feat: specialist-dentist skill package v0.1.0

2026-08-14 17:05:32 +02:00
commit a39cbdf723
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — specialist-dentist
+
+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 — specialist-dentist
+    "ESCO (occupation & competences)" : 37
+    "O*NET (tasks & tools)" : 79
+    "Job boards (market evidence)" : 66
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 150
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 37 | 11.0 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 79 | 23.4 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 66 | 19.6 % | 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) | 150 | 44.5 % | 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 +1,49 @@
+---
+name: specialist-dentist
+description: "Occupational skill for the role 'specialist dentist' (also: prosthetic dentist, periodontologist, gerodontic specialist, periodontician, prosthodontic specialist, dental specialist). Use when the user asks for typical specialist dentist work such as: Use masks, gloves, and safety glasses to protect patients and self from infectious diseases.; Use dental air turbines, hand instruments, dental appliances, or surgical implements.; Manage business aspects such as employing or supervising staff or handling paperwork or insurance claims."
+---
+
+# Specialist Dentist
+
+Specialist dentists prevent, diagnose and treat anomalies and diseases affecting the teeth, mouth, jaws and adjoining tissues specialised in oral surgery or orthodontics.
+
+## Core workflow
+
+1. Use masks, gloves, and safety glasses to protect patients and self from infectious diseases.
+2. Use dental air turbines, hand instruments, dental appliances, or surgical implements.
+3. Manage business aspects such as employing or supervising staff or handling paperwork or insurance claims.
+4. Administer anesthetics to limit the amount of pain experienced by patients during procedures.
+5. Examine teeth, gums, and related tissues, using dental instruments, x-rays, or other diagnostic equipment, to evaluate dental health, diagnose diseases or abnormalities, and plan appropriate treatments.
+6. Formulate plan of treatment for patient's teeth and mouth tissue.
+7. Advise or instruct patients regarding preventive dental care, the causes and treatment of dental problems, or oral health care services.
+8. Design, make, or fit prosthodontic appliances, such as space maintainers, bridges, or dentures, or write fabrication instructions or prescriptions for denturists or dental technicians.
+
+## 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)
+
+- carry out local anesthesia in dental procedures
+- correct dentofacial deformities
+- diagnose abnormalities of dental-facial structures
+- examine dental models and impressions
+- manage dental emergencies
+- perform dental clinical examination
+- perform oral health diagnosis
+- perform reconstructive oral surgery
+- treat tooth decay
+
+## Hot technologies
+
+- eClinicalWorks EHR software
+- Henry Schein Dentrix
+- Microsoft Office software
+- Microsoft Excel
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/a580e79a-b752-49c1-b033-b5ab2b34bfba), O*NET 30.3 (29-1021.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,220 @@
+{
+  "name": "specialist-dentist",
+  "title": "specialist dentist",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/a580e79a-b752-49c1-b033-b5ab2b34bfba",
+    "esco_code": "2261.2",
+    "isco_group": "2261",
+    "onet_soc": "29-1021.00",
+    "crosswalk_match": "closeMatch"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 20,
+    "dwas": 19,
+    "skills_essential": 9,
+    "skills_optional": 27,
+    "software": 39
+  },
+  "enrichment_ai_skills": {
+    "generated": "2026-07-14",
+    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
+    "sources": {
+      "anthropics/skills": {
+        "repo": "https://github.com/anthropics/skills",
+        "commit": "f6656c1",
+        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
+        "skills": 2
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 8
+      },
+      "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": 7
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 3
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 9
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 11
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 6
+      },
+      "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
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 6
+      },
+      "microsoft/power-platform-skills": {
+        "repo": "https://github.com/microsoft/power-platform-skills",
+        "commit": "0d7ed9a",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mattpocock/skills": {
+        "repo": "https://github.com/mattpocock/skills",
+        "commit": "66898f6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mxyhi/ok-skills": {
+        "repo": "https://github.com/mxyhi/ok-skills",
+        "commit": "94707b6",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 3
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 2
+      },
+      "harperreed/dotfiles": {
