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

2026-08-14 18:41:03 +02:00
commit 8014b4f6e4
10 changed files with 1153 additions and 0 deletions
--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — medical-practice-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-practice-manager
+    "ESCO (occupation & competences)" : 39
+    "O*NET (tasks & tools)" : 139
+    "Job boards (market evidence)" : 102
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 162
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 39 | 8.7 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 139 | 31.1 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 102 | 22.8 % | 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 | 1.1 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 162 | 36.2 % | 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 +1,75 @@
+---
+name: medical-practice-manager
+description: "Occupational skill for the role 'medical practice manager' (also: medical practice director of operations, general practice manager, health centre administrator, medical practice administrator, medical practice supervisor, practice manager). Use when the user asks for typical medical practice manager work such as: Resolve customer complaints or answer customers' questions regarding policies and procedures.; Supervise the work of office, administrative, or customer service employees to ensure adherence to quality standards, deadlines, and proper procedures, correcting errors or problems.; Provide employees with guidance in handling difficult or complex problems or in resolving escalated complaints or disputes."
+---
+
+# Medical Practice Manager
+
+Medical practice managers manage the day-to-day operations of a medical practice. They oversee the staff and business side of the practice.
+
+## Core workflow
+
+1. Resolve customer complaints or answer customers' questions regarding policies and procedures.
+2. Supervise the work of office, administrative, or customer service employees to ensure adherence to quality standards, deadlines, and proper procedures, correcting errors or problems.
+3. Provide employees with guidance in handling difficult or complex problems or in resolving escalated complaints or disputes.
+4. Implement corporate or departmental policies, procedures, and service standards in conjunction with management.
+5. Discuss job performance problems with employees to identify causes and issues and to work on resolving problems.
+6. Train or instruct employees in job duties or company policies or arrange for training to be provided.
+7. Evaluate employees' job performance and conformance to regulations and recommend appropriate personnel action.
+8. Review records or reports pertaining to activities such as production, payroll, or shipping to verify details, monitor work activities, or evaluate performance.
+
+## 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)
+
+- align efforts towards business development
+- analyse business plans
+- analyse business processes
+- analyse financial risk
+- assume responsibility for the management of a business
+- build business relationships
+- business law
+- business management principles
+- control financial resources
+- cost management
+- create a financial plan
+- develop company strategies
+- develop revenue generation strategies
+- financial management
+- gather feedback from employees
+
+## Hot technologies
+
+- Intuit QuickBooks
+- IBM SPSS Statistics
+- Tableau
+- Slack
+- Salesforce software
+- Microsoft Access
+- Oracle Database
+- Yardi software
+- Adobe Acrobat
+- Microsoft SharePoint
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 38 gated job ads (see references/market.md, as of 2026-07-17):
+
+- Microsoft Office — 21 %
+- EMR systems — 13 %
+- IDX — 13 %
+- Microsoft Excel — 11 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/8c8b5cba-14b2-4728-b22c-eb90f1786e00), O*NET 30.3 (43-1011.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,244 @@
+{
+  "name": "medical-practice-manager",
+  "title": "medical practice manager",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/8c8b5cba-14b2-4728-b22c-eb90f1786e00",
+    "esco_code": "3344.2",
+    "isco_group": "3344",
+    "onet_soc": "43-1011.00",
+    "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": 28,
+    "dwas": 22,
+    "skills_essential": 20,
+    "skills_optional": 18,
+    "software": 88
+  },
+  "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
+      },
+      "Sushegaad/Claude-Skills-Governance-Risk-and-Compliance": {
+        "repo": "https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance",
+        "commit": "71d8920",
+        "license": "MIT",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 8
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 12
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 10
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 2
+      },
+      "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": 2
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 12
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 3
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 3
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "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": 2
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 1
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 2
+      },
+      "softaworks/agent-toolkit": {
+        "repo": "https://github.com/softaworks/agent-toolkit",
+        "commit": "3027f20",
+        "license": "MIT",
+        "skills": 1
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "dotnet/skills": {
+        "repo": "https://github.com/dotnet/skills",
+        "commit": "79a2ada",
+        "license": "MIT",
+        "skills": 1
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 1
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "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
