commit e08c3db27fd112c072f44c0d467f53956b739c04 Author: skillfactor-pipeline Date: Fri Aug 14 17:09:43 2026 +0200 feat: medicine-lecturer skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..7bbd64b --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — medicine-lecturer + +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 — medicine-lecturer + "ESCO (occupation & competences)" : 134 + "O*NET (tasks & tools)" : 84 + "Job boards (market evidence)" : 35 + "Anthropic official Claude skills" : 6 + "External AI skill packs (mapped)" : 188 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 134 | 30.0 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 84 | 18.8 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 35 | 7.8 % | 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 | 6 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 188 | 42.1 % | 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). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..4f03a95 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,58 @@ +--- +name: medicine-lecturer +description: "Occupational skill for the role 'medicine lecturer' (also: medicine docent, medicine instructor, lecturer of medicine, medicine professor, university medicine lecturer, lecturer in medicine). Use when the user asks for typical medicine lecturer work such as: Mentor junior and adjunct faculty members.; Maintain a clinical practice.; Initiate, facilitate, and moderate classroom discussions." +--- + +# Medicine Lecturer + +Medicine lecturers are subject professors, teachers, or lecturers, and often doctors who instruct students who have obtained an upper secondary education diploma in their own specialised field of study, medicine, which is predominantly academic in nature. They work with their university research assistants and university teaching assistants for the preparation of lectures and of exams, for grading papers and exams, for leading laboratory practices, and for leading review and feedback sessions for the students. They also conduct academic research in their respective field of medicine, publish their findings and liaise with other university colleagues. + +## Core workflow + +1. Mentor junior and adjunct faculty members. +2. Maintain a clinical practice. +3. Initiate, facilitate, and moderate classroom discussions. +4. Prepare and deliver lectures to undergraduate or graduate students on topics such as pharmacology, mental health nursing, and community health care practices. +5. Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences. +6. Prepare course materials, such as syllabi, homework assignments, and handouts. +7. Supervise students' laboratory and clinical work. +8. Evaluate and grade students' class work, laboratory and clinic work, assignments, and papers. + +## How to use this skill + +- Read [references/profile.md](references/profile.md) for the occupation profile and scope. +- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory. +- Check [references/skills.md](references/skills.md) for essential vs. optional competences. +- Check [references/tools.md](references/tools.md) for the software commonly used in this role. +- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution). + +## Key competences (essential) + +- apply blended learning +- apply intercultural teaching strategies +- apply teaching strategies +- assess students +- assist students with equipment +- communicate with a non-scientific audience +- compile course material +- conduct research on reproductive medicine +- curriculum objectives +- demonstrate when teaching +- develop course outline +- give constructive feedback +- guarantee students' safety +- instructional strategies +- interact professionally in research and professional environments + +## Hot technologies + +- Microsoft Outlook +- MEDITECH software +- Microsoft Office software +- Microsoft PowerPoint +- Microsoft Excel +- Google Docs +- Microsoft Word + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/0bf5d25a-2b4d-43b5-b053-beeb210fa43a), O*NET 30.3 (25-1072.00). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..d7c9509 --- /dev/null +++ b/manifest.json @@ -0,0 +1,298 @@ +{ + "name": "medicine-lecturer", + "title": "medicine lecturer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/0bf5d25a-2b4d-43b5-b053-beeb210fa43a", + "esco_code": "2310.1.25", + "isco_group": "2310", + "onet_soc": "25-1072.00", + "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": 29, + "dwas": 31, + "skills_essential": 31, + "skills_optional": 102, + "software": 23 + }, + "enrichment_ai_skills": { + "generated": "2026-07-14", + "method": "deterministic mapping (ISCO prefix + title/competence keywords)", + "sources": { + "anthropics/skills": { + "repo": "https://github.com/anthropics/skills", + "commit": "f6656c1", + "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder", + "skills": 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": 7 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 2 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 7 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 5 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 5 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 5 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 4 + }, + "pedrohcgs/claude-code-my-workflow": { + "repo": "https://github.com/pedrohcgs/claude-code-my-workflow", + "commit": "be53c12", + "license": "MIT", + "skills": 