT",
"skills": 1
},
"dotnet/skills": {
"repo": "https://github.com/dotnet/skills",
"commit": "79a2ada",
"license": "MIT",
"skills": 1
},
"FlorianBruniaux/claude-code-ultimate-guide": {
"repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide",
"commit": "5395214",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"JuliusBrussee/caveman": {
"repo": "https://github.com/JuliusBrussee/caveman",
"commit": "0d95a81",
"license": "MIT",
"skills": 1
},
"egorfedorov/claude-context-optimizer": {
"repo": "https://github.com/egorfedorov/claude-context-optimizer",
"commit": "c604d3a",
"license": "MIT",
"skills": 1
}
},
"total_skills": 80,
"tiers": {
"core": 8,
"adjacent": 72
}
},
"provenance": {
"items": {
"esco": 47,
"onet": 67,
"jobads": 0,
"wiki_ai": 0,
"anthropic": 5,
"ai_skills": 177,
"stackx": 0
},
"share_percent": {
"esco": 15.9,
"onet": 22.6,
"jobads": 0.0,
"wiki_ai": 0.0,
"anthropic": 1.7,
"ai_skills": 59.8,
"stackx": 0.0
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"method": "content items per source category"
},
"collar": "white",
"computer_work": true
}

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# External AI agent skills — industrial-pharmacist
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: 24kchengYe/human-skill-tree
- Repository: [https://github.com/24kchengYe/human-skill-tree](https://github.com/24kchengYe/human-skill-tree) (commit `be589dd`, retrieved 2026-07-14)
- License: custom (see upstream LICENSE)
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `02-medical-health-tutor` | adjacent | — | [source](https://github.com/24kchengYe/human-skill-tree/tree/be589dd/app/content/skills/02-medical-health-tutor) |
## 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) |
| `accreditation-tracer-simulation` | adjacent | 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` | adjacent | 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) |
| `health-data-integration` | adjacent | Facilitate interoperability between health IT systems including EHR, HIE, and clinical decision support through HL7, FHIR, and other healthcare data standards | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/health-data-integration) |
| `patient-safety-event-analysis` | adjacent | 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) |
| `Stakeholder Communication` | adjacent | Generate stakeholder-specific communications and presentations for product updates | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/stakeholder-comms) |
| `care-transition-coordination` | adjacent | Manage care transitions between settings including discharge planning, medication reconciliation, follow-up scheduling, and post-acute care coordination | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/care-transition-coordination) |
| `clinical-documentation-query` | adjacent | Generate compliant physician queries to clarify clinical documentation for accurate coding, severity of illness, and risk of mortality capture | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/clinical-documentation-query) |
| `clinical-literature-reviewer` | adjacent | 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) |
## Source: affaan-m/everything-claude-code
- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `healthcare-emr-patterns` | adjacent | EMR/EHR development patterns for healthcare applications. Clinical safety, encounter workflows, prescription generation, clinical decision support integration, and accessibility-first UI for medical data entry. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/healthcare-emr-patterns) |
| `healthcare-eval-harness` | adjacent | Patient safety evaluation harness for healthcare application deployments. Automated test suites for CDSS accuracy, PHI exposure, clinical workflow integrity, and integration compliance. Blocks deployments on safety failures. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/healthcare-eval-harness) |
| `ck` | adjacent | Persistent per-project memory for Claude Code. Auto-loads project context on session start, tracks sessions with git activity, and writes to native memory. Commands run deterministic Node.js scripts — behavior is consistent across model … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/ck) |
## 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` | adjacent | 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) |
| `ads-optimize` | adjacent | Diagnose and draft or explicitly apply paid-ad optimizations using evidence, financial constraints, experiments, and capability-gated adapters. Use for campaign optimization, budget reallocation, bid changes, pausing or archiving ads, … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-optimize) |
## Source: AvdLee/Swift-Concurrency-Agent-Skill
- Repository: [https://github.com/AvdLee/Swift-Concurrency-Agent-Skill](https://github.com/AvdLee/Swift-Concurrency-Agent-Skill) (commit `0d472de`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `swift-concurrency` | adjacent | Diagnose Swift Concurrency issues, refactor callback-based code to async/await, and guide Swift 6 migration when working with tasks, actors, @MainActor, Sendable, data races, thread safety, or concurrency-related compiler and linter … | [source](https://github.com/AvdLee/Swift-Concurrency-Agent-Skill/tree/0d472de/swift-concurrency) |