+        "repo": "https://github.com/harperreed/dotfiles",
+        "commit": "6b5ced1",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Eronred/aso-skills": {
+        "repo": "https://github.com/Eronred/aso-skills",
+        "commit": "e2a7c45",
+        "license": "MIT",
+        "skills": 1
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "dotnet/skills": {
+        "repo": "https://github.com/dotnet/skills",
+        "commit": "79a2ada",
+        "license": "MIT",
+        "skills": 1
+      },
+      "EveryInc/compound-engineering-plugin": {
+        "repo": "https://github.com/EveryInc/compound-engineering-plugin",
+        "commit": "1a7a4c1",
+        "license": "MIT",
+        "skills": 1
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ljagiello/ctf-skills": {
+        "repo": "https://github.com/ljagiello/ctf-skills",
+        "commit": "d19f35f",
+        "license": "MIT",
+        "skills": 2
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 8,
+      "adjacent": 72
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 37,
+      "onet": 79,
+      "jobads": 66,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 150,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 11.0,
+      "onet": 23.4,
+      "jobads": 19.6,
+      "wiki_ai": 0.0,
+      "anthropic": 1.5,
+      "ai_skills": 44.5,
+      "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 +1,298 @@
+# External AI agent skills — specialist-dentist
+
+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 |
+|---|---|---|---|
+| `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) |
+| `accreditation-tracer-simulation` | core | Simulate Joint Commission tracer methodology to assess compliance with accreditation standards across patient care processes and support systems | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/accreditation-tracer-simulation) |
+| `care-transition-coordination` | adjacent | Manage care transitions between settings including discharge planning, medication reconciliation, follow-up scheduling, and post-acute care coordination | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/care-transition-coordination) |
+| `quality-metrics-measurement` | adjacent | Collect, calculate, and report healthcare quality metrics including core measures, HEDIS, patient safety indicators, and value-based purchasing measures | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/quality-metrics-measurement) |
+| `debugging-patterns` | adjacent | Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/cc10x/skills/debugging-patterns) |
+| `design-review-facilitator` | adjacent | Design review planning and execution skill for structured design phase gate reviews per 21 CFR 820.30 | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/design-review-facilitator) |
+| `clinical-workflow-analysis` | adjacent | 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) |
+| `context-engineering` | adjacent | 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) |
+
+## Source: affaan-m/everything-claude-code
+
+- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `healthcare-eval-harness` | adjacent | Patient safety evaluation harness for healthcare application deployments. Automated test suites for CDSS accuracy, PHI exposure, clinical workflow integrity, and integration compliance. Blocks deployments on safety failures. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/healthcare-eval-harness) |
+| `marketing-campaign` | adjacent | End-to-end marketing campaign planning and execution. Covers audience research, positioning, campaign angle definition, landing page copy, email sequences, social posts, ad copy, short-form video scripts, and content calendars. Use as the … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/marketing-campaign) |
+| `agent-introspection-debugging` | adjacent | Structured self-debugging workflow for AI agent failures using capture, diagnosis, contained recovery, and introspection reports. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/agent-introspection-debugging) |
+
+## 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 |
+|---|---|---|---|
+| `capa-officer` | adjacent | 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) |
+| `qms-audit-expert` | adjacent | 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) |
+| `research-ops-skills` | adjacent | Use when planning, funding, scoping, or synthesizing enterprise research across workstreams — clinical study design, R&D program finance, market sizing/surveys, or product/user research. Triggers on "design this clinical study", "what … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/research-ops/skills/research-ops-skills) |
+| `business-operations-skills` | adjacent | 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) |
+| `ceo-advisor` | adjacent | 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) |
+| `compliance-readiness` | adjacent | /cs:compliance-readiness <program> — Multi-framework compliance officer 6-question forcing interrogation of any compliance program. Use before starting a new framework, planning the annual audit calendar, or preparing for certification … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/compliance-os/skills/compliance-readiness) |