2 + }, + "ViryaZheng/recomby-geo": { + "repo": "https://github.com/ViryaZheng/recomby-geo", + "commit": "530d5e2", + "license": "MIT", + "skills": 1 + }, + "JuneYaooo/nihaisha-nishi-tcm": { + "repo": "https://github.com/JuneYaooo/nihaisha-nishi-tcm", + "commit": "99d14b0", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "staruhub/ClaudeSkills": { + "repo": "https://github.com/staruhub/ClaudeSkills", + "commit": "3d4045d", + "license": "MIT", + "skills": 1 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 1 + }, + "wanshuiyin/Auto-claude-code-research-in-sleep": { + "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep", + "commit": "eb5c9d7", + "license": "MIT", + "skills": 1 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 1 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 3 + }, + "claude-world/director-mode-lite": { + "repo": "https://github.com/claude-world/director-mode-lite", + "commit": "9d0c333", + "license": "MIT", + "skills": 1 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 3 + }, + "rampstackco/claude-skills": { + "repo": "https://github.com/rampstackco/claude-skills", + "commit": "bc6d961", + "license": "MIT", + "skills": 1 + }, + "FlorianBruniaux/claude-code-ultimate-guide": { + "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide", + "commit": "5395214", + "license": "custom (see upstream LICENSE)", + "skills": 2 + }, + "open-gitagent/opengap": { + "repo": "https://github.com/open-gitagent/opengap", + "commit": "d7a8e2e", + "license": "MIT", + "skills": 1 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 1 + }, + "Devin-AXIS/iPolloWork": { + "repo": "https://github.com/Devin-AXIS/iPolloWork", + "commit": "5107542", + "license": "custom (see upstream LICENSE)", + "skills": 3 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 2 + }, + "ruvnet/claude-code-flow": { + "repo": "https://github.com/ruvnet/claude-code-flow", + "commit": "73914bd", + "license": "MIT", + "skills": 2 + }, + "ruvnet/ruflo": { + "repo": "https://github.com/ruvnet/ruflo", + "commit": "73914bd", + "license": "MIT", + "skills": 2 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "skills": 1 + }, + "muratcankoylan/Agent-Skills-for-Context-Engineering": { + "repo": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering", + "commit": "c578e85", + "license": "MIT", + "skills": 1 + }, + "sanjay3290/ai-skills": { + "repo": "https://github.com/sanjay3290/ai-skills", + "commit": "3619692", + "license": "Apache-2.0", + "skills": 1 + }, + "AIDevGTM/gtm-cofounder": { + "repo": "https://github.com/AIDevGTM/gtm-cofounder", + "commit": "627d901", + "license": "MIT", + "skills": 1 + }, + "BrianRWagner/ai-marketing-skills": { + "repo": "https://github.com/BrianRWagner/ai-marketing-skills", + "commit": "f36b34f", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "BrianRWagner/ai-marketing-claude-code-skills": { + "repo": "https://github.com/BrianRWagner/ai-marketing-claude-code-skills", + "commit": "f36b34f", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "AlpacaLabsLLC/skills-for-architects": { + "repo": "https://github.com/AlpacaLabsLLC/skills-for-architects", + "commit": "4476576", + "license": "MIT", + "skills": 1 + }, + "basicmachines-co/basic-memory": { + "repo": "https://github.com/basicmachines-co/basic-memory", + "commit": "53da71c", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "infrasity-labs/dev-gtm-claude-skills": { + "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills", + "commit": "02cfefb", + "license": "MIT", + "skills": 2 + }, + "Paramchoudhary/ResumeSkills": { + "repo": "https://github.com/Paramchoudhary/ResumeSkills", + "commit": "74ae19e", + "license": "MIT", + "skills": 1 + }, + "AgriciDaniel/claude-blog": { + "repo": "https://github.com/AgriciDaniel/claude-blog", + "commit": "49842ea", + "license": "MIT", + "skills": 1 + }, + "zilliztech/mfs": { + "repo": "https://github.com/zilliztech/mfs", + "commit": "7835289", + "license": "Apache-2.0", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 77, + "adjacent": 3 + } + }, + "provenance": { + "items": { + "esco": 134, + "onet": 84, + "jobads": 35, + "wiki_ai": 0, + "anthropic": 6, + "ai_skills": 188, + "stackx": 0 + }, + "share_percent": { + "esco": 30.0, + "onet": 18.8, + "jobads": 7.8, + "wiki_ai": 0.0, + "anthropic": 1.3, + "ai_skills": 42.1, + "stackx": 0.0 + }, + "method": "content items per source category" + }, + "collar": "white", + "computer_work": true +} \ No newline at end of file diff --git a/references/ai-skills.md b/references/ai-skills.md new file mode 100644 index 0000000..a32cc5e --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,402 @@ +# External AI agent skills — medicine-lecturer + +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) | +| `pptx` | adjacent | Use this skill any time a .pptx or .potx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx or .potx file (even … | [source](https://github.com/anthropics/skills/tree/main/skills/pptx) | + +## 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 | +|---|---|---|---| +| `aiml-security` | core | AI/ML model security testing and adversarial research capabilities. Generate adversarial examples, test model robustness, perform model extraction attacks, test for data poisoning, analyze model fairness, and support ART framework … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/security-research/skills/aiml-security) | +| `training-curriculum-designer` | core | Design training curricula and learning paths for change initiatives with competency-based learning | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/business-analysis/skills/training-curriculum-designer) | +| `curriculum-gap-analysis` | core | Identify gaps, overlaps, and misalignments in curriculum coverage through systematic comparison with standards and learning progressions | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/education/skills/curriculum-gap-analysis) | + +## 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 | +|---|---|---|---| +| `marketing-campaign` | core | 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) | +| `exa-search` | core | Neural search via Exa MCP for web, code, and company research. Use when the user needs web search, code examples, company intel, people lookup, or AI-powered deep research with Exa's neural search engine. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/exa-search) | + +## Source: AgriciDaniel/claude-blog + +- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `blog-discourse` | core | Research what people are actually saying about a topic in the last 30 days across Reddit, X / Twitter, YouTube, Hacker News, dev.to, Medium, and other public discourse platforms. API-free; uses WebSearch with platform-targeted site … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-discourse) | + +## Source: AIDevGTM/gtm-cofounder + +- Repository: [https://github.com/AIDevGTM/gtm-cofounder](https://github.com/AIDevGTM/gtm-cofounder) (commit `627d901`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `founder-led-content` | core | Build authority by teaching the problem space, not announcing features. Use when the founder finds \"marketing\" distasteful and does none, publishes only product updates, or wants a sustainable content and GitHub-README strategy that … | [source](https://github.com/AIDevGTM/gtm-cofounder/tree/627d901/skills/14-founder-led-content) | + +## Source: AlpacaLabsLLC/skills-for-architects + +- Repository: [https://github.com/AlpacaLabsLLC/skills-for-architects](https://github.com/AlpacaLabsLLC/skills-for-architects) (commit `4476576`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `learn` | core | Guided, hands-on course teaching architects how to use Claude Code — six short modules, each built around an exercise on a bundled sandbox project (a fictional Brooklyn art museum expansion). Resumable across sessions via PROGRESS.md. Use … | [source](https://github.com/AlpacaLabsLLC/skills-for-architects/tree/4476576/skills/learn) | + +## 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-research` | core | Research an external subject using web search, synthesize findings into a structured Basic Memory entity. Use when asked to research a company, person, technology, or topic — or when a bare name or URL is provided that implies a research … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-research) | + +## Source: BrianRWagner/ai-marketing-claude-code-skills + +- Repository: [https://github.com/BrianRWagner/ai-marketing-claude-code-skills](https://github.com/BrianRWagner/ai-marketing-claude-code-skills) (commit `f36b34f`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `last30days` | core | Research any topic across Reddit, X, and web from the last 30 days. Get current trends, real community sentiment, and actionable insights in 7 minutes vs 2 hours manual research. | [source](https://github.com/BrianRWagner/ai-marketing-claude-code-skills/tree/f36b34f/last30days) | + +## Source: BrianRWagner/ai-marketing-skills + +- Repository: [https://github.com/BrianRWagner/ai-marketing-skills](https://github.com/BrianRWagner/ai-marketing-skills) (commit `f36b34f`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `last30days` | core | Research any topic across Reddit, X, and web from the last 30 days. Get current trends, real community sentiment, and actionable insights in 7 minutes vs 2 hours manual research. | [source](https://github.com/BrianRWagner/ai-marketing-skills/tree/f36b34f/last30days) | + +## 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 | +|---|---|---|---| +| `education-skills` | core | 7 education research skills. Trigger: pedagogical research, course design, learning analytics, assessment. Design: evidence-based teaching methods and educational measurement tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/education) | +| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/research-lit) | +| `paper-summary` | core | Writes expert academic paper summaries for social science research, particularly political science and applied statistics. Use when asked to summarize, review, or create a reading summary of an academic paper, PDF, or research article. … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/22-christopherkenny-skills/skills/paper-summary) | +| `diverga-memory` | core | Diverga Memory System v7.0 - Context-persistent research support with checkpoint auto-trigger and cross-session continuity. Triggers: memory, remember, context, recall, checkpoint, decision, persist, 기억, 맥락, 세션, 체크포인트 | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/memory) | +| `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) | +| `a1` | core | VS-Enhanced Research Question Refiner - Prevents Mode Collapse and derives differentiated research questions Enhanced VS 3-Phase process: Modal question avoidance, alternatives presentation, differentiated RQ recommendation Use when: … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/a1) | +| `obsidian-project-memory` | core | This skill should be used when the user asks to maintain an Obsidian knowledge base for a research project, import an existing research repository into Obsidian, keep project memory or daily notes synchronized, summarize project context … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/obsidian-project-memory) | + +## Source: claude-world/director-mode-lite + +- Repository: [https://github.com/claude-world/director-mode-lite](https://github.com/claude-world/director-mode-lite) (commit `9d0c333`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `handoff-gemini` | core | Delegate long-context analysis, research, and large-document summarization to Google Gemini CLI (1M-token context) via non-interactive `gemini -p`, preserving Claude context. Use when the user says 'use gemini'/'hand off to gemini' or a … | [source](https://github.com/claude-world/director-mode-lite/tree/9d0c333/skills/handoff-gemini) | + +## 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 | +|---|---|---|---| +| `youtube-full` | core | Use when YouTube is or could be relevant — video/channel/playlist links, video IDs, @handles, creator lookups, summaries, quotes, topic research, tutorials, talks, product reviews, or anywhere video content is fresher or richer than text … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/youtube-full/skills/youtube-full) | + +## 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 | +|---|---|---|---| +| `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) | +| `academic-cv-builder` | core | Format CVs for academic positions, including publications, grants, teaching, and research experience. Use when the user mentions academic CV, faculty job, tenure-track, postdoc, PhD, research position, or needs to list publications, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/career/academic-cv-builder) | +| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/latex-posters) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-slides) | + +## Source: Devin-AXIS/iPolloWork + +- Repository: [https://github.com/Devin-AXIS/iPolloWork](https://github.com/Devin-AXIS/iPolloWork) (commit `5107542`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `deepseek-harness` | core | Delegate code review, development, and research tasks to DeepSeek Harness. | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/deepseek-harness/.opencode/skills/deepseek-harness) | +| `acme-research` | core | Search and summarize material from the Acme research service. | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/acme-research/.opencode/skills/acme-research) | +| `context7-docs-research` | core | Resolve the correct library and retrieve a small, relevant set of version-aware official documentation before answering a technical question. | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/context7/.opencode/skills/context7-docs-research) | + +## Source: FlorianBruniaux/claude-code-ultimate-guide + +- Repository: [https://github.com/FlorianBruniaux/claude-code-ultimate-guide](https://github.com/FlorianBruniaux/claude-code-ultimate-guide) (commit `5395214`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `plan-pipeline-start` | core | 5-phase planning: PRD analysis, design review, technical decisions, dynamic research team, metrics. Produces a complete implementation plan + ADRs before any code is written. | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/plan-pipeline/start) | +| `talk-stage2-research` | core | Performs git archaeology, changelog analysis, and builds a verified factual timeline by cross-referencing git history with source material. REX mode only (skipped automatically in Concept mode). Use when building a REX talk and you need … | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/talk-pipeline/stage-2-research) | + +## Source: foryourhealth111-pixel/Vibe-Skills + +- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/treatment-plans) | +| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-critical-thinking) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) | +| `pptx-posters` | core | Create research posters using HTML/CSS that can be exported to PDF or PPTX. Use this skill ONLY when the user explicitly requests PowerPoint/PPTX poster format. For standard research posters, use latex-posters instead. This skill provides … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pptx-posters) | +| `slides-as-code` | core | Build research slides with text-first source (Slidev/Marp/Reveal/Quarto) and reproducible export (PDF). Includes structure, figure reuse rules, and quality checklist for top-tier scientific presentations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/slides-as-code) | + +## Source: infrasity-labs/dev-gtm-claude-skills + +- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `academic-cv-builder` | core | Format CVs for academic positions with publications, grants, and teaching | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/academic-cv-builder) | +| `blog-discourse` | core | Research what people are actually saying about a topic in the last 30 days across Reddit, X / Twitter, YouTube, Hacker News, dev.to, Medium, and other public discourse platforms. API-free; uses WebSearch with platform-targeted site … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-discourse) | + +## 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 | +|---|---|---|---| +| `ink-post` | core | Write a blog post or article — research the keyword, draft the post, and produce publish-ready content with SEO optimization. Use when asked to "write a blog post", "write about [topic]", "draft an article", or "write a tutorial". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/ink-post) | +| `meeting-prep` | core | Prepare briefings for today's meetings \u2014 attendee research, email\ \ history, past meeting notes, LinkedIn, and company context. Use when running the\ \ daily meeting prep cron, or when user asks to prepare for meetings, review who\ \ … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/executive-assistant-skills/skills/meeting-prep) | +| `blog-editorial-calendar` | core | Run your blog like a queue, not a guessing game. This skill is the orchestration layer on top of blog-topic-research and seo-blog-writer: it keeps an evidence-backed backlog, picks the next topic so your corpus drifts toward the cluster + … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/publishing-skills/skills/blog-editorial-calendar) | + +## Source: JuneYaooo/nihaisha-nishi-tcm + +- Repository: [https://github.com/JuneYaooo/nihaisha-nishi-tcm](https://github.com/JuneYaooo/nihaisha-nishi-tcm) (commit `99d14b0`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `nihaisha` | core | Use this skill when the user asks about Ni Haisha / 倪海厦 TCM course material, especially Shang Han Lun / 伤寒论, Jingui / 金匮要略, Zhongjing Xinfa / 仲景心法, clinical cases / 临床案例 / 倪师医案, Bagang Bianzheng / 八纲辨证, Fuyang Forum / 扶阳论坛, Yijinjing / … | [source](https://github.com/JuneYaooo/nihaisha-nishi-tcm/tree/99d14b0) | + +## Source: K-Dense-AI/claude-scientific-skills + +- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/treatment-plans) | +| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/latex-posters) | +| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-critical-thinking) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) | +| `pptx-posters` | core | Create research posters using HTML/CSS that can be exported to PDF or PPTX. Use this skill ONLY when the user explicitly requests PowerPoint/PPTX poster format. For standard research posters, use latex-posters instead. This skill provides … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/pptx-posters) | + +## Source: K-Dense-AI/scientific-agent-skills + +- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/treatment-plans) | +| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/latex-posters) | +| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-critical-thinking) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) | +| `pptx-posters` | core | Create research posters using HTML/CSS that can be exported to PDF or PPTX. Use this skill ONLY when the user explicitly requests PowerPoint/PPTX poster format. For standard research posters, use latex-posters instead. This skill provides … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/pptx-posters) | + +## 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 | +|---|---|---|---| +| `teaching-lesson-plan` | core | Design a structured lesson plan for any subject, audience, or format. Use when asked to write a lesson plan, course outline, teaching session, workshop curriculum, or training module. Produces a complete lesson plan with learning … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-cross/skills/teaching-lesson-plan) | +| `lesson-plan` | core | Build a complete, standards-aligned lesson plan with clear objectives, a timed activity sequence, differentiation, and assessment. Use when asked to write a lesson plan, plan a class or lesson, design a teaching session, or structure … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-education/skills/lesson-plan) | + +## 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: muratcankoylan/Agent-Skills-for-Context-Engineering + +- Repository: [https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering) (commit `c578e85`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `comprehensive-research-agent` | core | Ensure thorough validation, error recovery, and transparent reasoning in research tasks with multiple tool calls | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/examples/interleaved-thinking/generated_skills/comprehensive-research-agent) | + +## 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 | +|---|---|---|---| +| `clinical-case-report` | core | Structured medical case presentation for clinical rounds, conferences, and documentation. Generates SOAP-format or narrative case reports with physiologically accurate vitals, labs, and evidence-based plans. Use when the brief mentions … | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/clinical-case-report) | +| `hps-academic-paper` | core | A review deck on compositional generalization in large language models — the field map, the gap, the evidence, and open questions. Built as a decision-grade academic research deck for PI, lab group, reviewers. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/hps-academic-paper) | +| `html-ppt-zhangzara-monochrome` | core | A grant proposal on CRISPR base-editing for sickle-cell disease — the hypothesis, the approach, the milestones, and the risk. Built as a decision-grade academic research deck for grant review committee. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-monochrome) | +| `html-ppt-zhangzara-vellum` | core | A humanities lecture: how Renaissance linear perspective reshaped early cartography — sources, argument, and evidence. Built as a decision-grade academic research deck for faculty, graduate seminar. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-vellum) | +| `kami-deck` | core | A lab-meeting deck on gut-microbiome links to sleep quality — the design, the results, the caveats, and the next experiment. Built as a decision-grade academic research deck for lab group, PI. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/kami-deck) | +| `last30days` | core | Recent community and social trend research over the last 30 days. Use when the brief asks what people are saying now, recent sentiment, community reactions, social proof, launch reaction, trend scan, or last-30-days context. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/last30days) | +| `x-research` | core | X/Twitter public sentiment research for recent market, company, product, or community discourse. Use when the brief asks what people are saying on X, Twitter sentiment, CT sentiment, public opinion, expert posts, or social reaction around … | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/x-research) | + +## Source: nWave-ai/nWave + +- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `nw-command-design-patterns` | core | Best practices for command definition files - size targets, declarative template, anti-patterns, and canonical examples based on research evidence | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-command-design-patterns) | + +## Source: open-gitagent/opengap + +- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `research` | core | Researches a topic by breaking it into subtopics, gathering factual information with reasoning, and producing a structured summary with key findings and open questions. Use when the user asks to research, investigate, look up, summarize a … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/lyzr-agent/skills/research) | + +## Source: Paramchoudhary/ResumeSkills + +- Repository: [https://github.com/Paramchoudhary/ResumeSkills](https://github.com/Paramchoudhary/ResumeSkills) (commit `74ae19e`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `academic-cv-builder` | core | Format CVs for academic positions with publications, grants, and teaching | [source](https://github.com/Paramchoudhary/ResumeSkills/tree/74ae19e/skills/academic-cv-builder) | + +## Source: pedrohcgs/claude-code-my-workflow + +- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `teach-from-paper` | core | Turn a research paper into teaching materials — a lecture outline, the 3-5 results worth presenting (with intuition), a slide skeleton ready for `/create-lecture`, discussion questions, and a problem-set brief. Reads the paper end-to-end … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/teach-from-paper) | +| `respond-to-eval` | core | Turn student course evaluations (free-text + numeric) into an actionable teaching-improvement plan — the teaching analogue of /respond-to-referees. Clusters comments into themes, separates signal from noise, classifies each theme Keep / … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/respond-to-eval) | + +## 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 | +|---|---|---|---| +| `long-form-content-frameworks` | core | Patterns for individual long-form content pieces. Case studies, whitepapers, research reports, definitive guides, manifestos, ebooks, long-form tutorials. The structural disciplines that distinguish publication-quality long-form from … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/long-form-content-frameworks) | + +## 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 | +|---|---|---|---| +| `research-synthesize` | core | Synthesize research findings from memory into structured reports with evidence grading, contradiction resolution, and actionable recommendations | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/plugins/ruflo-goals/skills/research-synthesize) | +| `deep-research` | core | Orchestrate multi-phase deep research with web search, memory retrieval, pattern matching, and synthesis into structured findings | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/plugins/ruflo-goals/skills/deep-research) | + +## 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 | +|---|---|---|---| +| `research-synthesize` | core | Synthesize research findings from memory into structured reports with evidence grading, contradiction resolution, and actionable recommendations | [source](https://github.com/ruvnet/ruflo/tree/73914bd/plugins/ruflo-goals/skills/research-synthesize) | +| `deep-research` | core | Orchestrate multi-phase deep research with web search, memory retrieval, pattern matching, and synthesis into structured findings | [source](https://github.com/ruvnet/ruflo/tree/73914bd/plugins/ruflo-goals/skills/deep-research) | + +## Source: sanjay3290/ai-skills + +- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `deep-research` | core | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) | + +## Source: staruhub/ClaudeSkills + +- Repository: [https://github.com/staruhub/ClaudeSkills](https://github.com/staruhub/ClaudeSkills) (commit `3d4045d`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `deep-research` | core | Use this skill when the user wants an evidence-based research memo, literature review, market/policy/technical landscape, or a multi-source decision brief with citations, trade-offs, and a clear conclusion. Best for tasks that need … | [source](https://github.com/staruhub/ClaudeSkills/tree/3d4045d/skills/Geek-skills-deep-research) | + +## Source: ViryaZheng/recomby-geo + +- Repository: [https://github.com/ViryaZheng/recomby-geo](https://github.com/ViryaZheng/recomby-geo) (commit `530d5e2`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `keyword-research` | core | Discover, analyze, and prioritize keywords for SEO and GEO content strategies. Identifies high-value opportunities based on search volume, competition, intent, and business relevance. Generates topic clusters and content calendars. Use … | [source](https://github.com/ViryaZheng/recomby-geo/tree/530d5e2/plugins/recomby-geo/skills/keyword-research) | + +## Source: wanshuiyin/Auto-claude-code-research-in-sleep + +- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/research-lit) | + +## Source: zebbern/claude-code-guide + +- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `vc-industry-research` | core | Generate professional primary market / venture capital industry research reports, including sector deep-dives, investment memos, and market analysis. Produces detailed PDF reports covering TMT, consumer, healthcare, and industrials. … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/vc-industry-research) | + +## Source: zilliztech/mfs + +- Repository: [https://github.com/zilliztech/mfs](https://github.com/zilliztech/mfs) (commit `7835289`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `deep-research` | core | Answer a broad, open-ended, or multi-part question by iteratively searching MFS-indexed sources, following up on gaps, and synthesizing a cited report — the same "reason and search over private data" job zilliztech/deep-searcher does, but … | [source](https://github.com/zilliztech/mfs/tree/7835289/examples/deep-research-skill/deep-research) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..1858e5c --- /dev/null +++ b/references/market.md @@ -0,0 +1,75 @@ +# Market evidence report — medicine-lecturer + +Source: **13 real job ads** (JSearch API, countries: us 13), 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 | 8 | 62 % | +| junior | 3 | 23 % | +| n/a | 2 | 15 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | teaching | 6 | 46 % | +| 2 | clinical care | 5 | 38 % | +| 3 | patient care | 4 | 31 % | +| 4 | research | 3 | 23 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | medical student teaching | 3 | 23 % | + +## Regional breakdown + +> **Corpus note:** 13 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** — 13 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 | +|---|---| +| Assistant or Associate Professor - Medical Educator Track | 1 | +| Assistant Professor, Clinician Educator or Tenure Track, Adolescent Medicine- HIV/AIDS Research | 1 | +| Assistant/Associate Professor of Emergency Medicine | 1 | +| Assistant/Associate Professor-General Internal Medicine | 1 | +| Dermatology Instructor: Clinical Teaching & Research | 1 | +| Faculty - Anatomy Meritus School of Osteopathic Medicine | 1 | +| Faculty Positions - Obstetrics/Gynecology (Maternal Fetal Medicine) | 1 | +| Internal Medicine Faculty | 1 | +| Internal Medicine Teaching Faculty | 1 | +| Lecturer/Senior Lecturer Teaching Transitions in Medical Education | 1 | +| Open Rank Faculty Position in Medicine (Nephrology) | 1 | +| Professor, Department of Pathology and Laboratory Medicine | 1 | +| Tenure-Track Assistant Professor Internal Medicine Research | 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. diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..75a543b --- /dev/null +++ b/references/profile.md @@ -0,0 +1,33 @@ +# Occupation profile — medicine lecturer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/0bf5d25a-2b4d-43b5-b053-beeb210fa43a +- **ESCO code:** 2310.1.25 +- **ISCO-08 group:** 2310 — University and higher education teachers +- **O*NET-SOC:** 25-1072.00 — Nursing Instructors and Teachers, Postsecondary (match: closeMatch) + +## Description (ESCO) + +Medicine lecturers are subject professors, teachers, or lecturers, and often doctors who instruct students who have obtained an upper secondary education diploma in their own specialised field of study, medicine, which is predominantly academic in nature. They work with their university research assistants and university teaching assistants for the preparation of lectures and of exams, for grading papers and exams, for leading laboratory practices, and for leading review and feedback sessions for the students. They also conduct academic research in their respective field of medicine, publish their findings and liaise with other university colleagues. + +## Definition + +nan + +## Alternative labels + +- medicine docent +- medicine instructor +- lecturer of medicine +- medicine professor +- university medicine lecturer +- lecturer in medicine +- clinical lecturer +- university lecturer in medicine +- clinical lecturer in medicine +- instructor of medicine +- professor of medicine +- medicine teacher +- medicine lector +- lecturer in medical education +- university teacher of medicine +- higher education teacher of medicine diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..48f1134 