## 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 |
|---|---|---|---|
| `pharma-skills` | adjacent | 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) |
| `clinical-research-guide` | adjacent | 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) |
| `biomedical-skills` | adjacent | 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) |
| `clinical-dialogue-agents-guide` | adjacent | Papers on AI agents for clinical dialogue and medical QA | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/clinical-dialogue-agents-guide) |
| `clinical-pharmacology-guide` | adjacent | Clinical pharmacology principles for dosing, drug interactions, and patient s... | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/pharma/clinical-pharmacology-guide) |
## 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 |
|---|---|---|---|
| `brief` | adjacent | Session-start briefing from Origin. Reads the project status file (the /handoff-maintained ledger of Active/Backlog work), then loads identity, preferences, and topic-relevant memories so the agent walks in with context. Surfaces any … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/origin/skills/brief) |
## 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-decision-support` | adjacent | 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) |
| `drugbank-database` | adjacent | Access and analyze comprehensive drug information from the DrugBank database including drug properties, interactions, targets, pathways, chemical structures, and pharmacology data. This skill should be used when working with pharmaceutical … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/drugbank-database) |
| `clinical-reports` | adjacent | 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) |
| `pyhealth` | adjacent | 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) |
| `agent-memory-systems` | adjacent | Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector stores), and the cognitive architectures … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-systems) |
| `biomni` | adjacent | 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) |
## Source: DheerG/swarms
- Repository: [https://github.com/DheerG/swarms](https://github.com/DheerG/swarms) (commit `617900e`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `audit-context` | adjacent | Evaluates ambient context artifacts (CLAUDE.md, memory, local skills, settings hooks) for compatibility with swarm governance. Returns a classified report so users can address interference before launching a team. | [source](https://github.com/DheerG/swarms/tree/617900e/skills/audit-context) |
## 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-baseline` | adjacent | Establish build performance baselines and apply systematic optimization techniques. USE FOR: diagnosing slow builds, establishing before/after measurements (cold, warm, no-op scenarios), applying optimization strategies like MSBuild … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-msbuild/skills/build-perf-baseline) |
## Source: egorfedorov/claude-context-optimizer
- Repository: [https://github.com/egorfedorov/claude-context-optimizer](https://github.com/egorfedorov/claude-context-optimizer) (commit `c604d3a`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `cco-overhead` | adjacent | Audit the fixed context overhead every session starts with — system prompt, MCP tools, agents, CLAUDE.md, memory — measured from real transcript usage | [source](https://github.com/egorfedorov/claude-context-optimizer/tree/c604d3a/skills/cco-overhead) |
## Source: elementalsouls/Claude-BugHunter
- Repository: [https://github.com/elementalsouls/Claude-BugHunter](https://github.com/elementalsouls/Claude-BugHunter) (commit `05098fc`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `report-writing` | adjacent | Bug bounty report writing for H1/Bugcrowd/Intigriti/Immunefi — report templates, human tone guidelines, impact-first writing, CVSS 3.1 scoring, title formula, impact statement formula, severity decision guide, downgrade counters, … | [source](https://github.com/elementalsouls/Claude-BugHunter/tree/05098fc/skills/report-writing) |
## 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` | adjacent | 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: FlorianBruniaux/claude-code-ultimate-guide
- Repository: [https://github.com/FlorianBruniaux/claude-code-ultimate-guide](https://github.com/FlorianBruniaux/claude-code-ultimate-guide) (commit `5395214`, retrieved 2026-07-14)
- License: custom (see upstream LICENSE)
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `catchup` | adjacent | Restore context after /clear by summarizing recent work and project state | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/catchup) |