+
+## 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 |
+|---|---|---|---|
+| `econometrics-skills` | adjacent | 12 econometrics skills. Trigger: causal analysis, regression models, treatment effects, panel data. Design: method-centric guides with R/Python code and diagnostic tests. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/econometrics) |
+| `causal-inference-r` | adjacent | Run IV, DiD, and RDD analyses in R with proper diagnostics. Use when implementing causal inference methods, event studies, or treatment effect estimation. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/causal-inference-r) |
+| `clinical-pharmacology-guide` | adjacent | Clinical pharmacology principles for dosing, drug interactions, and patient s... | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/pharma/clinical-pharmacology-guide) |
+| `enrichr-api` | adjacent | Perform gene set enrichment analysis using the Enrichr API | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/enrichr-api) |
+| `epidemiology-guide` | adjacent | Epidemiological study designs, measures of association, and public health ana... | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/epidemiology-guide) |
+
+## Source: davepoon/buildwithclaude
+
+- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `gsd:health` | adjacent | Diagnose planning directory health and optionally repair issues | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/gsd/skills/health) |
+
+## 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 |
+|---|---|---|---|
+| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/clinical-reports) |
+| `treatment-plans` | adjacent | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/treatment-plans) |
+| `clinical-decision-support` | adjacent | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/clinical-decision-support) |
+| `Excel Analysis` | adjacent | Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/excel-analysis) |
+| `clinicaltrials-database` | adjacent | Query ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve trial details by NCT ID, export data, for clinical research and patient matching. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/clinicaltrials-database) |
+| `it-operations` | adjacent | 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) |
+| `pyhealth` | adjacent | Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pyhealth) |
+| `Error Resolver` | adjacent | Systematic error diagnosis and resolution using first-principle analysis. Use when encountering any error message, stack trace, or unexpected behavior. Supports replay functionality to record and reuse solutions. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/error-resolver) |
+| `ai-agents-architect` | adjacent | Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool use, function calling. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/ai-agents-architect) |
+
+## 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 |
+|---|---|---|---|
+| `binlog-failure-analysis` | adjacent | 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: Eronred/aso-skills
+
+- Repository: [https://github.com/Eronred/aso-skills](https://github.com/Eronred/aso-skills) (commit `e2a7c45`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `aso-audit` | adjacent | When the user wants a full ASO health audit, review their App Store listing quality, or diagnose why their app isn't ranking. Also use when the user mentions "ASO audit", "ASO score", "why am I not ranking", "listing review", or "optimize … | [source](https://github.com/Eronred/aso-skills/tree/e2a7c45/skills/aso-audit) |
+
+## Source: EveryInc/compound-engineering-plugin
+
+- Repository: [https://github.com/EveryInc/compound-engineering-plugin](https://github.com/EveryInc/compound-engineering-plugin) (commit `1a7a4c1`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ce-debug` | adjacent | Diagnosis loop for bugs and failing behavior. Use for errors, stack traces, regressions, failed tests, issue-tracker bugs, stuck investigations after failed fixes, or asks to debug/fix a bug. | [source](https://github.com/EveryInc/compound-engineering-plugin/tree/1a7a4c1/skills/ce-debug) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/clinical-reports) |
+| `sentry` | core | Use when the user asks to inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry API; perform read-only queries with the bundled script and require `SENTRY_AUTH_TOKEN`. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/sentry) |
+| `treatment-plans` | adjacent | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/treatment-plans) |
+| `clinical-decision-support` | adjacent | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/clinical-decision-support) |
+| `clinicaltrials-database` | adjacent | Query ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve trial details by NCT ID, export data, for clinical research and patient matching. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/clinicaltrials-database) |
