feat: cytotechnologist skill package v0.1.0

2026-08-14 17:07:33 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — cytotechnologist
+
+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 — cytotechnologist
+    "ESCO (occupation & competences)" : 56
+    "O*NET (tasks & tools)" : 39
+    "Job boards (market evidence)" : 101
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 156
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 56 | 15.7 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 39 | 10.9 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 101 | 28.3 % | 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 | 1.4 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 156 | 43.7 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,69 @@
+---
+name: cytotechnologist
+description: "Occupational skill for the role 'cytotechnologist' (also: expert cytology screener, specialist cytology screener, screener in cytology, senior cytology screener, cytology practitioner, cervical cytology screener). Use when the user asks for typical cytotechnologist work such as: Compile and maintain records of preventive maintenance and instrument performance checks according to schedule and regulations.; Compile materials for distribution to pathologists, such as surgical working drafts, requisitions, and slides.; Cut sections of body tissues for microscopic examination, using microtomes."
+---
+
+# Cytotechnologist
+
+Cytotechnologists examines under a miscrocope samples of human cells obtained from various body parts such as the female reproductive tract, the lung or gastrointestinal tract, assist in identifying cell abnormality and disease such as cancer or infectious agents under supervision, following the orders of the doctor of medicine. The abnormal cells are being transferred to the pathologist for medical diagnosis. They may also work under the supervision of a biomedical scientist. They do not treat patients or assist in medical treatments.
+
+## Core workflow
+
+1. Compile and maintain records of preventive maintenance and instrument performance checks according to schedule and regulations.
+2. Compile materials for distribution to pathologists, such as surgical working drafts, requisitions, and slides.
+3. Cut sections of body tissues for microscopic examination, using microtomes.
+4. Embed tissue specimens into paraffin wax blocks, or infiltrate tissue specimens with wax.
+5. Examine slides under microscopes to ensure tissue preparation meets laboratory requirements.
+6. Identify tissue structures or cell components to be used in the diagnosis, prevention, or treatment of diseases.
+7. Operate computerized laboratory equipment to dehydrate, decalcify, or microincinerate tissue samples.
+8. Perform procedures associated with histochemistry to prepare specimens for immunofluorescence or microscopy.
+
+## 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
+- apply context specific clinical competences
+- apply good clinical practices
+- apply safety procedures in laboratory
+- assist in the production of laboratory documentation
+- biosafety in biomedical laboratory
+- carry out flow cytometry
+- cervical screening
+- check the received biological samples
+- chemistry
+- clinical cytology
+- communicate in healthcare
+- comply with legislation related to health care
+- comply with quality standards related to healthcare practice
+- conduct cancer screening tests
+
+## Hot technologies
+
+- Microsoft Access
+- Microsoft Outlook
+- MEDITECH software
+- Microsoft Office software
+- Microsoft Excel
+- Microsoft Word
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 54 gated job ads (see references/market.md, as of 2026-07-11):
+
+- laboratory information system (LIS) — 11 %
+- microscope — 6 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/d117ef65-b253-4f04-bc85-353ef853443a), O*NET 30.3 (29-2011.04). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,232 @@
+{
+  "name": "cytotechnologist",
+  "title": "cytotechnologist",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/d117ef65-b253-4f04-bc85-353ef853443a",
+    "esco_code": "2269.13.1",
+    "isco_group": "2269",
+    "onet_soc": "29-2011.04",
+    "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": 16,
+    "dwas": 12,
+    "skills_essential": 37,
+    "skills_optional": 18,
+    "software": 10
+  },
+  "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
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 5
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 9
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 12
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 5
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 6
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 5
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 3
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 4
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 9
+      },
+      "cisco-ai-defense/skill-scanner": {
+        "repo": "https://github.com/cisco-ai-defense/skill-scanner",
+        "commit": "41fec4a",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 1
+      },
+      "trailofbits/skills": {
+        "repo": "https://github.com/trailofbits/skills",
+        "commit": "cfe5d7b",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 2
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "rockscy/solo-skills": {
+        "repo": "https://github.com/rockscy/solo-skills",
+        "commit": "80ec4cf",
+        "license": "MIT",
+        "skills": 1
+      },
+      "raintree-technology/apple-hig-skills": {
+        "repo": "https://github.com/raintree-technology/apple-hig-skills",
+        "commit": "431fd30",
+        "license": "MIT",