+      },
+      "ThinkInAIXYZ/deepchat": {
+        "repo": "https://github.com/ThinkInAIXYZ/deepchat",
+        "commit": "f275c92",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "alinaqi/claude-bootstrap": {
+        "repo": "https://github.com/alinaqi/claude-bootstrap",
+        "commit": "f61ec87",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ognjengt/founder-skills": {
+        "repo": "https://github.com/ognjengt/founder-skills",
+        "commit": "a45931c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 39,
+      "onet": 139,
+      "jobads": 102,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 162,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 8.7,
+      "onet": 31.1,
+      "jobads": 22.8,
+      "wiki_ai": 0.0,
+      "anthropic": 1.1,
+      "ai_skills": 36.2,
+      "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 +1,330 @@
+# External AI agent skills — medical-practice-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: 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) |
+| `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) |
+| `context-engineering` | core | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) |
+| `vector-memory` | core | HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/ruflo/skills/vector-memory) |
+| `medical-coding-audit` | core | Review clinical documentation and assigned codes for accuracy, compliance, and optimization, identifying documentation improvement opportunities and coding errors | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/medical-coding-audit) |
+| `memory-summarization` | core | Conversation summarization for memory compression and context management | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ai-agents-conversational/skills/memory-summarization) |
+| `unity-addressables` | core | Unity Addressables asset management skill for remote catalogs, content updates, asset bundles, and memory-efficient asset loading. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/unity-addressables) |
+| `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) |
+
+## 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: 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 |
+|---|---|---|---|
+| `agentic-os` | core | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) |
+| `healthcare-emr-patterns` | core | EMR/EHR development patterns for healthcare applications. Clinical safety, encounter workflows, prescription generation, clinical decision support integration, and accessibility-first UI for medical data entry. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/healthcare-emr-patterns) |
+| `knowledge-ops` | core | Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos). Use when the user wants to save, organize, sync, deduplicate, or search across their knowledge … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/knowledge-ops) |
+
+## Source: alinaqi/claude-bootstrap
+
+- Repository: [https://github.com/alinaqi/claude-bootstrap](https://github.com/alinaqi/claude-bootstrap) (commit `f61ec87`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `session-management` | core | Context preservation, tiered summarization, resumability | [source](https://github.com/alinaqi/claude-bootstrap/tree/f61ec87/skills/session-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) |
+| `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) |
+| `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) |
+| `ceo-advisor` | core | Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/ceo-advisor) |
+| `founder-coach` | core | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) |
+| `business-operations-skills` | core | Use when running, diagnosing, or designing internal business operations — process documentation, vendor SLAs, capacity planning, internal comms, SOP/runbook authoring, procurement spend. Triggers on "BizOps review", "where's the … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/business-operations/skills/business-operations-skills) |
+| `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) |
+
+## 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) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `google-calendar-automation` | core | Automate Google Calendar events, scheduling, availability checks, and attendee management via Rube MCP (Composio). Create events, find free slots, manage attendees, and list calendars programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/google-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) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `context-window-management` | core | Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long context. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/context-window-management) |
+| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agents-langchain) |
+| `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) |
+| `c-pro` | core | Write efficient C code with proper memory management, pointer | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/c-pro) |
+| `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) |
+| `pyhealth` | core | Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pyhealth) |
+
+## 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 |
+|---|---|---|---|
+| `item-management` | core | Patterns for managing MSBuild item groups: Include/Remove/Update semantics, item metadata, batching with %(Metadata), transforms, per-item filtering, and cross-product batching pitfalls. USE FOR: diagnosing and fixing item group … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-msbuild/skills/item-management) |
+
+## 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) |
+| `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) |
+| `pyhealth` | core | Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pyhealth) |
+
+## Source: giuseppe-trisciuoglio/developer-kit
+
+- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-md-management` | core | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) |
+
+## Source: 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-deploy-integration` | core | 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) |
+| `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) |
+| `abridge-cost-tuning` | core | Optimize Abridge clinical AI costs through tier selection, session management, and usage monitoring for healthcare organizations. Use when analyzing Abridge billing, optimizing encounter volume, or right-sizing your Abridge contract for … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-cost-tuning) |
+| `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) |
+| `windsurf-cascade-context` | core | Manage Cascade context window and memory for complex projects. Activate when users mention "cascade context", "ai memory", "context management", "large codebase navigation", or "multi-session development". Handles context optimization and … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/skill-databases/windsurf/skills/windsurf-cascade-context) |
+| `apify-cost-tuning` | core | Optimize Apify platform costs through memory tuning, compute unit management, and proxy budgeting. Use when analyzing Apify billing, reducing Actor run costs, or implementing usage monitoring and budget alerts. Trigger: "apify cost", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-cost-tuning) |
+| `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) |
+| `evernote-core-workflow-a` | core | Execute Evernote primary workflow: Note Creation and Management. Use when creating notes, organizing content, managing notebooks, or implementing note-taking features. Trigger with phrases like "create evernote note", "evernote note … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/evernote-pack/skills/evernote-core-workflow-a) |
+| `notion-load-scale` | core | High-volume Notion operations: parallel requests within 3 req/sec, worker queues, database pagination at scale, incremental sync for large workspaces, and memory management for bulk operations. Trigger with phrases like "notion scale", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/notion-pack/skills/notion-load-scale) |
+| `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) |
+
+## 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) |
+| `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) |
+
+## 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) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `kql` | core | KQL language expertise for writing correct, efficient Kusto Query Language queries. Covers syntax gotchas, join patterns, dynamic types, datetime pitfalls, regex patterns, serialization, memory management, result-size discipline, and … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/skills/kql) |
+
+## 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) |
+
+## 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: ognjengt/founder-skills
+
+- Repository: [https://github.com/ognjengt/founder-skills](https://github.com/ognjengt/founder-skills) (commit `a45931c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `strategic-planning` | core | Analyzes the founder's business context to deliver the 3 highest-impact next moves for growth (marketing or sales). Asks up to 10 diagnostic questions when needed to uncover bottlenecks, struggles, and opportunities. Use when user needs … | [source](https://github.com/ognjengt/founder-skills/tree/a45931c/skills/strategic-planning) |
+
+## Source: Orchestra-Research/AI-research-SKILLs
+
+- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/14-agents/langchain) |
+
+## Source: ruvnet/claude-code-flow
+
+- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$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: 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` | core | 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: ThinkInAIXYZ/deepchat
+
+- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | Guide the agent to recall, remember, and route durable learning into Memory, Skills, Scheduled Tasks, or Tape. | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/memory-management) |
+
+## 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 |
+|---|---|---|---|
+| `knowledge-management` | core | Proje bilgisini 4 katmanli yapida organize et. Aktif projeler, sorumluluk alanlari, referans kaynaklar ve arsiv. Progressive summarization ile bilgiyi katman katman ozumse. Second brain pattern'i ile codebase bilgisini yapilandir. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/knowledge-management) |
+
+## Source: zechenzhangAGI/AI-research-SKILLs
+
+- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/14-agents/langchain) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,67 @@
+# Berufsbild (Deutschland) — Praxismanager/in
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 34944,
+> KldB 2010: B 73223 · via öffentliche BERUFENET-API,
+> abgerufen 2026-07-12. Automatisches Label-Matching
+> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim
+> Original: https://web.arbeitsagentur.de/berufenet/beruf/34944
+
+## Aufgaben und Tätigkeiten kompakt
+
+Praxismanager und -managerinnen planen, koordinieren und überwachen Prozesse in Arztpraxen. Sie gestalten die Abläufe aller Verwaltungsaufgaben, z.B. die Abrechnung mit den Krankenkassen, die Patientendokumentation und den Einkauf von medizinischem Material. Zudem führen sie Qualitätsstandards für Arbeitsabläufe ein oder entwickeln vorhandene weiter. Sie dokumentieren und analysieren Umsatz- und Kostenverläufe, prüfen die Verhältnis von Gewinn zu eingesetztem Kapital in einer Rechnungsperiode
+" name="Rentabilität">Rentabilität und Auslastung von medizinischen Geräten und stellen Plan- und Zielwerte auf. Ebenso wirken sie bei der Einstellung von Praxispersonal, der Erstellung von Praxisinformationen und am Empfang mit.