+| `pyhealth` | adjacent | Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pyhealth) |
+| `bio-database-evidence` | adjacent | Unified biological database evidence owner. Use for gene annotation, variant clinical significance, cancer mutation evidence, GWAS trait associations, pathway mapping, target-disease evidence, protein structures, protein interaction … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/bio-database-evidence) |
+
+## Source: harperreed/dotfiles
+
+- Repository: [https://github.com/harperreed/dotfiles](https://github.com/harperreed/dotfiles) (commit `6b5ced1`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `strategy-diagnosis` | adjacent | Use when someone has a business problem, strategic question, or founder challenge they need to think through clearly. Triggers on "I'm stuck on", "should I", "what's wrong with my", "diagnose", "strategy problem", "business problem", … | [source](https://github.com/harperreed/dotfiles/tree/6b5ced1/.claude/skills-archive/strategy-diagnosis) |
+
+## 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 |
+|---|---|---|---|
+| `shopify-incident-runbook` | core | Execute Shopify incident response with triage using Shopify status page, API health checks, and rate limit diagnosis. Use when a Shopify integration is down, returning errors, or behaving unexpectedly in production. Trigger with phrases … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/shopify-pack/skills/shopify-incident-runbook) |
+| `abridge-reference-architecture` | adjacent | Implement Abridge reference architecture for clinical AI integration. Use when designing a new Abridge deployment, reviewing project structure, or planning multi-site health system rollouts with EHR integration. Trigger: "abridge … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-reference-architecture) |
+| `abridge-core-workflow-b` | adjacent | Implement Abridge patient-facing documentation and after-visit summary generation. Use when building patient portal integration, generating plain-language summaries, multi-language translations, or after-visit instructions from clinical … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-core-workflow-b) |
+| `abridge-local-dev-loop` | adjacent | Configure Abridge local development with FHIR server, synthetic data, and hot reload. Use when setting up a development environment for clinical AI integration, testing encounter workflows locally, or iterating on EHR integration code. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-local-dev-loop) |
+| `abridge-upgrade-migration` | adjacent | Plan and execute Abridge integration upgrades and EHR migration procedures. Use when upgrading Abridge API versions, migrating between EHR systems, or handling breaking changes in clinical documentation workflows. Trigger: "abridge … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-upgrade-migration) |
+| `abridge-common-errors` | adjacent | Diagnose and fix common Abridge clinical AI integration errors. Use when encountering EHR connectivity failures, note generation errors, audio streaming issues, or FHIR validation problems with Abridge. Trigger: "abridge error", "abridge … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-common-errors) |
+| `abridge-hello-world` | adjacent | Create a minimal Abridge ambient AI clinical documentation example. Use when testing Abridge integration, verifying EHR connectivity, or learning how Abridge captures and structures clinical conversations. Trigger: "abridge hello world", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-hello-world) |
+| `abridge-performance-tuning` | adjacent | Optimize Abridge clinical AI integration performance for high-volume deployments. Use when reducing note generation latency, optimizing audio streaming throughput, improving FHIR push performance, or scaling for multi-site health systems. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-performance-tuning) |
+| `clickhouse-incident-runbook` | adjacent | ClickHouse incident response \u2014 triage, diagnose, and remediate\ \ server issues\nusing system tables, kill stuck queries, and execute recovery procedures.\n\ Use when ClickHouse is slow, unresponsive, or producing errors in … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/clickhouse-pack/skills/clickhouse-incident-runbook) |
+| `clickup-incident-runbook` | adjacent | Execute ClickUp API incident response: triage, diagnosis, mitigation, and postmortem for API failures and integration outages. Trigger: "clickup incident", "clickup outage", "clickup down", "clickup on-call", "clickup emergency", "clickup … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/clickup-pack/skills/clickup-incident-runbook) |
+| `crest-narrative` | adjacent | Strategic narrative — write a standalone strategy memo that frames product direction, bets, and rationale for a planning horizon. Use when asked to "write a strategy doc", "product vision", "strategic narrative", "company strategy memo", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/crest-narrative) |
+
+## Source: K-Dense-AI/claude-scientific-skills
+
+- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/clinical-reports) |