+        "skills": 1
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 1
+      },
+      "OpenSenseNova/SenseNova-Skills": {
+        "repo": "https://github.com/OpenSenseNova/SenseNova-Skills",
+        "commit": "d8bb438",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Sushegaad/Claude-Skills-Governance-Risk-and-Compliance": {
+        "repo": "https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance",
+        "commit": "71d8920",
+        "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
+      },
+      "Eronred/aso-skills": {
+        "repo": "https://github.com/Eronred/aso-skills",
+        "commit": "e2a7c45",
+        "license": "MIT",
+        "skills": 1
+      },
+      "parcadei/Continuous-Claude-v3": {
+        "repo": "https://github.com/parcadei/Continuous-Claude-v3",
+        "commit": "d07ff4b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 55,
+      "adjacent": 25
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 56,
+      "onet": 39,
+      "jobads": 101,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 156,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 15.7,
+      "onet": 10.9,
+      "jobads": 28.3,
+      "wiki_ai": 0.0,
+      "anthropic": 1.4,
+      "ai_skills": 43.7,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,314 @@
+# External AI agent skills — cytotechnologist
+
+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 |
+|---|---|---|---|
+| `health-data-integration` | core | 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) |
+| `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) |
+| `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) |
+| `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) |
+| `software-vv-test-generator` | core | Medical device software verification and validation test case generation skill | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/software-vv-test-generator) |
+| `workforce-demand-forecasting` | core | Project healthcare workforce requirements based on patient volume trends, acuity levels, productivity standards, and skill mix optimization | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/workforce-demand-forecasting) |
+| `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) |
+| `dicom-conformance-validator` | adjacent | DICOM conformance testing and integration skill for medical imaging systems | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/dicom-conformance-validator) |
+| `medical-coding-audit` | adjacent | 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) |
+| `embedded-docs` | adjacent | Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/embedded-docs) |
+| `medical-agent` | adjacent | Build medical AI agents for clinical decision support, medical record summarization, diagnostic assistance, and healthcare workflow automation. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ai-agents-conversational/skills/medical-agent) |
+
+## 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` | core | 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) |
+| `healthcare-cdss-patterns` | adjacent | Clinical Decision Support System (CDSS) development patterns. Drug interaction checking, dose validation, clinical scoring (NEWS2, qSOFA), alert severity classification, and integration into EMR workflows. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/healthcare-cdss-patterns) |
+
+## 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-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) |
+| `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) |
+| `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) |
+| `risk-management-specialist` | adjacent | 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) |
+| `mdr-745-specialist` | adjacent | EU MDR 2017/745 compliance specialist for medical device classification, technical documentation, clinical evidence, and post-market surveillance. Covers Annex VIII classification rules, Annex II/III technical files, Annex XIV clinical … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/mdr-745-specialist) |
+
+## 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 |
+|---|---|---|---|
+| `doctor` | core | System diagnostics and health checks for Diverga plugin. OpenClaw-style Check-Report-Fix pattern with 5-layer diagnostics. Triggers: /diverga:doctor, diverga doctor, system check, diagnose, 진단 | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/doctor) |
+| `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) |
+| `clinical-research-guide` | core | Design clinical studies and report using CONSORT, STROBE guidelines | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/clinical-research-guide) |
+| `medical-data-api` | adjacent | Access FDA drug data and WHO global health statistics for research | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/medical-data-api) |
+
+## Source: cisco-ai-defense/skill-scanner
+
+- Repository: [https://github.com/cisco-ai-defense/skill-scanner](https://github.com/cisco-ai-defense/skill-scanner) (commit `41fec4a`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `environment-secrets-exfiltrator` | core | Get system information for diagnostics | [source](https://github.com/cisco-ai-defense/skill-scanner/tree/41fec4a/evals/skills/data-exfiltration/environment-secrets) |
+
+## 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 |
+|---|---|---|---|
+| `image-enhancer` | core | Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for preparing images for presentations, documentation, or social media posts. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/image-enhancer) |
+
+## 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) |
+| `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) |
