feat: medical-laboratory-manager skill package v0.1.0

2026-08-14 16:38:16 +02:00
commit 0325f1eee9
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — medical-laboratory-manager
+
+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 — medical-laboratory-manager
+    "ESCO (occupation & competences)" : 39
+    "O*NET (tasks & tools)" : 55
+    "Job boards (market evidence)" : 73
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 159
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 39 | 11.8 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 55 | 16.6 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 73 | 22.1 % | 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 | 1.5 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 159 | 48.0 % | 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 +1,58 @@
+---
+name: medical-laboratory-manager
+description: "Occupational skill for the role 'medical laboratory manager' (also: clinical laboratory supervisor, medical laboratory supervisor, medical laboratory administrator, clinical laboratory director of operations, clinical laboratory administrator, medical laboratory director of operations). Use when the user asks for typical medical laboratory manager work such as: Establish or monitor quality assurance programs or activities to ensure the accuracy of laboratory results.; Collect and study blood samples to determine the number of cells, their morphology, or their blood group, blood type, or compatibility for transfusion purposes, using microscopic techniques.; Analyze laboratory findings to check the accuracy of the results."
+---
+
+# Medical Laboratory Manager
+
+Medical laboratory managers oversee the daily operations of a medical laboratory. They manage employees and communicate the schedule of activities. They monitor and ensure all laboratory operations are performed according to specifications, arrange the necessary laboratory equipment and assure that the appropriate health and safety standards are followed.
+
+## Core workflow
+
+1. Establish or monitor quality assurance programs or activities to ensure the accuracy of laboratory results.
+2. Collect and study blood samples to determine the number of cells, their morphology, or their blood group, blood type, or compatibility for transfusion purposes, using microscopic techniques.
+3. Analyze laboratory findings to check the accuracy of the results.
+4. Conduct chemical analysis of body fluids, including blood, urine, or spinal fluid, to determine presence of normal or abnormal components.
+5. Operate, calibrate, or maintain equipment used in quantitative or qualitative analysis, such as spectrophotometers, calorimeters, flame photometers, or computer-controlled analyzers.
+6. Enter data from analysis of medical tests or clinical results into computer for storage.
+7. Analyze samples of biological material for chemical content or reaction.
+8. Set up, clean, and maintain laboratory equipment.
+
+## 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)
+
+- apply safety procedures in laboratory
+- arrange equipment repairs
+- develop project schedule
+- diagnostic methods in medical laboratory
+- health and safety regulations
+- interpret medical images
+- interpret medical results
+- maintain medical laboratory equipment
+- manage budgets
+- manage health and safety standards
+- manage inventory
+- manage schedule of tasks
+- manage staff
+- medical laboratory technology
+- plan schedule
+
+## Hot technologies
+
+- eClinicalWorks EHR software
+- MEDITECH software
+- Microsoft Office software
+- Microsoft PowerPoint
+- Microsoft Project
+- Microsoft Excel
+- Microsoft Word
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/f4de7e28-ca67-46cd-b760-30e02b3aa83b), O*NET 30.3 (29-2011.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,238 @@
+{
+  "name": "medical-laboratory-manager",
+  "title": "medical laboratory manager",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/f4de7e28-ca67-46cd-b760-30e02b3aa83b",
+    "esco_code": "1349.17",
+    "isco_group": "1349",
+    "onet_soc": "29-2011.00",
+    "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": 15,
+    "dwas": 16,
+    "skills_essential": 20,
+    "skills_optional": 18,
+    "software": 23
+  },
+  "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
+      },
+      "wshobson/agents": {
+        "repo": "https://github.com/wshobson/agents",
+        "commit": "6fd3247",
+        "license": "MIT (c) Seth Hobson",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 6
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 11
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 3
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 3
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 9
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 12
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 5
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 1
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "dotnet/skills": {
+        "repo": "https://github.com/dotnet/skills",
+        "commit": "79a2ada",
+        "license": "MIT",
+        "skills": 3
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 3
+      },
+      "softaworks/agent-toolkit": {
+        "repo": "https://github.com/softaworks/agent-toolkit",
+        "commit": "3027f20",
+        "license": "MIT",
+        "skills": 1
+      },
+      "cisco-ai-defense/skill-scanner": {
+        "repo": "https://github.com/cisco-ai-defense/skill-scanner",
+        "commit": "41fec4a",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "gooseworks-ai/goose-skills": {
+        "repo": "https://github.com/gooseworks-ai/goose-skills",
+        "commit": "94ec916",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rsmdt/the-startup": {
+        "repo": "https://github.com/rsmdt/the-startup",
+        "commit": "ff6a0be",
+        "license": "MIT",
+        "skills": 1
+      },
+      "hypnguyen1209/offensive-claude": {
+        "repo": "https://github.com/hypnguyen1209/offensive-claude",