## 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-decision-support` | adjacent | 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) |
| `clinical-reports` | adjacent | 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) |
| `document-skills` | adjacent | Umbrella skill for document workflows (PDF/DOCX/XLSX/PPTX). Dispatches to the most specific document skill to reduce noise and improve routing precision. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/document-skills) |
| `pyhealth` | adjacent | 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) |
| `bio-database-evidence` | adjacent | Unified biological database evidence owner. Use for gene annotation, variant clinical significance, cancer mutation evidence, GWAS trait associations, pathway mapping, target-disease evidence, protein structures, protein interaction … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/bio-database-evidence) |
## Source: Gabberflast/academic-pptx-skill
- Repository: [https://github.com/Gabberflast/academic-pptx-skill](https://github.com/Gabberflast/academic-pptx-skill) (commit `9f2b703`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `academic-pptx` | adjacent | Use this skill whenever the user wants to create or improve a presentation for an academic context — conference papers, seminar talks, thesis defenses, grant briefings, lab meetings, invited lectures, or any presentation where the audience … | [source](https://github.com/Gabberflast/academic-pptx-skill/tree/9f2b703) |
## 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` | adjacent | 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` | adjacent | 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-sdk-patterns` | core | Apply production-ready patterns for Abridge clinical AI integration. Use when building reusable Abridge client wrappers, implementing HIPAA-compliant error handling, or establishing team coding standards for healthcare AI. Trigger: … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-sdk-patterns) |
| `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) |
| `abridge-performance-tuning` | adjacent | Optimize Abridge clinical AI integration performance for high-volume deployments. Use when reducing note generation latency, optimizing audio streaming throughput, improving FHIR push performance, or scaling for multi-site health systems. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-performance-tuning) |
| `abridge-reference-architecture` | adjacent | Implement Abridge reference architecture for clinical AI integration. Use when designing a new Abridge deployment, reviewing project structure, or planning multi-site health system rollouts with EHR integration. Trigger: "abridge … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-reference-architecture) |
| `surge-retention` | adjacent | Retention diagnosis + intervention plan — analyze the retention curve, identify the primary drop-off point, and produce a specific intervention plan with expected impact. Use when asked to "improve retention", "why are users churning", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/bundle/revenue-team/skills/surge-retention) |
| `abridge-ci-integration` | adjacent | Configure CI/CD pipeline for Abridge clinical AI integrations with GitHub Actions. Use when setting up automated testing, FHIR validation, HIPAA compliance checks, or deployment pipelines for healthcare AI applications. Trigger: "abridge … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-ci-integration) |
| `abridge-common-errors` | adjacent | Diagnose and fix common Abridge clinical AI integration errors. Use when encountering EHR connectivity failures, note generation errors, audio streaming issues, or FHIR validation problems with Abridge. Trigger: "abridge error", "abridge … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-common-errors) |
| `abridge-core-workflow-a` | adjacent | Implement Abridge ambient clinical documentation capture-to-note pipeline. Use when building the primary encounter workflow: audio capture, real-time transcription, AI note generation, and EHR note insertion. Trigger: "abridge clinical … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-core-workflow-a) |
| `abridge-core-workflow-b` | adjacent | Implement Abridge patient-facing documentation and after-visit summary generation. Use when building patient portal integration, generating plain-language summaries, multi-language translations, or after-visit instructions from clinical … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-core-workflow-b) |
| `abridge-cost-tuning` | adjacent | Optimize Abridge clinical AI costs through tier selection, session management, and usage monitoring for healthcare organizations. Use when analyzing Abridge billing, optimizing encounter volume, or right-sizing your Abridge contract for … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-cost-tuning) |