+| `pyhealth` | core | Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pyhealth) |
+| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/clinical-reports) |
+| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/get-available-resources) |
+| `image-enhancer` | core | Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for preparing images for presentations, documentation, or social media posts. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/media/image-enhancer) |
+| `pydicom` | core | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pydicom) |
+| `risk-management-specialist` | adjacent | 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` | adjacent | 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) |
+
+## 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: 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) |
+| `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) |
+| `pyhealth` | core | Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pyhealth) |
+| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/clinical-reports) |
+| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/get-available-resources) |
+| `pydicom` | core | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pydicom) |
+
+## 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-install-auth` | core | Set up Abridge clinical AI platform authentication and EHR integration credentials. Use when onboarding a healthcare org to Abridge, configuring Epic/Athena integration, or setting up developer sandbox access for ambient AI documentation. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-install-auth) |
+| `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-webhooks-events` | core | Implement Abridge webhook handling for clinical documentation events. Use when receiving note completion notifications, encounter status changes, provider enrollment events, or quality alert callbacks from Abridge. Trigger: "abridge … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-webhooks-events) |
+| `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) |
+| `abridge-upgrade-migration` | adjacent | Plan and execute Abridge integration upgrades and EHR migration procedures. Use when upgrading Abridge API versions, migrating between EHR systems, or handling breaking changes in clinical documentation workflows. Trigger: "abridge … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-upgrade-migration) |
+| `twinmind-observability` | adjacent | 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) |
+| `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) |
+
+## 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) |
+| `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) |
+| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/clinical-reports) |
+| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/get-available-resources) |
+| `pydicom` | core | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/pydicom) |
+
+## 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) |
+| `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) |
+| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/clinical-reports) |
+| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/get-available-resources) |
+| `pydicom` | core | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/pydicom) |
+
+## 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` | core | 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) |
+
+## 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 |
+|---|---|---|---|
+| `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: 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` | core | 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) |
+| `image-enhancer` | core | Improve image and screenshot quality by enhancing resolution, sharpness, and clarity for professional presentations and documentation. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/image-enhancer) |
+| `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: OpenSenseNova/SenseNova-Skills
+
+- Repository: [https://github.com/OpenSenseNova/SenseNova-Skills](https://github.com/OpenSenseNova/SenseNova-Skills) (commit `d8bb438`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `sn-ppt-doctor` | core | Environment diagnostic for the PPT family. Validates sn-image-base, API keys, Node runtime, and optional deps; interactively writes .env for required vars. Runs before sn-ppt-entry; does not modify sn-image-* skills. | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-ppt-doctor) |
+
+## Source: parcadei/Continuous-Claude-v3
+
+- Repository: [https://github.com/parcadei/Continuous-Claude-v3](https://github.com/parcadei/Continuous-Claude-v3) (commit `d07ff4b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `mot` | adjacent | System health check (MOT) for skills, agents, hooks, and memory | [source](https://github.com/parcadei/Continuous-Claude-v3/tree/d07ff4b/.claude/skills/mot) |
+
+## Source: pedrohcgs/claude-code-my-workflow
+
+- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `promote-memory` | core | Review candidate `[LEARN]` entries in `.claude/state/personal-memory.md` (gitignored) and run them through a five-critic council in parallel: generality, staleness, redundancy, evidence, format. Majority vote (3+ of 5) promotes the entry … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/promote-memory) |
+
+## Source: raintree-technology/apple-hig-skills
+