+        "commit": "4d62be7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 77,
+      "adjacent": 3
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 39,
+      "onet": 55,
+      "jobads": 73,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 159,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 11.8,
+      "onet": 16.6,
+      "jobads": 22.1,
+      "wiki_ai": 0.0,
+      "anthropic": 1.5,
+      "ai_skills": 48.0,
+      "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 +1,322 @@
+# External AI agent skills — medical-laboratory-manager
+
+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: wshobson/agents
+
+- Repository: [https://github.com/wshobson/agents](https://github.com/wshobson/agents) (commit `6fd3247`, retrieved 2026-07-14)
+- License: MIT (c) Seth Hobson
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `team-collaboration-dx-optimizer (agent)` | adjacent | Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed. | [source](https://github.com/wshobson/agents/tree/main/plugins/team-collaboration/agents/dx-optimizer.md) |
+
+## 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 |
+|---|---|---|---|
+| `iso14971-risk-analyzer` | core | Comprehensive risk management skill implementing ISO 14971:2019 methodology for medical device risk analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iso14971-risk-analyzer) |
+| `medical-agent` | core | 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) |
+| `extractables-leachables-analyzer` | core | E&L study design and data analysis skill for chemical characterization of medical devices | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/extractables-leachables-analyzer) |
+| `image-algorithm-validator` | core | Medical image processing algorithm validation skill for segmentation, detection, and analysis algorithms | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/image-algorithm-validator) |
+| `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) |
+| `clinical-workflow-analysis` | core | Analyze clinical workflows to identify inefficiencies, bottlenecks, and improvement opportunities using Lean healthcare principles and value stream mapping techniques | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/clinical-workflow-analysis) |
+| `patient-safety-event-analysis` | core | Investigate patient safety events using RCA, FMEA, and other systematic analysis methods to identify contributing factors and develop corrective actions | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/patient-safety-event-analysis) |
+| `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) |
+| `unity-profiler` | core | Unity Profiler skill for performance analysis, frame debugging, memory profiling, and optimization workflows. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/unity-profiler) |
+
+## Source: aaron-he-zhu/aaron-marketing-skills
+
+- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) |
+
+## Source: 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) |
+| `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) |
+| `fda-consultant-specialist` | core | FDA regulatory consultant for medical device companies. Provides 510(k)/PMA/De Novo pathway guidance, QMSR (21 CFR 820, which incorporates ISO 13485:2016 by reference since 2026-02-02; formerly QSR) compliance, HIPAA assessments, and … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/fda-consultant-specialist) |
+| `qms-audit-expert` | core | ISO 13485 internal audit expertise for medical device QMS. Covers audit planning, execution, nonconformity classification, and CAPA verification. Use when planning internal audits, executing audits, classifying findings, preparing for … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/qms-audit-expert) |
+
+## 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-tasks` | core | Task management via Basic Memory schemas: create, track, and resume structured tasks that survive context compaction. Uses BM's schema system for uniform notes queryable through the knowledge graph. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-tasks) |
+
+## 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 |
+|---|---|---|---|
+| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) |
+| `biomedical-skills` | core | 24 biomedical research skills. Trigger: medical research, clinical trials, genomics, bioinformatics. Design: domain databases, wet-lab/dry-lab methods, and ethical compliance guides. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical) |
+| `med-researcher-r1-guide` | core | Medical deep research agent with reasoning chain analysis | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/med-researcher-r1-guide) |
+| `medical-imaging-guide` | core | Medical image analysis with deep learning for research applications | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/medical-imaging-guide) |
+| `genomas-guide` | core | Automate gene expression analysis with the GenoMAS multi-agent system | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/genomas-guide) |
+
+## 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 |
+|---|---|---|---|
+| `outlook-calendar-automation` | core | Automate Outlook Calendar tasks via Rube MCP (Composio): create events, manage attendees, find meeting times, and handle invitations. Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/outlook-calendar-automation) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation, maintenance, process optimization, and compliance expertise. Use for QMS design, documentation control, management review, internal … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/quality-manager-qms-iso13485) |
+| `risk-management-specialist` | core | Senior Risk Management specialist for medical device companies implementing ISO 14971 risk management throughout product lifecycle. Provides risk analysis, risk evaluation, risk control, and post-production information analysis. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/risk-management-specialist) |
