feat: anatomical-pathology-technician skill package v0.1.0

2026-08-14 17:08:35 +02:00
commit 1f4aa3c800
9 changed files with 992 additions and 0 deletions
--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — anatomical-pathology-technician
+
+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 — anatomical-pathology-technician
+    "ESCO (occupation & competences)" : 48
+    "O*NET (tasks & tools)" : 62
+    "Job boards (market evidence)" : 88
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 171
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 48 | 12.8 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 62 | 16.6 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 88 | 23.5 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 5 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 171 | 45.7 % | 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 +1,57 @@
+---
+name: anatomical-pathology-technician
+description: "Occupational skill for the role 'anatomical pathology technician' (also: anatomical pathology technical assistant, assistant in anatomical pathology, assistant pathology technician, pathology laboratory services technician, pathology technician, anatomical pathology technologist). Use when the user asks for typical anatomical pathology technician work such as: Set up, maintain, calibrate, clean, and test sterility of medical laboratory equipment.; Conduct chemical analyses of body fluids, such as blood or urine, using microscope or automatic analyzer to detect abnormalities or diseases and enter findings into computer.; Analyze the results of tests or experiments to ensure conformity to specifications, using special mechanical or electrical devices."
+---
+
+# Anatomical Pathology Technician
+
+Anatomical pathology technicians assist specialised doctors in pathology in conducting post-mortem examinations, keeping records of the samples, specimens, organs and the respective findings and taking care of their appropriate disposal under supervision, following the orders of the doctor of medicine.
+
+## Core workflow
+
+1. Set up, maintain, calibrate, clean, and test sterility of medical laboratory equipment.
+2. Conduct chemical analyses of body fluids, such as blood or urine, using microscope or automatic analyzer to detect abnormalities or diseases and enter findings into computer.
+3. Analyze the results of tests or experiments to ensure conformity to specifications, using special mechanical or electrical devices.
+4. Collect blood or tissue samples from patients, observing principles of asepsis to obtain blood sample.
+5. Supervise or instruct other technicians or laboratory assistants.
+6. Prepare standard volumetric solutions or reagents to be combined with samples, following standardized formulas or experimental procedures.
+
+## 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
+- assist with reconstructing the body after autopsy
+- carry out an autopsy
+- communicate in healthcare
+- comply with legislation related to health care
+- comply with quality standards related to healthcare practice
+- conduct visits to the postmortem room
+- cope with unusual stimuli in the mortuary facility
+- follow clinical guidelines
+- follow procedures to control substances hazardous to health
+- health care occupation-specific ethics
+- human anatomy
+- human physiology
+
+## Hot technologies
+
+- Microsoft Outlook
+- SAP software
+- MEDITECH software
+- Microsoft Office software
+- Microsoft PowerPoint
+- Microsoft Excel
+- Google Docs
+- Microsoft Word
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/4a5b3686-eea4-4ba0-b446-33f7b6a95aed), O*NET 30.3 (29-2012.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,262 @@
+{
+  "name": "anatomical-pathology-technician",
+  "title": "anatomical pathology technician",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/4a5b3686-eea4-4ba0-b446-33f7b6a95aed",
+    "esco_code": "2269.12",
+    "isco_group": "2269",
+    "onet_soc": "29-2012.00",
+    "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": 13,
+    "dwas": 18,
+    "skills_essential": 32,
+    "skills_optional": 15,
+    "software": 30
+  },
+  "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": 3
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 7
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 4
+      },
+      "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": 4
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 10
+      },
+      "cisco-ai-defense/skill-scanner": {
+        "repo": "https://github.com/cisco-ai-defense/skill-scanner",
+        "commit": "41fec4a",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 12
+      },
+      "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": 6
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "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
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "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
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "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
+      },
+      "AgriciDaniel/claude-ads": {