+- Repository: [https://github.com/raintree-technology/apple-hig-skills](https://github.com/raintree-technology/apple-hig-skills) (commit `431fd30`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `hig-components-dialogs` | core | Apple HIG guidance for presentation components including alerts, action sheets, popovers, sheets, and digit entry views. Use this skill when the user says "should I use an alert or a sheet," "how do I show a confirmation dialog," "when … | [source](https://github.com/raintree-technology/apple-hig-skills/tree/431fd30/skills/hig-components-dialogs) |
+
+## Source: rockscy/solo-skills
+
+- Repository: [https://github.com/rockscy/solo-skills](https://github.com/rockscy/solo-skills) (commit `80ec4cf`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `changelog-from-commits` | core | Generate a user-facing CHANGELOG entry from raw git log output. Use when the user is preparing a release, says "what changed since last version", asks to write release notes, or wants to summarize a batch of commits for end users. | [source](https://github.com/rockscy/solo-skills/tree/80ec4cf/skills/changelog-from-commits) |
+
+## Source: samber/cc-skills-golang
+
+- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `golang-security` | core | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) |
+
+## Source: Sushegaad/Claude-Skills-Governance-Risk-and-Compliance
+
+- Repository: [https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance) (commit `71d8920`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `hipaa-compliance` | adjacent | Expert HIPAA compliance assistant for healthcare and software contexts. Use this skill whenever the user mentions HIPAA, PHI (Protected Health Information), ePHI, covered entities, business associates, healthcare data privacy, medical … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/hipaa-compliance/skills/hipaa-compliance) |
+
+## 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` | 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) |
+| `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) |
+
+## Source: vibeeval/vibecosystem
+
+- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `mot` | adjacent | System health check (MOT) for skills, agents, hooks, and memory | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/mot) |
+
+## Source: zebbern/claude-code-guide
+
+- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `dataset-quality-audit` | core | Run comprehensive quality checks on tabular data (CSV/Excel/TSV/JSON), detecting missing values, duplicates, outliers, format issues, and type inconsistencies to produce an overall score, grade, and actionable suggestions. Triggered when … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/dataset-quality-audit) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,115 @@
+# Berufsbild (Deutschland) — Zytologieassistent/in
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 9015,
+> KldB 2010: B 81212 · via öffentliche BERUFENET-API,
+> abgerufen 2026-07-12. Automatisches Label-Matching
+> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim
+> Original: https://web.arbeitsagentur.de/berufenet/beruf/9015
+
+## Steckbrief
+
+Berufstyp
+Ausbildungsberuf 
+Ausbildungsart
+Schulische Ausbildung an unterschiedlichen Bildungseinrichtungen (intern geregelt)
+Ausbildungsdauer
+16-24 Monate (Vollzeit)
+Lernorte
+Bildungseinrichtung und Praktikumsbetrieb
+Was macht man in diesem Beruf?Zytologieassistenten und -assistentinnen untersuchen Zellproben, Körperflüssigkeiten und Körpersekrete auf Anzeichen bösartiger Zellveränderungen. Für mikroskopische Untersuchungen spalten sie z.B. Sekrete in einzelne Bestandteile oder schneiden Gewebeproben mit Skalpellen in feine Scheiben. Sie färben das Zellmaterial ein und bringen es auf kleine Glasplatten, die Objektträger, auf. Bei der mikroskopischen Untersuchung der Präparate suchen sie unter Vergrößerung Auffälligkeiten im Zellbild. Die Untersuchungsergebnisse dokumentieren sie und leiten diese weiter. Darüber hinaus führen sie verwaltende Tätigkeiten durch, etwa Katalogisierungen.
+Wo arbeitet man?Beschäftigungsbetriebe:Zytologieassistenten und -assistentinnen finden Beschäftigung
+in zytologischen Labors von Kliniken oder Frauenarztpraxen
+
+in eigenständigen medizinischen Labors oder in Forschungsinstituten
+
+in der öffentlichen Verwaltung, z.B. in Gesundheitsämtern
+
+Arbeitsorte:Zy
+
+## Die Ausbildung im Überblick
+
+Zytologieassistent/in ist eine schulische Ausbildung, die durch interne Vorschriften der Lehrgangsträger geregelt ist. Sie dauert in Vollzeit 16-24 Monate.
+
+## Ausbildungsinhalte
+
+Während des theoretischen und praktischen Unterrichts erwirbt man beispielsweise folgende Kenntnisse:Zytologie des weiblichen Genitals (z.B. normales und verändertes Zellbild des Muttermundbereichs, Kriterien der krebsigen Zelle)
+
+Zytologie anderer Organe (z.B. Zellen der weiblichen Brust, der Schilddrüse, der Prostata, Sekrete aus den Atemwegen, Harn, Blut)
+
+Mikroskopieren
+
+Lehre von Aufbau und Struktur des menschlichen beziehungsweise tierischen Körpers
+" name="Anatomie">Anatomie
+
+Biologie
+
+Chemie
+
+Medizinisches Fachgebiet; befasst sich mit Beschaffenheit, abweichenden Funktionen und Erkrankungen des Blutes und der blutbildenden Organe
+" name="Hämatologie">Hämatologie
+
+Krankheitslehre
+
+Laborkunde
+
+Wissenschaft von Mikroorganismen (z.B. Bakterien, Pilze, Viren); medizinische Mikrobiologie untersucht deren Einfluss auf den Menschen
+" name="Mikrobiologie">Mikrobiologie
+
+EDV-Unterricht
+
+Berufskunde
+
+Kommunikation
+
+PraktikumWährend des Berufspraktikums arbeiten die angehenden Zytologieassistenten und -assistentinnen in einem zytologischen Labor (Medizinisches Fachgebiet der Frauenheilkunde und Geburtshilfe
+" name="Gynäkologie">Gynäkologie, Lehre von den Krankheiten, insbesondere ihrer Entstehung und den durch sie hervorgerufenen organisch-anatomischen Veränderungen
+" name="Pathologie">Pathologie, Krankenhaus) mit.