+
+## Tätigkeitsbezeichnungen
+
+Praxismanager/in
+
+Auch übliche Berufsbezeichnungen/SynonymeLeitende/r Arzthelfer/in
+
+Leitende/r Medizinische/r Fachangestellte/r
+
+## Die Tätigkeit im Überblick
+
+Praxismanager und -managerinnen organisieren größere Arztpraxen nach betriebswirtschaftlichen Gesichtspunkten.
+
+## Trends
+
+Das Digitale-Versorgung-Gesetz (DVG) im GesundheitswesenDas Gesetz für eine bessere Versorgung durch Digitalisierung und Innovation (Digitale-Versorgung-Gesetz, DVG) soll die Digitalisierung der medizinischen Versorgung voranbringen. Die elektronische Arbeitsunfähigkeitsbescheinigung (eAU) ist bereits Pflicht. Außerdem können Patienten und Patientinnen auf Wunsch bereits die elektronische Patientenakte nutzen. Auch digitale Angebote wie Online-Sprechstunden, Digitale Gesundheitsanwendungen (DiGA) oder elektronische Rezepte gewinnen immer mehr an Bedeutung. Arztpraxen, Apotheken und Krankenhäuser sind verpflichtet, an der bundesweiten Telematik-Infrastruktur teilzunehmen, die sie untereinander und auch mit den Krankenkassen digital vernetzen soll. Fach- und Führungskräfte im Gesundheitsweisen müssen sich mit diesen Entwicklungen intensiv auseinandersetzen, weil sie immer mehr zum beruflichen Alltag gehören werden.
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+Praxis wirtschaftlich steuern und Qualität sichern
+Praxisprozesse planen, organisieren und kontrollieren
+
+ Personaleinsatz planen und steuern
+
+ Umsatz- und Kostenentwicklung sowie Verhältnis von Gewinn zu eingesetztem Kapital in einer Rechnungsperiode
+" name="Rentabilität">Rentabilität medizinischer Geräte prüfen
+
+ Plan- und Zielwerte festlegen
+
+ Qualitätsmanagement einführen, weiterentwickeln bzw. überwachen
+
+
+ Praxispersonal einstellen bzw. an der Einstellung mitwirken
+ Anforderungsprofile und Stellenanzeigen erstellen
+
+ Bewerbungen sichten und eine Vorauswahl treffen
+
+
+ Aufgaben im Tagesgeschäft umsetzen und Kommunikation gestalten
+im laufenden Praxisbetrieb mitarbeiten, z.B. Patienten empfangen, mit Krankenkassen abrechnen
+
+Lagerhaltung und Materialeinkauf koordinieren
+
+Hygienemaßnahmen planen, umsetzen und optimieren
+
+Informationen zu Praxisleistungen erstellen und aktualisieren (z.B. Broschüren, Homepage)
+
+## Arbeitsbereiche/Branchen
+
+Praxismanager und -managerinnen finden Beschäftigung 
+in größeren Arztpraxen
+
+in Physiotherapiepraxen
+
+in Tierarztpraxen
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,154 @@
+# Market evidence report — medical-practice-manager
+
+Source: **38 real job ads** (JSearch API, countries: us 38), 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 | 37 | 97 % |
+| senior | 1 | 3 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Microsoft Office | 8 | 21 % |
+| 2 | EMR systems | 5 | 13 % |
+| 3 | IDX | 5 | 13 % |
+| 4 | Microsoft Excel | 4 | 11 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | regulatory compliance | 12 | 32 % |
+| 2 | data analysis | 9 | 24 % |
+| 3 | budget management | 8 | 21 % |
+| 4 | performance management | 6 | 16 % |
+| 5 | process improvement | 6 | 16 % |
+| 6 | staff training | 6 | 16 % |
+| 7 | medical administration | 5 | 13 % |
+| 8 | personnel supervision | 5 | 13 % |
+| 9 | planning | 5 | 13 % |
+| 10 | policy making | 5 | 13 % |
+| 11 | program development | 5 | 13 % |
+| 12 | staff supervision | 5 | 13 % |
+| 13 | staffing | 5 | 13 % |
+| 14 | business administration | 4 | 11 % |