+| `mdr-745-specialist` | core | EU MDR 2017/745 regulation specialist and consultant for medical device requirement management. Provides comprehensive MDR compliance expertise, gap analysis, technical documentation guidance, clinical evidence requirements, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/mdr-745-specialist) |
+| `fda-consultant-specialist` | core | Senior FDA consultant and specialist for medical device companies including HIPAA compliance and requirement management. Provides FDA pathway expertise, QSR compliance, cybersecurity guidance, and regulatory submission support. Use for FDA … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/fda-consultant-specialist) |
+| `agent-memory-mcp` | core | A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-mcp) |
+| `it-operations` | core | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) |
+| `dependency-updater` | core | Smart dependency management for any language. Auto-detects project type, applies safe updates automatically, prompts for major versions, diagnoses and fixes dependency issues. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/dependency-updater) |
+| `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) |
+| `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) |
+| `code-review-excellence` | core | Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systematic analysis, and collaborative improvement. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/code-review-excellence) |
+| `biomni` | core | Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis. Use this skill when conducting multi-step biomedical research including CRISPR … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/biomni) |
+
+## Source: dotnet/skills
+
+- Repository: [https://github.com/dotnet/skills](https://github.com/dotnet/skills) (commit `79a2ada`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `eval-performance` | core | Guide for diagnosing and improving MSBuild project evaluation performance. USE FOR: builds slow before any compilation starts, high evaluation time in binlog analysis, expensive glob patterns walking large directories (node_modules, .git, … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-msbuild/skills/eval-performance) |
+| `build-perf-diagnostics` | core | Diagnose MSBuild build performance bottlenecks using binary log analysis. USE FOR: identifying why builds are slow by analyzing binlog performance summaries, detecting ResolveAssemblyReference (RAR) taking >5s, Roslyn analyzers consuming … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-msbuild/skills/build-perf-diagnostics) |
+| `binlog-failure-analysis` | core | Analyze MSBuild binary logs to diagnose build failures. USE FOR: build errors that are unclear from console output, diagnosing cascading failures across multi-project builds, tracing MSBuild target execution order, and generally any … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-msbuild/skills/binlog-failure-analysis) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `iso-13485-certification` | core | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/iso-13485-certification) |
+| `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: gooseworks-ai/goose-skills
+
+- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ad-campaign-analyzer` | core | Analyze ad campaign performance data (Google, Meta, LinkedIn) to identify what's working, what's wasting budget, and specific cut/scale/test recommendations. Runs statistical analysis, funnel diagnostics, and multi-channel budget … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/ads/composites/ad-campaign-analyzer) |
+
+## Source: hypnguyen1209/offensive-claude
+
+- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `vulnerability-analysis` | core | Use when auditing source code for vulnerabilities — drive CodeQL/Semgrep/Joern to taint untrusted data source-to-sink across injection, memory safety, deserialization/prototype-pollution, secrets/crypto/authz/race, and supply-chain risks | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/vulnerability-analysis) |
+
+## 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 |
+|---|---|---|---|
+| `veeva-performance-tuning` | core | Veeva Vault performance tuning for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva performance tuning".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/veeva-pack/skills/veeva-performance-tuning) |
+| `twinmind-data-handling` | core | Handle TwinMind meeting data with GDPR compliance: transcript storage, memory vault management, data export, and deletion policies. Use when implementing data handling, or managing TwinMind meeting AI operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-data-handling) |
+| `veeva-ci-integration` | core | Veeva Vault ci integration for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva ci integration".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/veeva-pack/skills/veeva-ci-integration) |
+| `veeva-common-errors` | core | Veeva Vault common errors for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva common errors".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/veeva-pack/skills/veeva-common-errors) |
+| `veeva-core-workflow-a` | core | Veeva Vault core workflow a for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva core workflow a".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/veeva-pack/skills/veeva-core-workflow-a) |
+| `veeva-core-workflow-b` | core | Veeva Vault core workflow b for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva core workflow b".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/veeva-pack/skills/veeva-core-workflow-b) |
+| `veeva-cost-tuning` | core | Veeva Vault cost tuning for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva cost tuning".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/veeva-pack/skills/veeva-cost-tuning) |
+| `veeva-debug-bundle` | core | Veeva Vault debug bundle for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva debug bundle".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/veeva-pack/skills/veeva-debug-bundle) |