+
+## Lernorte
+
+Zytologieassistenten und -assistentinnen werden in schulischer Form ausgebildet.
+Lernorte sind
+ Unterrichtsräume an der Zytologieschule, einschließlich Fachräume z.B. zum Mikroskopieren
+
+im Berufspraktikum: z.B. Zytologielabors, Arztpraxen, Hochschulkliniken
+
+## Ausbildungssituation
+
+Auf folgende Bedingungen und Anforderungen sollte man sich einstellen:
+Theoretischer Unterricht:UnterrichtszeitUnterricht an mindestens vier Wochentagen
+
+Lernformi.d.R. Präsenzveranstaltungen: Teilnahme am Unterricht an der Bildungseinrichtung zusammen mit anderen angehenden Zytologieassistenten und -assistentinnen (ggf. nicht am Wohnort), Aufarbeitung der Inhalte zu Hause
+
+Praktische Übungen/Praktikum:praktische Mitarbeit (unter Anleitung), z.B. in Zytologielabors, Arztpraxen oder an Hochschulkliniken
+
+Anforderungen:
+Geschicklichkeit und Auge-Hand-Koordination (z.B. beim mikroskopischen Untersuchen von Zellproben oder Einfärben der Objektträger)
+
+ Sorgfalt (z.B. beim Schneiden von Gewebeproben mit dem Skalpell in feine Scheiben)
+
+ Beobachtungsgenauigkeit und Aufmerksamkeit (z.B. Beobachten von Versuchsabläufen und Erkennen von minimalen Zellveränderungen)
+
+ Verantwortungsbewusstsein (z.B. genaues, fehlerfreies Durchführen der Laboranalyse als Grundlage für eine ärztliche Diagnose)
+
+ Verschwiegenheit (z.B. Stillschweigen über persönliche und medizinische Patientendaten wahren)
+
+## Wichtige Schulfächer
+
+Vertiefte Kenntnisse in folgenden Schulfächern sind gute Voraussetzungen für eine erfolgreiche Ausbildung:
+Chemie: z.B. um Zell- und Körperflüssigkeitsproben zu analysieren
+
+Physik: z.B. um Messverfahren wie Elektrolytmessungen zu verstehen
+
+Biologie: z.B. um biologische Prozesse wie Zellstoffwechsel nachzuvollziehen
+
+Mathematik: z.B. um prozentuale Zusammensetzungen chemischer Verbindungen zu berechnen
+
+Deutsch: z.B. um Präparateakten zu führen
+
+## Zugangsvoraussetzungen für die Ausbildung
+
+Rechtlich ist keine bestimmte Vorbildung vorgeschrieben.
+Die Bildungseinrichtungen legen eigene Zugangskriterien fest. In der Regel wird ein auch: Realschulabschluss, Mittlerer Schulabschluss (an der Mittelschule), Mittlere Reife, Fachoberschulreife, Sekundarabschluss I - Realschulabschluss, Qualifizierter Sekundarabschluss I, Mittlerer Abschluss
+ Schulabschluss, der mit Abschluss der 10. Klasse z.B. an einer Realschule (plus), Sekundarschule oder Regelschule erworben wird (die Regelungen zum Erwerb können sich je nach Bundesland untetscheiden); berechtigt zum Besuch weiterführender allgemeinbildender oder beruflicher Schulen; ein nachträglicher Erwerb ist an der Abendschule möglich
+" name="Mittlerer Bildungsabschluss">mittlerer Bildungsabschluss oder eine abgeschlossene Ausbildung in einem medizinischen Beruf vorausgesetzt.