| `abridge-deploy-integration` | adjacent | Deploy Abridge clinical AI integration to HIPAA-compliant cloud infrastructure. Use when deploying to GCP Cloud Run, AWS ECS, or Azure Container Apps with healthcare-grade secrets management and compliance controls. Trigger: "deploy … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-deploy-integration) |
| `abridge-hello-world` | adjacent | Create a minimal Abridge ambient AI clinical documentation example. Use when testing Abridge integration, verifying EHR connectivity, or learning how Abridge captures and structures clinical conversations. Trigger: "abridge hello world", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-hello-world) |
## Source: JuliusBrussee/caveman
- Repository: [https://github.com/JuliusBrussee/caveman](https://github.com/JuliusBrussee/caveman) (commit `0d95a81`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `caveman-compress` | adjacent | Compress natural language memory files (CLAUDE.md, todos, preferences) into caveman format to save input tokens. Preserves all technical substance, code, URLs, and structure. Compressed version overwrites the original file. Human-readable … | [source](https://github.com/JuliusBrussee/caveman/tree/0d95a81/plugins/caveman/skills/caveman-compress) |
## 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-decision-support` | adjacent | 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) |
| `clinical-reports` | adjacent | 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) |
## 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-decision-support` | adjacent | 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) |
| `clinical-reports` | adjacent | 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) |
## Source: Leonxlnx/taste-skill
- Repository: [https://github.com/Leonxlnx/taste-skill](https://github.com/Leonxlnx/taste-skill) (commit `b177427`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `brandkit` | adjacent | Premium brand-kit image generation skill for creating high-end brand-guidelines boards, logo systems, identity decks, and visual-world presentations. Trained for minimalist, cinematic, editorial, dark-tech, luxury, cultural, security, … | [source](https://github.com/Leonxlnx/taste-skill/tree/b177427/skills/brandkit) |
## Source: microsoft/skills
- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `azure-diagnostics` | adjacent | Debug Azure production issues on Azure using AppLens, Azure Monitor, resource health, and safe triage. WHEN: debug production issues, troubleshoot app service, app service high CPU, app service deployment failure, troubleshoot container … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-skills/skills/azure-diagnostics) |
## 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 |
|---|---|---|---|
| `patient-communication` | adjacent | Write clear, plain-English patient communications for any healthcare context. Use when asked to write a patient letter, patient information leaflet, appointment letter, test-results letter, discharge summary for patients, or health … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-research/skills/patient-communication) |
| `clinical-case-summary` | adjacent | Write a structured clinical case summary or case presentation. Use when asked to write a clinical case summary, case presentation, patient case report, or clinical handover. Produces a structured summary using SBAR or SOAP format. For … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-research/skills/clinical-case-summary) |
## 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-memory-dumps-with-volatility` | adjacent | Analyzes RAM memory dumps from compromised systems using the Volatility framework to identify malicious processes, injected code, network connections, loaded modules, and extracted credentials. Supports Windows, Linux, and macOS memory … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-dumps-with-volatility) |
## Source: nanocoai/nanoclaw
- Repository: [https://github.com/nanocoai/nanoclaw](https://github.com/nanocoai/nanoclaw) (commit `da9a74f`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `add-mnemon` | adjacent | Add persistent graph-based memory via mnemon. Agents recall past context before responding and remember insights after each turn. | [source](https://github.com/nanocoai/nanoclaw/tree/da9a74f/.claude/skills/add-mnemon) |
## 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 |
|---|---|---|---|
| `html-ppt-testing-safety-alert` | adjacent | A hospital data-governance briefing: patient-data risk, the control framework, accountability, and the approval the board must give. Built as a decision-grade policy briefing deck for health-system board, regulators. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-testing-safety-alert) |
| `brandkit` | adjacent | Premium brand-kit image generation skill for creating high-end brand-guidelines boards, logo systems, identity decks, and visual-world presentations. Trained for minimalist, cinematic, editorial, dark-tech, luxury, cultural, security, … | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/brandkit) |