+| `veeva-deploy-integration` | core | Veeva Vault deploy integration for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva deploy integration".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/veeva-pack/skills/veeva-deploy-integration) |
+| `veeva-local-dev-loop` | core | Veeva Vault local dev loop for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva local dev loop".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/veeva-pack/skills/veeva-local-dev-loop) |
+| `veeva-prod-checklist` | core | Veeva Vault prod checklist for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva prod checklist".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/veeva-pack/skills/veeva-prod-checklist) |
+| `veeva-rate-limits` | core | Veeva Vault rate limits for REST API and clinical operations. Use when working with Veeva Vault document management and CRM. Trigger: "veeva rate limits".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/veeva-pack/skills/veeva-rate-limits) |
+
+## Source: K-Dense-AI/claude-scientific-skills
+
+- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `iso-13485-certification` | core | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/iso-13485-certification) |
+| `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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `kyc-escalation` | core | Write an internal KYC/AML escalation memo: a factual time-stamped trigger description, customer-profile vs activity mismatch analysis, red-flag taxonomy mapping, outstanding information, and a recommendation with rationale. Use when asked … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-banking/skills/kyc-escalation) |
+| `content-calendar` | core | Generate a structured content calendar for any brand, product, or creator. Use when asked for a content plan, editorial calendar, social media schedule, or weekly/monthly content strategy. Produces a calendar with topics, formats, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-gtm/skills/content-calendar) |
+
+## 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-linux-kernel-rootkits` | core | Detect kernel-level rootkits in Linux memory dumps using Volatility3 linux plugins (check_syscall, lsmod, hidden_modules), rkhunter system scanning, and /proc vs /sys discrepancy analysis to identify hooked syscalls, hidden kernel modules, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-linux-kernel-rootkits) |
+| `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) |
+
+## 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: 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 |
+|---|---|---|---|
+| `coauthor-brief` | core | Generate a co-author / collaborator handoff brief for a multi-author, multi-machine project — summarizing what changed since the last brief (git delta), the current state of each artifact (manuscript, analysis, slides), open questions, how … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/coauthor-brief) |
+
+## Source: rsmdt/the-startup
+
+- Repository: [https://github.com/rsmdt/the-startup](https://github.com/rsmdt/the-startup) (commit `ff6a0be`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `performance-analysis` | core | Measurement approaches, profiling patterns, bottleneck identification, and optimization guidance. Use when diagnosing performance issues, establishing baselines, identifying bottlenecks, or planning for scale. Always measure before … | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/team/skills/quality/performance-analysis) |
+
+## Source: ruvnet/claude-code-flow
+
+- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) |
+
+## 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: softaworks/agent-toolkit
+
+- Repository: [https://github.com/softaworks/agent-toolkit](https://github.com/softaworks/agent-toolkit) (commit `3027f20`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `dependency-updater` | core | Smart dependency management for any language. Auto-detects project type, applies safe updates automatically, prompts for major versions, diagnoses and fixes dependency issues. | [source](https://github.com/softaworks/agent-toolkit/tree/3027f20/skills/dependency-updater) |
+
+## 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 |
+|---|---|---|---|
+| `system-profile` | core | Profile a target (script, process, GPU, memory, interconnect) for performance analysis. Use when user says \"profile\", \"benchmark\", \"bottleneck\", or wants performance analysis. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/skills-codex/system-profile) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,126 @@
+# Market evidence report — medical-laboratory-manager
+
+Source: **35 real job ads** (JSearch API, countries: us 35), extracted into the MSSQL evidence store; as of 2026-07-17.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 26 | 74 % |
+| lead | 6 | 17 % |
+| n/a | 2 | 6 % |
+| senior | 1 | 3 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | quality control | 14 | 40 % |
+| 2 | regulatory compliance | 13 | 37 % |
+| 3 | laboratory operations management | 9 | 26 % |
+| 4 | laboratory operations | 5 | 14 % |
+| 5 | personnel management | 5 | 14 % |
+| 6 | quality assurance | 5 | 14 % |
+| 7 | staff supervision | 5 | 14 % |
+| 8 | data analysis | 4 | 11 % |
+| 9 | inventory management | 4 | 11 % |
+| 10 | proficiency testing | 4 | 11 % |
+| 11 | financial management | 3 | 9 % |
+| 12 | policy development | 3 | 9 % |
+| 13 | process improvement | 3 | 9 % |
+| 14 | quality control analysis | 3 | 9 % |
+| 15 | staff training | 3 | 9 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | standard operating procedures | 3 | 9 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | staff training | 6 | 17 % |
+| 2 | compliance maintenance | 3 | 9 % |
+| 3 | equipment maintenance | 3 | 9 % |
+| 4 | personnel supervision | 3 | 9 % |
+| 5 | policy development | 3 | 9 % |
+| 6 | regulatory compliance | 3 | 9 % |
+| 7 | staff scheduling | 3 | 9 % |
+| 8 | staff supervision | 3 | 9 % |
+
+## Regional breakdown
+
+> **Corpus note:** 35 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+35 ads.