+        "repo": "https://github.com/AgriciDaniel/claude-ads",
+        "commit": "669c760",
+        "license": "MIT",
+        "skills": 1
+      },
+      "iurykrieger/claude-bedrock": {
+        "repo": "https://github.com/iurykrieger/claude-bedrock",
+        "commit": "7cac16c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "code-yeongyu/oh-my-openagent": {
+        "repo": "https://github.com/code-yeongyu/oh-my-openagent",
+        "commit": "b19f652",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "levnikolaevich/claude-code-skills": {
+        "repo": "https://github.com/levnikolaevich/claude-code-skills",
+        "commit": "2922616",
+        "license": "MIT",
+        "skills": 1
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jabrena/plinth": {
+        "repo": "https://github.com/jabrena/plinth",
+        "commit": "065eae8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "trailofbits/skills": {
+        "repo": "https://github.com/trailofbits/skills",
+        "commit": "cfe5d7b",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 37,
+      "adjacent": 43
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 48,
+      "onet": 62,
+      "jobads": 88,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 171,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 12.8,
+      "onet": 16.6,
+      "jobads": 23.5,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 45.7,
+      "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 +1,354 @@
+# External AI agent skills — anatomical-pathology-technician
+
+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) |
+| `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) |
+| `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) |
+| `iec62304-lifecycle-manager` | core | Medical device software lifecycle management skill implementing IEC 62304 requirements | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iec62304-lifecycle-manager) |
+| `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) |
+| `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) |
+| `requirements-traceability-manager` | adjacent | Design control traceability skill for managing user needs, design inputs, design outputs, and verification/validation linkages | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/requirements-traceability-manager) |
+
+## 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 |
+|---|---|---|---|
+| `autonomous-agent-harness` | core | Transform Claude Code into a fully autonomous agent system with persistent memory, scheduled operations, computer use, and task queuing. Replaces standalone agent frameworks (Hermes, AutoGPT) by leveraging Claude Code's native crons, … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/autonomous-agent-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) |
+| `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) |
+
+## 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) |
+
+## 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) |
+| `risk-management-specialist` | core | Medical device risk management specialist implementing ISO 14971 throughout product lifecycle. Provides risk analysis, risk evaluation, risk control, and post-production information analysis. Use when user mentions risk management, ISO … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/risk-management-specialist) |
+
+## Source: basicmachines-co/basic-memory
+
+- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-schema` | core | Schema lifecycle management for Basic Memory: discover unschemaed notes, infer schemas, create and edit schema definitions, validate notes, and detect drift. Use when working with structured note types (Task, Person, Meeting, etc.) to … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-schema) |
+
+## Source: brycewang-stanford/Auto-Empirical-Research-Skills
+
+- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
+- License: CC-BY-4.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `code-review-excellence` | core | This skill should be used when the user asks to review a diff or pull request, write review comments, audit code quality, establish review standards, or improve how a team performs code review. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/code-review-excellence) |
+| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/research-lit) |
+| `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) |
+| `doctor` | adjacent | 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) |
+| `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) |
+| `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) |
+
+## 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: code-yeongyu/oh-my-openagent
+
+- Repository: [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) (commit `b19f652`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `lcx-doctor` | adjacent | Diagnose LazyCodex and Codex CLI installation health against the latest sources. Use whenever the user asks for a doctor or health check, says LazyCodex, lazycodex-ai, omo-codex, or Codex behaves oddly after an install, update, or config … | [source](https://github.com/code-yeongyu/oh-my-openagent/tree/b19f652/packages/shared-skills/skills/lcx-doctor) |