| `clinical-case-report` | adjacent | Structured medical case presentation for clinical rounds, conferences, and documentation. Generates SOAP-format or narrative case reports with physiologically accurate vitals, labs, and evidence-based plans. Use when the brief mentions … | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/clinical-case-report) |
## Source: ruvnet/claude-code-flow
- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `AgentDB Memory Patterns` | adjacent | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
## Source: ruvnet/ruflo
- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `AgentDB Memory Patterns` | adjacent | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
## 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` | adjacent | 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: trailofbits/skills
- Repository: [https://github.com/trailofbits/skills](https://github.com/trailofbits/skills) (commit `cfe5d7b`, retrieved 2026-07-14)
- License: custom (see upstream LICENSE)
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `c-review` | adjacent | 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: WenyuChiou/agent-collab-skills
- Repository: [https://github.com/WenyuChiou/agent-collab-skills](https://github.com/WenyuChiou/agent-collab-skills) (commit `f3c4097`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `agent-context-budget` | adjacent | Use when multi-agent work risks context overflow, memory growth, noisy logs, oversized handoffs, cross-session continuation, or parallel Codex and Gemini execution. | [source](https://github.com/WenyuChiou/agent-collab-skills/tree/f3c4097/skills/agent-context-budget) |

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# Occupation profile — industrial pharmacist
- **ESCO URI:** http://data.europa.eu/esco/occupation/53cdcc84-e5ee-488c-aa09-88084e06d6d7
- **ESCO code:** 2262.1.2.2
- **ISCO-08 group:** 2262 — Pharmacists
- **O*NET-SOC:** 29-1051.00 — Pharmacists (match: closeMatch)
## Description (ESCO)
Industrial pharmacists are involved in the research and creation of medications. They develop new medicines, perform tests, assure quality and ensure that medication complies with regulations.
## Definition
nan
## Alternative labels
- pharmaceutical industry pharmacist
- industrial pharmacy specialist
- industrial pharmacy consultant

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# Competences — industrial pharmacist
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/53cdcc84-e5ee-488c-aa09-88084e06d6d7).
## Essential
- **accept own accountability** (skill/competence)
- **adhere to organisational guidelines** (skill/competence)
- **apply context specific clinical competences** (skill/competence)
- **comply with legislation related to health care** (skill/competence)
- **develop pharmaceutical drugs** (skill/competence)
- **human anatomy** (knowledge)
- **improve safety of medicines** (skill/competence)
- **inorganic chemistry** (knowledge)
- **microbiology-bacteriology** (knowledge)
- **organic chemistry** (knowledge)
- **pharmaceutical chemistry** (knowledge)
- **pharmaceutical processes** (knowledge)
- **pharmaceutical technology** (knowledge)
- **pharmacognosy** (knowledge)
- **pharmacokinetics** (knowledge)
- **pharmacotherapy** (knowledge)
- **pharmacy law** (knowledge)
- **physics** (knowledge)
- **toxicology** (knowledge)
## Optional
- analyse experimental laboratory data (skill/competence)
- analyse medication's impact on brain (skill/competence)
- apply safety procedures in laboratory (skill/competence)
- assist in the production of laboratory documentation (skill/competence)
- botany (knowledge)
- conduct health related research (skill/competence)
- contribute to public health campaigns (skill/competence)
- contribute to registration of pharmaceutical products (skill/competence)
- ensure pharmacovigilance (skill/competence)
- implement marketing strategies (skill/competence)
- inform policy makers on health-related challenges (skill/competence)
- maintain medical devices (skill/competence)
- maintain medical laboratory equipment (skill/competence)
- manage adverse reactions to drugs (skill/competence)
- manage medical supply chains (skill/competence)
- manage medication safety issues (skill/competence)
- manufacture medicines (skill/competence)
- perform laboratory tests (skill/competence)
- perform toxicological studies (skill/competence)
- provide pharmaceutical advice (skill/competence)
- quality assurance methodologies (knowledge)
- recommend product improvements (skill/competence)
- report medication interaction to pharmacist (skill/competence)
- safe management of medicines (knowledge)
- sales strategies (knowledge)
- test medicinal products (skill/competence)
- wear appropriate protective gear (skill/competence)

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# Tasks & work activities — industrial pharmacist
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.

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# Tools & technology — industrial pharmacist
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 | |