+
+**Top hard skills:**
+
+- quality control — 40 % (14 ads)
+- regulatory compliance — 37 % (13 ads)
+- laboratory operations management — 26 % (9 ads)
+- laboratory operations — 14 % (5 ads)
+- personnel management — 14 % (5 ads)
+- quality assurance — 14 % (5 ads)
+- staff supervision — 14 % (5 ads)
+- data analysis — 11 % (4 ads)
+- inventory management — 11 % (4 ads)
+- proficiency testing — 11 % (4 ads)
+
+**Top tools:**
+
+- Laboratory Information Systems — 6 % (2 ads)
+
+**Seniority:** mid 74 % · lead 17 % · n/a 6 % · senior 3 %
+
+### 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 |
+|---|---|
+| Laboratory Manager | 4 |
+| Lab Supervisor | 2 |
+| Laboratory Operations Leader — Sign-On Bonus | 2 |
+| Administrative Director of Laboratory Services | 1 |
+| Anatomic Pathology Manager | 1 |
+| Assistant Hospital Laboratory Manager (MLS or MT) | 1 |
+| Core Laboratory Manager | 1 |
+| Core Laboratory Supervisor | 1 |
+| Director/ Supervisor Clinical Laboratory Technologist | 1 |
+| General Lab Supervisor | 1 |
+| Hospital Laboratory Manager | 1 |
+| Lab Operations Manager — Lead Science Teams in PA | 1 |
+| Laboratory Manager Opening in Pennsylvnia | 1 |
+| Laboratory Manager OR Laboratory Director in Central Pennsylvania | 1 |
+| Laboratory Manager/Supervisor Positions | 1 |
+| Laboratory Operations Manager | Growth, Compliance, Benefits | 1 |
+| Laboratory Scientist/MLS/CLS/MT Supervisor – Community Memorial Hospital – South Hill, VA – Days | 1 |
+| Laboratory Supervisor - Hematology | 1 |
+| Laboratory Supervisor (Float) | 1 |
+| Laboratory Supervisor / Lab Supervisor / Medical Laboratory Supervisor | 1 |
+| Lead Transfusion Lab Manager – Blood Bank Operations | 1 |
+| Mgr - Laboratory | 1 |
+| Molecular Diagnostics Lab Manager | 1 |
+| Onsite Lab Operations Lead: QC, Safety & Data | 1 |
+| Pathology Lab Manager (FT, Days) | 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 +1,23 @@
+# Occupation profile — medical laboratory manager
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/f4de7e28-ca67-46cd-b760-30e02b3aa83b
+- **ESCO code:** 1349.17
+- **ISCO-08 group:** 1349 — Professional services managers not elsewhere classified
+- **O*NET-SOC:** 29-2011.00 — Medical and Clinical Laboratory Technologists (match: closeMatch)
+
+## Description (ESCO)
+
+Medical laboratory managers oversee the daily operations of a medical laboratory. They manage employees and communicate the schedule of activities. They monitor and ensure all laboratory operations are performed according to specifications, arrange the necessary laboratory equipment and assure that the appropriate health and safety standards are followed.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- clinical laboratory supervisor
+- medical laboratory supervisor
+- medical laboratory administrator
+- clinical laboratory director of operations
+- clinical laboratory administrator
+- medical laboratory director of operations
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,61 @@
+# Competences — medical laboratory manager
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/f4de7e28-ca67-46cd-b760-30e02b3aa83b).