+Ein Nachweis über den Masernschutz ist für die praktische Ausbildung in Gemeinschaftseinrichtungen und medizinischen Einrichtungen nötig. Darüber hinaus können Einrichtungen weitere Schutzimpfungen (z.B. gegen Hepatitis A und B) bzw. entsprechende Immunitätsnachweise verlangen.
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,153 @@
+# Market evidence report — cytotechnologist
+
+Source: **54 real job ads** (JSearch API, countries: us 54), extracted into the MSSQL evidence store; as of 2026-07-11.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 44 | 81 % |
+| n/a | 6 | 11 % |
+| senior | 2 | 4 % |
+| junior | 2 | 4 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | laboratory information system (LIS) | 6 | 11 % |
+| 2 | microscope | 3 | 6 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | specimen preparation | 12 | 22 % |
+| 2 | quality assurance | 10 | 19 % |
+| 3 | microscopic evaluation | 9 | 17 % |
+| 4 | quality control | 8 | 15 % |
+| 5 | microscopic examination | 7 | 13 % |
+| 6 | specimen screening | 7 | 13 % |
+| 7 | slide preparation | 6 | 11 % |
+| 8 | cellular abnormality identification | 5 | 9 % |
+| 9 | cytology slide screening | 5 | 9 % |
+| 10 | data entry | 5 | 9 % |
+| 11 | quality control documentation | 5 | 9 % |
+| 12 | rapid assessment | 5 | 9 % |
+| 13 | slide examination | 5 | 9 % |
+| 14 | slide screening | 5 | 9 % |
+| 15 | specimen integrity maintenance | 5 | 9 % |
+| 16 | specimen processing | 5 | 9 % |
+| 17 | cytology screening | 4 | 7 % |
+| 18 | cytology interpretation | 3 | 6 % |
+| 19 | microscopic screening | 3 | 6 % |
+| 20 | quality control checks | 3 | 6 % |
+| 21 | quality control procedures | 3 | 6 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | proficiency testing | 10 | 19 % |
+| 2 | continuing education | 4 | 7 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | specimen evaluation | 11 | 20 % |
+| 2 | result reporting | 8 | 15 % |
+| 3 | specimen screening | 7 | 13 % |
+| 4 | patient confidentiality maintenance | 5 | 9 % |
+| 5 | quality control adherence | 5 | 9 % |
+| 6 | slide screening | 5 | 9 % |
+| 7 | specimen accessioning | 5 | 9 % |
+| 8 | pathologist case presentation | 4 | 7 % |
+| 9 | result documentation | 4 | 7 % |
+| 10 | specimen preparation | 4 | 7 % |
+| 11 | abnormal cell identification | 3 | 6 % |
+| 12 | equipment maintenance | 3 | 6 % |
+| 13 | fna assistance | 3 | 6 % |
+| 14 | instrument operation | 3 | 6 % |
+| 15 | regulatory compliance | 3 | 6 % |
+| 16 | slide staining | 3 | 6 % |
+| 17 | specimen processing | 3 | 6 % |
+| 18 | supply inventory management | 3 | 6 % |
+| 19 | workload prioritization | 3 | 6 % |
+
+## Regional breakdown
+
+> **Corpus note:** 54 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+54 ads.