+| 15 | clinic operations management | 4 | 11 % |
+| 16 | management | 4 | 11 % |
+| 17 | performance evaluation | 4 | 11 % |
+| 18 | scheduling | 4 | 11 % |
+| 19 | billing | 3 | 8 % |
+| 20 | compliance | 3 | 8 % |
+| 21 | financial analysis | 3 | 8 % |
+| 22 | financial management | 3 | 8 % |
+| 23 | policy implementation | 3 | 8 % |
+| 24 | revenue cycle management | 3 | 8 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | hipaa compliance | 5 | 13 % |
+| 2 | OSHA compliance | 3 | 8 % |
+| 3 | quality improvement | 3 | 8 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | activity control | 5 | 13 % |
+| 2 | staff supervision | 5 | 13 % |
+| 3 | direction of personnel | 4 | 11 % |
+| 4 | instruction delivery | 4 | 11 % |
+| 5 | policy implementation | 4 | 11 % |
+| 6 | quality patient care assurance | 4 | 11 % |
+| 7 | staff training | 4 | 11 % |
+| 8 | team leadership | 4 | 11 % |
+| 9 | utilization oversight | 4 | 11 % |
+| 10 | appointment scheduling | 3 | 8 % |
+| 11 | daily operation management | 3 | 8 % |
+| 12 | patient service delivery | 3 | 8 % |
+| 13 | policy enforcement | 3 | 8 % |
+| 14 | staff management | 3 | 8 % |
+
+## Regional breakdown
+
+> **Corpus note:** 38 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+38 ads.
+
+**Top hard skills:**
+
+- regulatory compliance — 32 % (12 ads)
+- data analysis — 24 % (9 ads)
+- budget management — 21 % (8 ads)
+- performance management — 16 % (6 ads)
+- process improvement — 16 % (6 ads)
+- staff training — 16 % (6 ads)
+- medical administration — 13 % (5 ads)
+- personnel supervision — 13 % (5 ads)
+- planning — 13 % (5 ads)
+- policy making — 13 % (5 ads)
+
+**Top tools:**
+
+- Microsoft Office — 21 % (8 ads)
+- EMR systems — 13 % (5 ads)
+- IDX — 13 % (5 ads)
+- Microsoft Excel — 11 % (4 ads)
+- computer systems — 5 % (2 ads)
+- EPIC — 5 % (2 ads)
+- Microsoft Outlook — 5 % (2 ads)
+- Microsoft Word — 5 % (2 ads)
+- office software — 5 % (2 ads)
+- practice management software — 5 % (2 ads)
+
+**Seniority:** mid 97 % · 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 |
+|---|---|
+| Practice Manager | 10 |
+| Medical Operations Manager/ Practice Manager | 2 |
+| Medical Practice Manager | 2 |
+| Associate Practice Manager | 1 |
+| Care Network Practice Manager III | 1 |
+| Clinic Administrator II - Family Medicine | 1 |
+| Clinic Office Manager - Norfolk, VA | 1 |
+| Clinic Operations Manager | 1 |
+| Clinic Operations Manager I | 1 |
+| Clinic Supervisor (GYN/OB) | 1 |
+| Clinical Practice Manager (RN or experienced LPN) | 1 |
+| Healthcare Office Manager — Operations & Compliance | 1 |
+| Medical Office Manager | 1 |
+| Medical Operations Manager | 1 |
+| Medical practice administrator Odenton MD | 1 |
+| Office Manager | 1 |
+| Part-time Medical Practice Manager | 1 |
+| Practice Administrator - Emergency Medicine | 1 |
+| Practice Director | 1 |
+| Practice Manager - 2099 | 1 |
+| Practice Manager (Bilingual) - Saint Francis Center of Hope | 1 |
+| Practice Manager at Atlantic Vision Partners Fredericksburg, VA | 1 |
+| Practice Manager of Operations | 1 |
+| Practice Manager, Operations Manager | 1 |
+| Practice Supervisor | 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 — medical practice manager
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/8c8b5cba-14b2-4728-b22c-eb90f1786e00
+- **ESCO code:** 3344.2
+- **ISCO-08 group:** 3344 — Medical secretaries