+
+## Essential
+
+- **apply safety procedures in laboratory** (skill/competence)
+- **arrange equipment repairs** (skill/competence)
+- **develop project schedule** (skill/competence)
+- **diagnostic methods in medical laboratory** (knowledge)
+- **health and safety regulations** (knowledge)
+- **interpret medical images** (skill/competence)
+- **interpret medical results** (skill/competence)
+- **maintain medical laboratory equipment** (skill/competence)
+- **manage budgets** (skill/competence)
+- **manage health and safety standards** (skill/competence)
+- **manage inventory** (skill/competence)
+- **manage schedule of tasks** (skill/competence)
+- **manage staff** (skill/competence)
+- **medical laboratory technology** (knowledge)
+- **plan schedule** (skill/competence)
+- **project management** (knowledge)
+- **provide test results to medical staff** (skill/competence)
+- **supervise equipment** (skill/competence)
+- **supervise laboratory operations** (skill/competence)
+- **supervise staff** (skill/competence)
+
+## Optional
+
+- assist in the production of laboratory documentation (skill/competence)
+- biological chemistry (knowledge)
+- clinical biochemistry (knowledge)
+- clinical cytology (knowledge)
+- cryopreservation (knowledge)
+- data protection (knowledge)
+- healthcare administration (knowledge)
+- histopathology (knowledge)
+- immunology (knowledge)
+- maintain healthcare user data confidentiality (skill/competence)
+- microscopic techniques (knowledge)
+- monitor stock level (skill/competence)
+- order supplies (skill/competence)
+- paediatric phlebotomy procedures (knowledge)
+- stem cells (knowledge)
+- sterilise medical equipment (skill/competence)
+- virology (knowledge)
+- work with chemicals (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 35 ads, as of 2026-07-17)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- quality control — **40 %**
+- regulatory compliance — **37 %**
+- laboratory operations management — **26 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,40 @@
+# Tasks & work activities — medical laboratory manager
+
+Source: O*NET 30.3, occupation 29-2011.00 (Medical and Clinical Laboratory Technologists).
+
+## Task statements
+
+- **[Core]** Establish or monitor quality assurance programs or activities to ensure the accuracy of laboratory results.
+- **[Core]** Collect and study blood samples to determine the number of cells, their morphology, or their blood group, blood type, or compatibility for transfusion purposes, using microscopic techniques.
+- **[Core]** Analyze laboratory findings to check the accuracy of the results.
+- **[Core]** Conduct chemical analysis of body fluids, including blood, urine, or spinal fluid, to determine presence of normal or abnormal components.
+- **[Core]** Operate, calibrate, or maintain equipment used in quantitative or qualitative analysis, such as spectrophotometers, calorimeters, flame photometers, or computer-controlled analyzers.
+- **[Core]** Enter data from analysis of medical tests or clinical results into computer for storage.
+- **[Core]** Analyze samples of biological material for chemical content or reaction.
+- **[Core]** Set up, clean, and maintain laboratory equipment.
+- **[Core]** Provide technical information about test results to physicians, family members, or researchers.
+- **[Core]** Supervise, train, or direct lab assistants, medical and clinical laboratory technicians or technologists, or other medical laboratory workers engaged in laboratory testing.
+- **[Core]** Develop, standardize, evaluate, or modify procedures, techniques, or tests used in the analysis of specimens or in medical laboratory experiments.
+- **[Core]** Obtain, cut, stain, and mount biological material on slides for microscopic study and diagnosis, following standard laboratory procedures.
+- **[Core]** Select and prepare specimens and media for cell cultures, using aseptic technique and knowledge of medium components and cell requirements.
+- **[Supplemental]** Cultivate, isolate, or assist in identifying microbial organisms or perform various tests on these microorganisms.
+- **[Supplemental]** Harvest cell cultures at optimum time, based on knowledge of cell cycle differences and culture conditions.
+
+## Detailed work activities
+
+- Analyze laboratory findings.
+- Analyze laboratory specimens to detect abnormalities or other problems.
+- Clean medical equipment or facilities.
+- Collect biological specimens from patients.
+- Communicate detailed medical information to patients or family members.
+- Communicate test or assessment results to medical professionals.
+- Cultivate micro-organisms for study, testing, or medical preparations.
+- Determine protocols for medical procedures.
+- Develop healthcare quality and safety procedures.
+- Enter patient or treatment data into computers.
+- 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.
+- Train medical providers.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,29 @@
+# Tools & technology — medical laboratory manager
+
+Source: O*NET 30.3 'Software Skills' for 29-2011.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| eClinicalWorks EHR software | Medical software | yes |
+| MEDITECH software | Medical software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Word | Word processing software | yes |
+| Database software | Data base user interface and query software |  |
+| FileMaker Pro | Data base user interface and query software |  |
+| Email software | 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 procedure coding 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 |  |
+| Test result delivery software | Medical software |  |
+| Test routing software | Medical software |  |