+| `treatment-plans` | adjacent | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/treatment-plans) |
+| `clinical-decision-support` | adjacent | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/clinical-decision-support) |
+
+## Source: K-Dense-AI/scientific-agent-skills
+
+- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/clinical-reports) |
+| `treatment-plans` | adjacent | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/treatment-plans) |
+| `clinical-decision-support` | adjacent | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/clinical-decision-support) |
+
+## Source: ljagiello/ctf-skills
+
+- Repository: [https://github.com/ljagiello/ctf-skills](https://github.com/ljagiello/ctf-skills) (commit `d19f35f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ctf-forensics` | adjacent | Provides digital forensics and signal analysis techniques for CTF challenges. Use when analyzing disk images, memory dumps, event logs, network captures, cryptocurrency transactions, steganography, PDF analysis, Windows registry, … | [source](https://github.com/ljagiello/ctf-skills/tree/d19f35f/ctf-forensics) |
+| `ctf-pwn` | adjacent | Provides binary exploitation techniques for CTF challenges. Use when you already have a vulnerable native target or service and need to turn memory corruption or low-level primitives into code execution or privilege escalation, such as … | [source](https://github.com/ljagiello/ctf-skills/tree/d19f35f/ctf-pwn) |
+
+## Source: mattpocock/skills
+
+- Repository: [https://github.com/mattpocock/skills](https://github.com/mattpocock/skills) (commit `66898f6`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `diagnosing-bugs` | adjacent | Diagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something broken/throwing/failing/slow. | [source](https://github.com/mattpocock/skills/tree/66898f6/skills/engineering/diagnosing-bugs) |
+
+## Source: microsoft/power-platform-skills
+
+- Repository: [https://github.com/microsoft/power-platform-skills](https://github.com/microsoft/power-platform-skills) (commit `0d7ed9a`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `diagnose-flow` | adjacent | Deep autonomous diagnosis of a failed flow run. Provide environment, flow, and run IDs. Use when the user asks to diagnose or deeply investigate a specific failed flow run. | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/power-automate/skills/diagnose-flow) |
+
+## Source: microsoft/skills
+
+- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `azure-diagnostics` | adjacent | Debug Azure production issues on Azure using AppLens, Azure Monitor, resource health, and safe triage. WHEN: debug production issues, troubleshoot app service, app service high CPU, app service deployment failure, troubleshoot container … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-skills/skills/azure-diagnostics) |
+
+## Source: mohitagw15856/pm-claude-skills
+
+- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `bug-diagnosis` | adjacent | Diagnose a bug systematically instead of guessing — reproduce, isolate, form hypotheses, and test them to root cause. Use when debugging, chasing a defect, an intermittent failure, or 'why is this happening?'. Produces a structured … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-craft/skills/bug-diagnosis) |
+| `clinical-case-summary` | adjacent | Write a structured clinical case summary or case presentation. Use when asked to write a clinical case summary, case presentation, patient case report, or clinical handover. Produces a structured summary using SBAR or SOAP format. For … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-research/skills/clinical-case-summary) |
+| `debugging-log-analyser` | adjacent | Parse error logs, stack traces, and crash reports into a structured root cause diagnosis. Use when an application is throwing exceptions, crashing, or producing unexpected errors and you need to understand why and what to fix. Produces a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-engineering/skills/debugging-log-analyser) |
+| `patient-communication` | adjacent | Write clear, plain-English patient communications for any healthcare context. Use when asked to write a patient letter, patient information leaflet, appointment letter, test-results letter, discharge summary for patients, or health … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-research/skills/patient-communication) |
+| `prior-authorization-letter` | adjacent | Write a persuasive prior-authorization / medical-necessity letter to an insurer. Use when asked to write a prior authorization letter, a letter of medical necessity, or to appeal a denied treatment/medication/procedure. Produces a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-health/skills/prior-authorization-letter) |
+| `soap-note` | adjacent | Structure a clinical encounter into a clean SOAP note. Use when asked to write a SOAP note, document a patient encounter, turn visit notes into clinical documentation, or structure subjective/objective/assessment/plan. Produces a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-health/skills/soap-note) |