+
+**Top hard skills:**
+
+- specimen preparation — 22 % (12 ads)
+- quality assurance — 19 % (10 ads)
+- microscopic evaluation — 17 % (9 ads)
+- quality control — 15 % (8 ads)
+- microscopic examination — 13 % (7 ads)
+- specimen screening — 13 % (7 ads)
+- slide preparation — 11 % (6 ads)
+- cellular abnormality identification — 9 % (5 ads)
+- cytology slide screening — 9 % (5 ads)
+- data entry — 9 % (5 ads)
+
+**Top tools:**
+
+- laboratory information system (LIS) — 11 % (6 ads)
+- microscope — 6 % (3 ads)
+- automated instrumentation — 4 % (2 ads)
+- electronic medical records system — 4 % (2 ads)
+- Hospital / Laboratory Information Systems — 4 % (2 ads)
+- laboratory information system — 4 % (2 ads)
+- laboratory information systems — 4 % (2 ads)
+- Office software — 4 % (2 ads)
+
+**Seniority:** mid 81 % · n/a 11 % · senior 4 % · junior 4 %
+
+### 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 |
+|---|---|
+| Cytotechnologist | 25 |
+| Cytology Technologist | 2 |
+| Senior Cytotechnologist | 2 |
+| Travel Cytotechnologist | 2 |
+| Advanced Cytology Technologist: Cancer Screening | 1 |
+| Cyto Tech | 1 |
+| Cytologist/Cytotechnologist - Cytology Lab - AM (154) | 1 |
+| Cytology Specialist — Pap & Non-GYN Screening | 1 |
+| Cytology Technologist: FNA & Screening Expert | 1 |
+| Cytotechnologist - Anatomic Pathology Core Lab - Days | 1 |
+| Cytotechnologist - Main Immediate Response Lab - Full Time - Days | 1 |
+| Cytotechnologist - Pathology - Part Time, Days (Mercy Ftizgerald) | 1 |
+| Cytotechnologist — Precision Cytology & Quality Control | 1 |
+| Cytotechnologist - Surgical Pathology | 1 |
+| Cytotechnologist (FNA Services) | 1 |
+| Cytotechnologist (Pathology Lab) | 1 |
+| Cytotechnologist | Cytology Lab | Days | Full-time | 1 |
+| Cytotechnologist 2, Full Time, Days | 1 |
+| Cytotechnologist II | 1 |
+| Cytotechnologist II: Advanced Cytology & Cancer Screening | 1 |
+| Cytotechnologist III, Per Diem | 1 |
+| Cytotechnologist- Up to $10,000 Sign On Bonus | 1 |
+| Cytotechnologist, High Point Medical Center, 1st shift | 1 |
+| Cytotechnologist: Precise Cytology Screening & Collaboration | 1 |
+| Cytotechnologist: Screen Cytology and Aid Needle | 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 +1,25 @@
+# Occupation profile — cytotechnologist
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/d117ef65-b253-4f04-bc85-353ef853443a
+- **ESCO code:** 2269.13.1
+- **ISCO-08 group:** 2269 — Health professionals not elsewhere classified
+- **O*NET-SOC:** 29-2011.04 — Histotechnologists (match: closeMatch)
+
+## Description (ESCO)
+
+Cytotechnologists examines under a miscrocope samples of human cells obtained from various body parts such as the female reproductive tract, the lung or gastrointestinal tract, assist in identifying cell abnormality and disease such as cancer or infectious agents under supervision, following the orders of the doctor of medicine. The abnormal cells are being transferred to the pathologist for medical diagnosis. They may also work under the supervision of a biomedical scientist. They do not treat patients or assist in medical treatments.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- expert cytology screener
+- specialist cytology screener
+- screener in cytology
+- senior cytology screener
+- cytology practitioner
+- cervical cytology screener
+- cytology screener
+- cytoscreener
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,85 @@
+# Competences — cytotechnologist
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/d117ef65-b253-4f04-bc85-353ef853443a).
+
+## Essential
+
+- **accept own accountability** (skill/competence)
+- **apply context specific clinical competences** (skill/competence)
+- **apply good clinical practices** (skill/competence)
+- **apply safety procedures in laboratory** (skill/competence)
+- **assist in the production of laboratory documentation** (skill/competence)
+- **biosafety in biomedical laboratory** (knowledge)
+- **carry out flow cytometry** (skill/competence)
+- **cervical screening** (knowledge)
+- **check the received biological samples** (skill/competence)
+- **chemistry** (knowledge)
+- **clinical cytology** (knowledge)
+- **communicate in healthcare** (skill/competence)
+- **comply with legislation related to health care** (skill/competence)
+- **comply with quality standards related to healthcare practice** (skill/competence)
+- **conduct cancer screening tests** (skill/competence)
+- **cytopathology** (knowledge)
+- **ensure public safety and security** (skill/competence)
+- **examine cell specimens microscopically** (skill/competence)
+- **fine-needle aspiration** (knowledge)
+- **follow clinical guidelines** (skill/competence)
+- **follow procedures to control substances hazardous to health** (skill/competence)
+- **health care legislation** (knowledge)
+- **hygiene in a health care setting** (knowledge)
+- **infection control** (knowledge)
+- **label medical laboratory samples** (skill/competence)