+
+## 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) |
+| `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) |
+| `risk-management-specialist` | core | Senior Risk Management specialist for medical device companies implementing ISO 14971 risk management throughout product lifecycle. Provides risk analysis, risk evaluation, risk control, and post-production information analysis. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/risk-management-specialist) |
+| `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) |
+| `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) |
+| `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) |
+| `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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `iso-13485-certification` | adjacent | 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) |
+| `sentry` | adjacent | Use when the user asks to inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry API; perform read-only queries with the bundled script and require `SENTRY_AUTH_TOKEN`. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/sentry) |
+
+## Source: giuseppe-trisciuoglio/developer-kit
+
+- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-md-management` | adjacent | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) |
+
+## Source: 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: iurykrieger/claude-bedrock
+
+- Repository: [https://github.com/iurykrieger/claude-bedrock](https://github.com/iurykrieger/claude-bedrock) (commit `7cac16c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `healthcheck` | adjacent | Read-only vault health diagnostic. Generates a report without modifying any files. Checks: graphify-out integrity, setup verification, orphan entities, dangling content, old content (>15 days). Safe to run at any frequency. Use when: … | [source](https://github.com/iurykrieger/claude-bedrock/tree/7cac16c/skills/healthcheck) |
+
+## Source: jabrena/plinth
+
+- Repository: [https://github.com/jabrena/plinth](https://github.com/jabrena/plinth) (commit `065eae8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `145-java-refactoring-high-performance` | adjacent | Use when you need to refactor Java code for high performance — including memory/allocation reduction, CPU hot-path optimization, and syntax/API/control-flow improvements. This should trigger for requests such as Review Java code for high … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/145-java-refactoring-high-performance) |
+
+## Source: jeremylongshore/claude-code-plugins-plus-skills
+
+- Repository: [https://github.com/jeremylongshore/claude-code-plugins-plus-skills](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) (commit `e112938a`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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-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-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-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) |
+| `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) |
+| `glean-debug-bundle` | adjacent | Collect Glean diagnostic information for support including datasource config, indexing status, and search quality metrics. Trigger: "glean debug", "glean support", "glean diagnostic".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/glean-pack/skills/glean-debug-bundle) |
+| `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-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-webhooks-events` | adjacent | 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) |
+| `linear-incident-runbook` | adjacent | Production incident response procedures for Linear integrations. Use when handling production issues, diagnosing outages, or responding to Linear-related incidents. Trigger: "linear incident", "linear outage", "linear production issue", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/linear-pack/skills/linear-incident-runbook) |
+| `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-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) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `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) |
+| `iso-13485-certification` | adjacent | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/iso-13485-certification) |
+
+## Source: K-Dense-AI/scientific-agent-skills
+
+- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `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) |
+| `iso-13485-certification` | adjacent | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/iso-13485-certification) |
+
+## Source: levnikolaevich/claude-code-skills
+
+- Repository: [https://github.com/levnikolaevich/claude-code-skills](https://github.com/levnikolaevich/claude-code-skills) (commit `2922616`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ln-22-codebase-auditor` | adjacent | Audits cross-cutting code health across security, delivery, maintainability, dependencies, diagnosability, concurrency, and lifecycle. Use when no specialist audit is primary. | [source](https://github.com/levnikolaevich/claude-code-skills/tree/2922616/plugins/codebase-audit-suite/skills/ln-22-codebase-auditor) |