+
+## Source: mukul975/Anthropic-Cybersecurity-Skills
+
+- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `performing-fuzzing-with-aflplusplus` | adjacent | Perform coverage-guided fuzzing of compiled binaries using AFL++ (American Fuzzy Lop Plus Plus) to discover memory corruption, crashes, and security vulnerabilities. The tester instruments target binaries with afl-cc/afl-clang-fast, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-fuzzing-with-aflplusplus) |
+
+## Source: mxyhi/ok-skills
+
+- Repository: [https://github.com/mxyhi/ok-skills](https://github.com/mxyhi/ok-skills) (commit `94707b6`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `diagnosing-bugs` | adjacent | Diagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something broken/throwing/failing/slow. | [source](https://github.com/mxyhi/ok-skills/tree/94707b6/diagnosing-bugs) |
+
+## 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-zhangzara-soft-editorial` | adjacent | A digital-transformation roadmap for a legacy insurer — the diagnosis, the sequenced bets, and the operating rhythm to land them. Built as a decision-grade consulting deck for client executives. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-zhangzara-soft-editorial) |
+| `html-ppt-testing-safety-alert` | adjacent | A hospital data-governance briefing: patient-data risk, the control framework, accountability, and the approval the board must give. Built as a decision-grade policy briefing deck for health-system board, regulators. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-testing-safety-alert) |
+
+## Source: rampstackco/claude-skills
+
+- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `seo-traffic-diagnosis` | adjacent | Diagnose organic traffic changes (drops, stalls, or unexpected wins) using Ahrefs MCP plus Search Console data. Use this skill when traffic suddenly dropped, has been flat despite investment, after an algorithm update, after a migration or … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/seo-traffic-diagnosis) |
+| `content-strategy` | adjacent | Develop a content strategy covering editorial positioning, content pillars, formats, calendar, governance, and topical authority planning. Use this skill whenever the user wants to plan a content program, define content pillars, build an … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/content-strategy) |
+
+## 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 |
+|---|---|---|---|
+| `content-strategy` | adjacent | Content marketing strategy - content audit, editorial calendar, SEO optimization, content funnel (TOFU/MOFU/BOFU), performance metrics, developer content, social media planning | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/content-strategy) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,65 @@
+# Market evidence report — specialist-dentist
+
+Source: **9 real job ads** (JSearch API, countries: us 9), extracted into the MSSQL evidence store; as of 2026-07-19.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 5 | 56 % |
+| n/a | 4 | 44 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Regional breakdown
+
+> **Corpus note:** 9 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+**Insufficient evidence** — 9 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### 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 |
+|---|---|
+| Associate Dentist – Fee-for-Service Implant & Restorative Practice | 1 |
+| Associate Periodontist | 1 |
+| Dental, Pediatric Dentist - Echo Cliffs - ($25K Sign On) | 1 |
+| Dentist | 1 |
+| Dentist - Implant & Prosthetics Focus | Tech-Driven Care | 1 |
+| Dentist - Implants & Prosthetics with Equity | 1 |
+| Dentist  Specialty Dentist | 1 |
+| Endodontist - Part Time | 1 |
+| Endodontist (PRN) - Flexible Root Canal Specialist | 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 +1,40 @@
+# Occupation profile — specialist dentist
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/a580e79a-b752-49c1-b033-b5ab2b34bfba
+- **ESCO code:** 2261.2
+- **ISCO-08 group:** 2261 — Dentists
+- **O*NET-SOC:** 29-1021.00 — Dentists, General (match: closeMatch)
+
+## Description (ESCO)
+
+Specialist dentists prevent, diagnose and treat anomalies and diseases affecting the teeth, mouth, jaws and adjoining tissues specialised in oral surgery or orthodontics.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- prosthetic dentist
+- periodontologist
+- gerodontic specialist
+- periodontician
+- prosthodontic specialist
+- dental specialist
+- oral health care specialist
+- postgraduate dentist
+- restorative dentist
+- endodontic specialist
+- paedodontist
+- oral and maxillofacial pathology specialist
+- hospital dentist
+- orthodontician
+- dental health specialist
+- consulting dentist
+- dentofacial orthopaedic specialist
+- oral and maxillofacial specialist
+- consultant dentist
+- special needs dentist
+- special care dentist
+- dental public health specialist
+- pedodontist
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,108 @@
+# Competences — specialist dentist
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/a580e79a-b752-49c1-b033-b5ab2b34bfba).