+- **O*NET-SOC:** 43-1011.00 — First-Line Supervisors of Office and Administrative Support Workers (match: closeMatch)
+
+## Description (ESCO)
+
+Medical practice managers manage the day-to-day operations of a medical practice. They oversee the staff and business side of the practice.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- medical practice director of operations
+- general practice manager
+- health centre administrator
+- medical practice administrator
+- medical practice supervisor
+- practice manager
+- health centre manager
+- general practice administrator
+- practice administrator
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,61 @@
+# Competences — medical practice manager
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/8c8b5cba-14b2-4728-b22c-eb90f1786e00).
+
+## Essential
+
+- **align efforts towards business development** (skill/competence)
+- **analyse business plans** (skill/competence)
+- **analyse business processes** (skill/competence)
+- **analyse financial risk** (skill/competence)
+- **assume responsibility for the management of a business** (skill/competence)
+- **build business relationships** (skill/competence)
+- **business law** (knowledge)
+- **business management principles** (knowledge)
+- **control financial resources** (skill/competence)
+- **cost management** (knowledge)
+- **create a financial plan** (skill/competence)
+- **develop company strategies** (skill/competence)
+- **develop revenue generation strategies** (skill/competence)
+- **financial management** (knowledge)
+- **gather feedback from employees** (skill/competence)
+- **healthcare administration** (knowledge)
+- **make strategic business decisions** (skill/competence)
+- **manage employee complaints** (skill/competence)
+- **manage healthcare staff** (knowledge)
+- **recruit employees** (skill/competence)
+
+## Optional
+
+- accounting (knowledge)
+- answer patients' questions (skill/competence)
+- coach employees (skill/competence)
+- discharge employees (skill/competence)
+- evaluate employees (skill/competence)
+- financial forecasting (knowledge)
+- health records management (knowledge)
+- maintain relationship with customers (skill/competence)
+- manage a multidisciplinary team involved in patient care (skill/competence)
+- manage accounts (skill/competence)
+- manage budgets (skill/competence)
+- manage healthcare users' data (skill/competence)
+- manage medical supply chains (skill/competence)
+- manage office facility systems (skill/competence)
+- manage supplies (skill/competence)
+- motivate employees (skill/competence)
+- patient record storage (knowledge)
+- plan health and safety procedures (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 38 ads, as of 2026-07-17)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- regulatory compliance — **32 %**
+- data analysis — **24 %**
+- budget management — **21 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,59 @@
+# Tasks & work activities — medical practice manager
+
+Source: O*NET 30.3, occupation 43-1011.00 (First-Line Supervisors of Office and Administrative Support Workers).
+
+## Task statements
+
+- **[Core]** Resolve customer complaints or answer customers' questions regarding policies and procedures.
+- **[Core]** Supervise the work of office, administrative, or customer service employees to ensure adherence to quality standards, deadlines, and proper procedures, correcting errors or problems.