+
+## 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) |
+
+## Source: mukul975/Anthropic-Cybersecurity-Skills
+
+- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
+| `implementing-memory-protection-with-dep-aslr` | adjacent | Implements memory protection mechanisms including DEP (Data Execution Prevention), ASLR (Address Space Layout Randomization), CFG (Control Flow Guard), and other exploit mitigations to prevent memory corruption attacks. Use when hardening … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-memory-protection-with-dep-aslr) |
+
+## Source: nexscope-ai/eCommerce-Skills
+
+- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `supply-chain-optimization-tiktok` | core | Supply Chain Bottleneck Analyzer for TikTok Shop sellers. Diagnose cash flow, inventory turnover, affiliate commissions, and return rates. Includes FBT cost analysis, influencer payout optimization, and viral product lifecycle management. … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/supply-chain-optimization/supply-chain-optimization-tiktok) |
+
+## Source: nexu-io/open-design
+
+- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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) |
+
+## Source: nWave-ai/nWave
+
+- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `nw-production-readiness` | adjacent | Monitoring, observability, operational procedures, CI/CD lessons learned, and quality gate definitions. Load when assessing production readiness or validating operational excellence. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-production-readiness) |
+
+## 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: 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` | 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: 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: wanshuiyin/Auto-claude-code-research-in-sleep
+
+- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/research-lit) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,118 @@
+# Market evidence report — anatomical-pathology-technician
+
+Source: **65 real job ads** (JSearch API, countries: us 65), extracted into the MSSQL evidence store; as of 2026-07-08.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 47 | 72 % |
+| n/a | 11 | 17 % |
+| junior | 6 | 9 % |
+| senior | 1 | 2 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | voice recognition software | 5 | 8 % |
+| 2 | laboratory information system (LIS) | 3 | 5 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | specimen accessioning | 14 | 22 % |
+| 2 | specimen preparation | 10 | 15 % |
+| 3 | gross description | 9 | 14 % |
+| 4 | gross examination | 7 | 11 % |
+| 5 | specimen dissection | 7 | 11 % |
+| 6 | specimen handling | 7 | 11 % |
+| 7 | autopsy assistance | 6 | 9 % |
+| 8 | gross dissection | 6 | 9 % |
+| 9 | frozen sectioning | 5 | 8 % |
+| 10 | quality control | 5 | 8 % |
+| 11 | specimen retrieval | 5 | 8 % |
+| 12 | tissue dissection | 5 | 8 % |
+| 13 | tissue sectioning | 5 | 8 % |
+| 14 | dissection | 4 | 6 % |
+| 15 | pathology assistance | 4 | 6 % |
+| 16 | quality assurance | 4 | 6 % |
+| 17 | surgical pathology | 4 | 6 % |
+| 18 | surgical specimen dissection | 4 | 6 % |
+| 19 | tissue handling | 4 | 6 % |
+| 20 | tissue sampling | 4 | 6 % |
+| 21 | waste disposal | 4 | 6 % |
+| 22 | data entry | 3 | 5 % |
+| 23 | equipment maintenance | 3 | 5 % |
+| 24 | frozen section preparation | 3 | 5 % |
+| 25 | gross specimen examination | 3 | 5 % |
+| 26 | histologic sampling | 3 | 5 % |
+| 27 | laboratory equipment maintenance | 3 | 5 % |
+| 28 | laboratory operations | 3 | 5 % |
+| 29 | microtomy | 3 | 5 % |
+| 30 | postmortem examinations | 3 | 5 % |
+| 31 | radiography | 3 | 5 % |
+| 32 | specimen photography | 3 | 5 % |
+| 33 | specimen processing | 3 | 5 % |
+| 34 | specimen registration | 3 | 5 % |
+| 35 | troubleshooting | 3 | 5 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | CAP compliance | 3 | 5 % |
+| 2 | CLIA compliance | 3 | 5 % |
+| 3 | quality assurance | 3 | 5 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | equipment maintenance | 8 | 12 % |
+| 2 | specimen accessioning | 8 | 12 % |
+| 3 | specimen labeling | 6 | 9 % |
+| 4 | specimen preparation | 6 | 9 % |
+| 5 | specimen processing | 6 | 9 % |
+| 6 | specimen handling | 5 | 8 % |
+| 7 | specimen photography | 5 | 8 % |
+| 8 | customer inquiry response | 4 | 6 % |
+| 9 | specimen description | 4 | 6 % |
+| 10 | specimen grossing | 4 | 6 % |
+| 11 | tissue storage | 4 | 6 % |
+| 12 | patient care | 3 | 5 % |
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Pathologist Assistant | 4 |
+| Pathology Assistant | 4 |
+| Pathologists' Assistant | 3 |
+| Cytology Histology Laboratory Technician II | 2 |
+| Pathologist's Assistant | 2 |
+| Pathology Assistant - Long Term Care - Travel | 2 |
+| Surgical Pathology Technician | 2 |