+
+## Essential
+
+- **carry out local anesthesia in dental procedures** (skill/competence)
+- **correct dentofacial deformities** (skill/competence)
+- **diagnose abnormalities of dental-facial structures** (skill/competence)
+- **examine dental models and impressions** (skill/competence)
+- **manage dental emergencies** (skill/competence)
+- **perform dental clinical examination** (skill/competence)
+- **perform oral health diagnosis** (skill/competence)
+- **perform reconstructive oral surgery** (skill/competence)
+- **treat tooth decay** (skill/competence)
+
+## Optional
+
+- analyse X-ray imagery (skill/competence)
+- conduct continuing professional development workshops (skill/competence)
+- conduct health related research (skill/competence)
+- contribute to practice innovation in health care (skill/competence)
+- discuss dental treatment options with patient (skill/competence)
+- employment law (knowledge)
+- evaluate clinical outcomes of dental hygiene interventions (skill/competence)
+- handle payments in dentistry (skill/competence)
+- impact of social contexts on health (knowledge)
+- inform policy makers on health-related challenges (skill/competence)
+- maintain dental station and operatory (skill/competence)
+- manage healthcare staff (knowledge)
+- observe patient throughout dental treatment (skill/competence)
+- oral surgery (knowledge)
+- organise public oral health programmes (skill/competence)
+- orthodontics (knowledge)
+- pedagogy (knowledge)
+- perform dental charting (skill/competence)
+- perform dental hygiene interventions (skill/competence)
+- prepare patients for dental treatment (skill/competence)
+- provide instruction in orthodontic procedures (skill/competence)
+- record healthcare users' billing information (skill/competence)
+- supervise dental technician staff (skill/competence)
+- teach dentistry (skill/competence)
+- train employees (skill/competence)
+- use foreign languages for health-related research (skill/competence)
+- use foreign languages in patient care (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 9 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- dental care — **22 %**
+- implant dentistry — **22 %**
+- endodontics — **22 %**
+- patient care — **22 %**
+- tooth replacement — **22 %**
+- treatment planning — **22 %**
+- emergent dental care — **11 %**
+- restorative dental measures — **11 %**
+- restorative dentistry — **11 %**
+- root canal therapy — **11 %**
+- surgery — **11 %**
+- implant planning — **11 %**
+- pediatric dentistry — **11 %**
+- periodontal care — **11 %**
+- periodontal surgery — **11 %**
+- preventive dental measures — **11 %**
+- patient education — **11 %**
+- prosthetic treatment execution — **11 %**
+- dental diagnosis — **11 %**
+- dental implantology — **11 %**
+- dental treatment — **11 %**
+- cbct interpretation — **11 %**
+- corrective dental measures — **11 %**
+- cosmetic dentistry — **11 %**
+
+### Methods
+
+- digital workflows — **11 %**
+- fee-for-service dentistry — **11 %**
+
+### Responsibilities
+
+- patient care — **22 %**
+- providing dental care — **22 %**
+- clinical practice — **22 %**
+- clinical treatment — **11 %**
+- collaboration with providers — **11 %**
+- complex treatment planning — **11 %**
+- comprehensive patient care — **11 %**
+- business operations support — **11 %**
+- dental operation support — **11 %**
+- dental health problem correction — **11 %**
+- patient education — **11 %**
+- patient treatment — **11 %**
+- prosthetic delivery — **11 %**
+- patient care provision — **11 %**
+- implant restoration — **11 %**
+- implant surgery — **11 %**
+- lab prescription creation — **11 %**
+- operating room treatment — **11 %**
+- surgical guidance — **11 %**
+- surgical procedures — **11 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,48 @@
+# Tasks & work activities — specialist dentist
+
+Source: O*NET 30.3, occupation 29-1021.00 (Dentists, General).
+
+## Task statements
+
+- **[Core]** Use masks, gloves, and safety glasses to protect patients and self from infectious diseases.
+- **[Core]** Use dental air turbines, hand instruments, dental appliances, or surgical implements.
+- **[Core]** Manage business aspects such as employing or supervising staff or handling paperwork or insurance claims.
+- **[Core]** Administer anesthetics to limit the amount of pain experienced by patients during procedures.
+- **[Core]** Examine teeth, gums, and related tissues, using dental instruments, x-rays, or other diagnostic equipment, to evaluate dental health, diagnose diseases or abnormalities, and plan appropriate treatments.
+- **[Core]** Formulate plan of treatment for patient's teeth and mouth tissue.
+- **[Core]** Advise or instruct patients regarding preventive dental care, the causes and treatment of dental problems, or oral health care services.
+- **[Core]** Design, make, or fit prosthodontic appliances, such as space maintainers, bridges, or dentures, or write fabrication instructions or prescriptions for denturists or dental technicians.