+- **[Core]** Provide employees with guidance in handling difficult or complex problems or in resolving escalated complaints or disputes.
+- **[Core]** Implement corporate or departmental policies, procedures, and service standards in conjunction with management.
+- **[Core]** Discuss job performance problems with employees to identify causes and issues and to work on resolving problems.
+- **[Core]** Train or instruct employees in job duties or company policies or arrange for training to be provided.
+- **[Core]** Evaluate employees' job performance and conformance to regulations and recommend appropriate personnel action.
+- **[Core]** Review records or reports pertaining to activities such as production, payroll, or shipping to verify details, monitor work activities, or evaluate performance.
+- **[Core]** Recruit, interview, and select employees.
+- **[Core]** Interpret and communicate work procedures and company policies to staff.
+- **[Core]** Prepare and issue work schedules, deadlines, and duty assignments for office or administrative staff.
+- **[Core]** Maintain records pertaining to inventory, personnel, orders, supplies, or machine maintenance.
+- **[Core]** Compute figures such as balances, totals, or commissions.
+- **[Core]** Research, compile, and prepare reports, manuals, correspondence, or other information required by management or governmental agencies.
+- **[Core]** Coordinate activities with other supervisory personnel or with other work units or departments.
+- **[Core]** Develop or update procedures, policies, or standards.
+- **[Core]** Make recommendations to management concerning such issues as staffing decisions or procedural changes.
+- **[Core]** Consult with managers or other personnel to resolve problems in areas such as equipment performance, output quality, or work schedules.
+- **[Core]** Participate in the work of subordinates to facilitate productivity or to overcome difficult aspects of work.
+- **[Supplemental]** Analyze financial activities of establishments or departments and provide input into budget planning and preparation processes.
+- **[Supplemental]** Design, implement, or evaluate staff training and development programs, customer service initiatives, or performance measurement criteria.
+- **[Supplemental]** Develop work schedules according to budgets and workloads.
+- **[Supplemental]** Monitor inventory levels and requisition or purchase supplies as needed.
+- **[Supplemental]** Plan for or coordinate office services, such as equipment or supply acquisition or organization, disposal of assets, relocation, parking, maintenance, or security services.
+- **[Supplemental]** Arrange for necessary maintenance or repair work.
+- **[Supplemental]** Keep informed of provisions of labor-management agreements and their effects on departmental operations.
+- **[Supplemental]** Coordinate or perform activities associated with shipping, receiving, distribution, or transportation.
+- **[Supplemental]** Plan layouts of stockrooms, warehouses, or other storage areas, considering turnover, size, weight, or related factors pertaining to items stored.
+
+## Detailed work activities
+
+- Administer personnel recruitment or hiring activities.
+- Analyze financial information.
+- Calculate financial data.
+- Compile data or documentation.
+- Confer with coworkers to coordinate work activities.
+- Coordinate operational activities.
+- Develop organizational policies or programs.
+- Examine documents to verify adherence to requirements.
+- Explain regulations, policies, or procedures.
+- Maintain current knowledge related to work activities.
+- Maintain inventory records.
+- Monitor inventories of products or materials.
+- Perform administrative or clerical tasks.
+- Plan facility layouts or designs.
+- Prepare employee work schedules.
+- Prepare research or technical reports.
+- Provide information to coworkers.
+- Record personnel information.
+- Report maintenance or equipment problems to appropriate personnel.
+- Respond to customer problems or complaints.
+- Supervise clerical or administrative personnel.