+| Academic Scholar - Clinical Assistant or Associate Professor, Pathology and Anatomical Sciences | 1 |
+| Anatomic Pathology, Pathologists' Assistant, Day Shift | 1 |
+| Anatomic Pathology, Pathologists' Assistant, Night Shift | 1 |
+| Anatomical Pathology Applications Specialist - North America | 1 |
+| Anatomical Pathology Apps Specialist – Hybrid Role | 1 |
+| Anatomical Pathology Medical Laboratory Scientist / Medical Laboratory Technician | 1 |
+| Anatomical Pathology Supervisor- Laboratory | 1 |
+| Anatomical Pathology, Medical Laboratory Scientist / Medical Laboratory Technician - Days | 1 |
+| Certified Pathologists Assistant: Clinical Diagnostics Pro | 1 |
+| Clinical Lab Technologist/Histotechnologist, Surgical Pathology | 1 |
+| Cytology Histology Laboratory Technician I | 1 |
+| Cytology Histology Laboratory Technician II in Baltimore | 1 |
+| Entry-Level Cytology & Histology Lab Technician | 1 |
+| Grossing Technologist | 1 |
+| Histology Tech Assistant — Anatomic Pathology Lab | 1 |
+| Histotechnician I - Histology Lab | 1 |
+| Histotechnologist - Pathology Lab Specialist | 1 |
+| Lab Specialist - Pathology Assistant | 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 +1,26 @@
+# Occupation profile — anatomical pathology technician
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/4a5b3686-eea4-4ba0-b446-33f7b6a95aed
+- **ESCO code:** 2269.12
+- **ISCO-08 group:** 2269 — Health professionals not elsewhere classified
+- **O*NET-SOC:** 29-2012.00 — Medical and Clinical Laboratory Technicians (match: closeMatch)
+
+## Description (ESCO)
+
+Anatomical pathology technicians assist specialised doctors in pathology in conducting post-mortem examinations, keeping records of the samples, specimens, organs and the respective findings and taking care of their appropriate disposal under supervision, following the orders of the doctor of medicine.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- anatomical pathology technical assistant
+- assistant in anatomical pathology
+- assistant pathology technician
+- pathology laboratory services technician
+- pathology technician
+- anatomical pathology technologist
+- mortuary technician
+- pathology laboratory technician
+- technician in anatomical pathology
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,68 @@
+# Competences — anatomical pathology technician
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/4a5b3686-eea4-4ba0-b446-33f7b6a95aed).
+
+## Essential
+
+- **accept own accountability** (skill/competence)
+- **adhere to organisational guidelines** (skill/competence)
+- **apply context specific clinical competences** (skill/competence)
+- **assist with reconstructing the body after autopsy** (skill/competence)
+- **carry out an autopsy** (skill/competence)
+- **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 visits to the postmortem room** (skill/competence)
+- **cope with unusual stimuli in the mortuary facility** (skill/competence)
+- **follow clinical guidelines** (skill/competence)
+- **follow procedures to control substances hazardous to health** (skill/competence)
+- **health care occupation-specific ethics** (knowledge)
+- **human anatomy** (knowledge)
+- **human physiology** (knowledge)
+- **hygiene in a health care setting** (knowledge)
+- **infection control** (knowledge)
+- **legal requirements related to mortuary services** (knowledge)
+- **manage infection control in the facility** (skill/competence)
+- **medical informatics** (knowledge)
+- **microbiology-bacteriology** (knowledge)
+- **observe confidentiality** (skill/competence)
+- **pathological anatomy** (knowledge)
+- **pathology** (knowledge)
+- **perform mortuary facility administration** (skill/competence)
+- **perform pathology consultations** (skill/competence)
+- **provide information on mortuary services** (skill/competence)
+- **select hazard control** (skill/competence)
+- **sterilization techniques** (knowledge)
+- **take samples during autopsy** (skill/competence)
+- **work in multidisciplinary health teams** (skill/competence)
+- **work with authorities related to mortuary services** (skill/competence)
+
+## Optional
+
+- communicate in foreign languages with health service providers (skill/competence)
+- conduct routine blood testing (skill/competence)
+- dispose medical waste (skill/competence)
+- first aid (knowledge)
+- forensic pathology (knowledge)
+- medical terminology (knowledge)
+- osteology (knowledge)
+- perform forensic examinations (skill/competence)
+- perform PCR covid test (skill/competence)
+- perform virological test (skill/competence)
+- toxicology (knowledge)
+- train employees (skill/competence)
+- use foreign languages for health-related research (skill/competence)
+- 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, 65 ads, as of 2026-07-08)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- specimen accessioning — **22 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,40 @@
+# Tasks & work activities — anatomical pathology technician
+
+Source: O*NET 30.3, occupation 29-2012.00 (Medical and Clinical Laboratory Technicians).