+- **[Core]** Diagnose and treat diseases, injuries, or malformations of teeth, gums, or related oral structures and provide preventive or corrective services.
+- **[Core]** Fill pulp chamber and canal with endodontic materials.
+- **[Core]** Write prescriptions for antibiotics or other medications.
+- **[Core]** Analyze or evaluate dental needs to determine changes or trends in patterns of dental disease.
+- **[Core]** Treat exposure of pulp by pulp capping, removal of pulp from pulp chamber, or root canal, using dental instruments.
+- **[Core]** Eliminate irritating margins of fillings and correct occlusions, using dental instruments.
+- **[Core]** Perform oral or periodontal surgery on the jaw or mouth.
+- **[Core]** Remove diseased tissue, using surgical instruments.
+- **[Core]** Apply fluoride or sealants to teeth.
+- **[Core]** Bleach, clean, or polish teeth to restore natural color.
+- **[Core]** Plan, organize, or maintain dental health programs.
+- **[Core]** Produce or evaluate dental health educational materials.
+
+## Detailed work activities
+
+- Adjust prostheses or other assistive devices.
+- Administer anesthetics or sedatives to control pain.
+- Advise patients on preventive care techniques.
+- Analyze patient data to determine patient needs or treatment goals.
+- Design medical devices or appliances.
+- Design public or employee health programs.
+- Develop medical treatment plans.
+- Diagnose dental conditions.
+- Direct healthcare delivery programs.
+- Examine mouth, teeth, gums, or related facial structures.
+- Fabricate medical devices.
+- Operate diagnostic imaging equipment.
+- Operate diagnostic or therapeutic medical instruments or equipment.
+- Operate on patients to treat conditions.
+- Prepare healthcare training materials.
+- Prescribe medications.
+- Protect patients or staff members using safety equipment.
+- Supervise patient care personnel.
+- Treat dental problems or diseases.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,59 @@
+# Tools & technology — specialist dentist
+
+Source: O*NET 30.3 'Software Skills' for 29-1021.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| eClinicalWorks EHR software | Medical software | yes |
+| Henry Schein Dentrix | Medical software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Web browser software | Internet browser software |  |
+| ABELSoft ABELDent | Medical software |  |
+| ACE Dental | Medical software |  |
+| AlphaDent | Medical software |  |
+| AltaPoint Data Systems AltaPoint Dental | Medical software |  |
+| Data Team DDS | Medical software |  |
+| Dental charting software | Medical software |  |
+| Dental clinical records software | Medical software |  |
+| Dental digital radiology software | Medical software |  |
+| Dental imaging software | Medical software |  |
+| Dental intra-oral imaging software | Medical software |  |
+| DentiMax | Medical software |  |
+| DSN Software Dental-Exec | Medical software |  |
+| DSN Software Oral Surgery-Exec | Medical software |  |
+| DSN Software Perio-Exec | Medical software |  |
+| EZ 2000 | Medical software |  |
+| Genesis Dental | Medical software |  |
+| Henry Schein DentalVision Professional | Medical software |  |
+| Henry Schein Easy Dental | Medical software |  |
+| Henry Schein EndoVision | Medical software |  |
+| Henry Schein PerioVision | Medical software |  |
+| Kodak Dental Systems Kodak PRACTICEWORKS Practice management software PMS | Medical software |  |
+| Kodak Dental Systems Kodak SOFTDENT Practice management software PMS | Medical software |  |
+| MDC Services DentalMate | Medical software |  |
+| MOGO Dental Software MOGO | Medical software |  |
+| OCS Office-Partner | Medical software |  |
+| Open Dental | Medical software |  |
+| Patterson Dental Supply Patterson EagleSoft | Medical software |  |
+| PEB XLDent | Medical software |  |
+| Practice management software PMS | Medical software |  |
+| Teleo Practice Services The Complete Practitioner | Medical software |  |
+| ToothPics software | Medical software |  |
+| Voice-activated perio charting software | Medical software |  |
+| Windent OMS | Medical software |  |
+| Windent SQL | Medical software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 9 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- 3D printer — **22 %**
+- digital radiography — **22 %**
+- CBCT — **22 %**
+
+<!-- market-evidence -->