+- Train personnel.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,106 @@
+# Tools & technology — medical practice manager
+
+Source: O*NET 30.3 'Software Skills' for 43-1011.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Intuit QuickBooks | Accounting software | yes |
+| IBM SPSS Statistics | Analytical or scientific software | yes |
+| Tableau | Business intelligence and data analysis software | yes |
+| Slack | Cloud-based data access and sharing software | yes |
+| Salesforce software | Customer relationship management CRM software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Oracle Database | Data base user interface and query software | yes |
+| Yardi software | Data base user interface and query software | yes |
+| Adobe Acrobat | Document management software | yes |
+| Microsoft SharePoint | Document management software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Oracle PeopleSoft | Enterprise resource planning ERP software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Mozilla Firefox | Internet browser software | yes |
+| Henry Schein Dentrix | Medical software | yes |
+| MEDITECH software | Medical software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Apple macOS | Operating system software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft Teams | Project management software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Facebook | Web page creation and editing software | yes |
+| Google Docs | Word processing software | yes |
+| Microsoft Word | Word processing software | yes |
+| Citrix cloud computing software | Access software |  |
+| Bookkeeping software | Accounting software |  |
+| Fund accounting software | Accounting software |  |
+| Quicken | Accounting software |  |
+| Sage 50 Accounting | Accounting software |  |
+| Tax software | Accounting software |  |
+| Minitab | Analytical or scientific software |  |
+| IBM Cognos Impromptu | Business intelligence and data analysis software |  |
+| MicroStrategy | Business intelligence and data analysis software |  |
+| Qlik Tech QlikView | Business intelligence and data analysis software |  |
+| Work scheduling software | Calendar and scheduling software |  |
+| Dropbox | Cloud-based data access and sharing software |  |
+| Google Drive | Cloud-based data access and sharing software |  |
+| IBM Domino | Communications server software |  |
+| Padlet | Computer based training software |  |
+| Blackbaud The Raiser's Edge | Customer relationship management CRM software |  |
+| Oracle Eloqua | Customer relationship management CRM software |  |
+| SAP Crystal Reports | Data base reporting software |  |
+| Blackboard software | Data base user interface and query 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 |  |
+| Microsoft Publisher | Desktop publishing software |  |
+| Document management system software | Document management software |  |
+| IBM Notes | Electronic mail software |  |
+| Microsoft Exchange | Electronic mail software |  |
+| Microsoft Dynamics | Enterprise resource planning ERP software |  |
+| Microsoft Dynamics GP | Enterprise resource planning ERP software |  |
+| NetSuite ERP | Enterprise resource planning ERP software |  |
+| Oracle Fusion Applications | Enterprise resource planning ERP software |  |
+| Oracle Hyperion | Enterprise resource planning ERP software |  |
+| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software |  |
+| Oracle PeopleSoft Financials | Enterprise resource planning ERP software |  |
+| SAP Business Objects | Enterprise resource planning ERP software |  |
+| Delphi Technology | Financial analysis software |  |
+| Oracle E-Business Suite Financials | Financial analysis software |  |
+| JamBoard | Graphics or photo imaging software |  |
+| SmugMug Flickr | Graphics or photo imaging software |  |
+| ADP Workforce Now | Human resources software |  |
+| Human resource management software HRMS | Human resources software |  |
+| Oracle Taleo | Human resources software |  |
+| LexisNexis | Information retrieval or search software |  |
+| GroupMe | Instant messaging software |  |
+| Microsoft Internet Explorer | Internet browser software |  |
+| Web browser software | Internet browser software |  |
+| Healthcare common procedure coding system HCPCS | Medical software |  |
+| Medical condition coding software | Medical software |  |
+| Medical procedure coding software | Medical software |  |
+| Nearpod | Multi-media educational software |  |
+| Handheld computer device software | Operating system software |  |
+| Contract management software | Project management software |  |
+| HCSS HeavyBid | Project management software |  |
+| HCSS HeavyJob | Project management software |  |
+| Payroll software | Time accounting software |  |
+| NortonLifeLock cybersecurity software | Transaction security and virus protection software |  |
+| LogMeIn GoToMeeting | Video conferencing software |  |
+| Loom | Video creation and editing software |  |
+| Screencastify | Video creation and editing software |  |
+| YouTube | Video creation and editing software |  |
+| Social media sites | Web page creation and editing software |  |
+| Evernote | Word processing software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 38 ads, as of 2026-07-17)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Microsoft Office — **21 %**
+
+<!-- market-evidence -->