+
+## Task statements
+
+- **[Core]** Set up, maintain, calibrate, clean, and test sterility of medical laboratory equipment.
+- **[Core]** Conduct chemical analyses of body fluids, such as blood or urine, using microscope or automatic analyzer to detect abnormalities or diseases and enter findings into computer.
+- **[Core]** Analyze the results of tests or experiments to ensure conformity to specifications, using special mechanical or electrical devices.
+- **[Core]** Collect blood or tissue samples from patients, observing principles of asepsis to obtain blood sample.
+- **[Core]** Supervise or instruct other technicians or laboratory assistants.
+- **[Core]** Prepare standard volumetric solutions or reagents to be combined with samples, following standardized formulas or experimental procedures.
+- **[Supplemental]** Analyze and record test data to issue reports that use charts, graphs, or narratives.
+- **[Supplemental]** Perform medical research to further control or cure disease.
+- **[Supplemental]** Conduct blood tests for transfusion purposes and perform blood counts.
+- **[Supplemental]** Obtain specimens, cultivating, isolating, and identifying microorganisms for analysis.
+- **[Supplemental]** Examine cells stained with dye to locate abnormalities.
+- **[Supplemental]** Consult with a pathologist to determine a final diagnosis when abnormal cells are found.
+- **[Supplemental]** Test raw materials, processes, or finished products to determine quality or quantity of materials or characteristics of a substance.
+
+## Detailed work activities
+
+- Analyze laboratory findings.
+- Analyze laboratory specimens to detect abnormalities or other problems.
+- Analyze test data or images to inform diagnosis or treatment.
+- Clean medical equipment or facilities.
+- Collect biological specimens from patients.
+- Conduct research to increase knowledge about medical issues.
+- Cultivate micro-organisms for study, testing, or medical preparations.
+- Enter patient or treatment data into computers.
+- Inform medical professionals regarding patient conditions and care.
+- Maintain medical laboratory equipment.
+- Operate laboratory equipment to analyze medical samples.
+- Prepare biological specimens for laboratory analysis.
+- Prepare medical supplies or equipment for use.
+- Supervise technical medical personnel.
+- Test biological specimens to gather information about patient conditions.
+- Test materials, solutions, or samples.
+- Test quality of materials or finished products.
+- Train medical providers.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,36 @@
+# Tools & technology — anatomical pathology technician
+
+Source: O*NET 30.3 'Software Skills' for 29-2012.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Microsoft Outlook | Electronic mail software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| MEDITECH software | Medical software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Google Docs | Word processing software | yes |
+| Microsoft Word | Word processing software | yes |
+| Minitab | Analytical or scientific software |  |
+| Billing software | Billing and invoicing software |  |
+| Quizlet | Computer based training software |  |
+| Data entry software | Data base user interface and query software |  |
+| Database software | Data base user interface and query software |  |
+| FileMaker Pro | Data base user interface and query software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| Email software | Electronic mail software |  |
+| IBM Notes | Electronic mail software |  |
+| Commercial plate reader software | Medical software |  |
+| Electronic medical record EMR software | Medical software |  |
+| Hematology laboratory workflow management software | Medical software |  |
+| Laboratory information system LIS | Medical software |  |
+| Medical digital imaging software | Medical software |  |
+| Medical system integration software | Medical software |  |
+| Microscopic image capturing software | Medical software |  |
+| Quality control software | Medical software |  |
+| Reimbursement screening software | Medical software |  |
+| Specimen tracking software | Medical software |  |
+| Sunquest Information Systems Sunquest Laboratory | Medical software |  |
+| Test result delivery software | Medical software |  |
+| Test routing software | Medical software |  |