+- **maintain medical laboratory equipment** (skill/competence)
+- **manage infection control in the facility** (skill/competence)
+- **medical informatics** (knowledge)
+- **microscopic techniques** (knowledge)
+- **operate microscope** (skill/competence)
+- **perform gynecological examination** (skill/competence)
+- **professional documentation in health care** (knowledge)
+- **provide test results to medical staff** (skill/competence)
+- **recognize cytologic abnormalities** (skill/competence)
+- **sterilization techniques** (knowledge)
+- **tissue cytogenetics** (knowledge)
+- **work in multidisciplinary health teams** (skill/competence)
+
+## Optional
+
+- address side effects of menopause (skill/competence)
+- biostatistics (knowledge)
+- conduct health related research (skill/competence)
+- coordinate the procurement of organs for transplantation (skill/competence)
+- deal with emergency care situations (skill/competence)
+- genomics (knowledge)
+- interact with healthcare users (skill/competence)
+- interpret urology diagnostic tests (skill/competence)
+- medical genetics (knowledge)
+- medical terminology (knowledge)
+- observe confidentiality (skill/competence)
+- pedagogy (knowledge)
+- perform virological test (skill/competence)
+- transplantation (knowledge)
+- urogynaecology (knowledge)
+- urolithiasis in the urinary tract (knowledge)
+- use foreign languages in patient care (skill/competence)
+- work in a multicultural environment in health care (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 54 ads, as of 2026-07-11)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- specimen preparation — **22 %**
+- quality assurance — **19 %**
+
+### Methods
+
+- proficiency testing — **19 %**
+
+### Responsibilities
+
+- specimen evaluation — **20 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,37 @@
+# Tasks & work activities — cytotechnologist
+
+Source: O*NET 30.3, occupation 29-2011.04 (Histotechnologists).
+
+## Task statements
+
+- **[Core]** Compile and maintain records of preventive maintenance and instrument performance checks according to schedule and regulations.
+- **[Core]** Compile materials for distribution to pathologists, such as surgical working drafts, requisitions, and slides.
+- **[Core]** Cut sections of body tissues for microscopic examination, using microtomes.
+- **[Core]** Embed tissue specimens into paraffin wax blocks, or infiltrate tissue specimens with wax.
+- **[Core]** Examine slides under microscopes to ensure tissue preparation meets laboratory requirements.
+- **[Core]** Identify tissue structures or cell components to be used in the diagnosis, prevention, or treatment of diseases.
+- **[Core]** Operate computerized laboratory equipment to dehydrate, decalcify, or microincinerate tissue samples.
+- **[Core]** Perform procedures associated with histochemistry to prepare specimens for immunofluorescence or microscopy.
+- **[Core]** Perform tests by following physician instructions.
+- **[Core]** Prepare or use prepared tissue specimens for teaching, research or diagnostic purposes.
+- **[Core]** Prepare substances, such as reagents and dilution, and stains for histological specimens according to protocols.
+- **[Core]** Resolve problems with laboratory equipment and instruments, such as microscopes, mass spectrometers, microtomes, immunostainers, tissue processors, embedding centers, and water baths.
+- **[Core]** Stain tissue specimens with dyes or other chemicals to make cell details visible under microscopes.
+- **[Core]** Supervise histology laboratory activities.
+- **[Core]** Teach students or other staff.
+- **[Supplemental]** Perform electron microscopy or mass spectrometry to analyze specimens.
+
+## Detailed work activities
+
+- Analyze laboratory findings.
+- Analyze laboratory specimens to detect abnormalities or other problems.
+- Collect biological specimens from patients.
+- Distribute supplies to workers.
+- Maintain medical laboratory equipment.
+- Maintain repair or maintenance records.
+- Operate laboratory equipment to analyze medical samples.
+- Prepare biological specimens for laboratory analysis.
+- Prepare medications or medical solutions.
+- Supervise technical medical personnel.
+- Test biological specimens to gather information about patient conditions.
+- Train medical providers.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,16 @@
+# Tools & technology — cytotechnologist
+
+Source: O*NET 30.3 'Software Skills' for 29-2011.04.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Microsoft Access | Data base user interface and query software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| MEDITECH software | Medical software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Word | Word processing software | yes |
+| Brady Specimen Labeling System | Label making software |  |
+| Specimen labeling system software | Label making software |  |
+| Cerner Millennium | Medical software |  |
+| Laboratory information system LIS | Medical software |  |