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,164 @@ +# Competences — medicine lecturer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/0bf5d25a-2b4d-43b5-b053-beeb210fa43a). + +## Essential + +- **apply blended learning** (skill/competence) +- **apply intercultural teaching strategies** (skill/competence) +- **apply teaching strategies** (skill/competence) +- **assess students** (skill/competence) +- **assist students with equipment** (skill/competence) +- **communicate with a non-scientific audience** (skill/competence) +- **compile course material** (skill/competence) +- **conduct research on reproductive medicine** (skill/competence) +- **curriculum objectives** (knowledge) +- **demonstrate when teaching** (skill/competence) +- **develop course outline** (skill/competence) +- **give constructive feedback** (skill/competence) +- **guarantee students' safety** (skill/competence) +- **instructional strategies** (knowledge) +- **interact professionally in research and professional environments** (skill/competence) +- **liaise with educational staff** (skill/competence) +- **liaise with educational support staff** (skill/competence) +- **manage personal professional development** (skill/competence) +- **medical studies** (knowledge) +- **medical terminology** (knowledge) +- **medicines** (knowledge) +- **mentor individuals** (skill/competence) +- **monitor developments in field of expertise** (skill/competence) +- **perform classroom management** (skill/competence) +- **prepare lesson content** (skill/competence) +- **promote the participation of citizens in scientific and research activities** (skill/competence) +- **synthesise information** (skill/competence) +- **teach in academic or vocational contexts** (skill/competence) +- **teach medical science** (skill/competence) +- **think abstractly** (skill/competence) +- **write work-related reports** (skill/competence) + +## Optional + +- address side effects of menopause (skill/competence) +- allergology (knowledge) +- anaesthetics (knowledge) +- apply for research funding (skill/competence) +- apply research ethics and scientific integrity principles in research activities (skill/competence) +- assessment processes (knowledge) +- assist in the organisation of school events (skill/competence) +- assist students in their learning (skill/competence) +- assist students with their dissertation (skill/competence) +- biological chemistry (knowledge) +- biological haematology (knowledge) +- cardiology (knowledge) +- clinical biology (knowledge) +- conduct qualitative research (skill/competence) +- conduct quantitative research (skill/competence) +- conduct research across disciplines (skill/competence) +- conduct scholarly research (skill/competence) +- demonstrate disciplinary expertise (skill/competence) +- dermapathology (knowledge) +- dermatology (knowledge) +- dermato-venereology (knowledge) +- develop learning curriculum (skill/competence) +- develop professional network with researchers and scientists (skill/competence) +- diagnostic radiology (knowledge) +- discuss research proposals (skill/competence) +- disseminate results to the scientific community (skill/competence) +- draft scientific or academic papers and technical documentation (skill/competence) +- endocrinology (knowledge) +- establish collaborative relations (skill/competence) +- evaluate research activities (skill/competence) +- facilitate teamwork between students (skill/competence) +- forensic psychiatry (knowledge) +- funding methods (knowledge) +- gastroenterology (knowledge) +- general haematology (knowledge) +- general medicine (knowledge) +- general surgery (knowledge) +- geriatrics (knowledge) +- health care legislation (knowledge) +- hepatology (knowledge) +- human anatomy (knowledge) +- immunology (knowledge) +- increase the impact of science on policy and society (skill/competence) +- integrate gender dimension in research (skill/competence) +- interpret urology diagnostic tests (skill/competence) +- intracranial hypertension (knowledge) +- keep records of attendance (skill/competence) +- learning difficulties (knowledge) +- manage findable accessible interoperable and reusable data (skill/competence) +- manage intellectual property rights (skill/competence) +- manage open publications (skill/competence) +- manage research data (skill/competence) +- manage resources for educational purposes (skill/competence) +- medical statistics (knowledge) +- microbiology-bacteriology (knowledge) +- monitor educational developments (skill/competence) +- neurological surgery (knowledge) +- neurology (knowledge) +- neurophysiology (knowledge) +- neuropsychiatry (knowledge) +- obstetrics and gynaecology (knowledge) +- operate open source software (skill/competence) +- ophthalmology (knowledge) +- orthopaedics (knowledge) +- otorhinolaryngology (knowledge) +- paediatric surgery (knowledge) +- paediatrics (knowledge) +- participate in scientific colloquia (skill/competence) +- pathological anatomy (knowledge) +- perform project management (skill/competence) +- perform scientific research (skill/competence) +- pharmacology (knowledge) +- physiotherapy (knowledge) +- plastic surgery (knowledge) +- present reports (skill/competence) +- promote open innovation in research (skill/competence) +- promote the transfer of knowledge (skill/competence) +- provide career counselling (skill/competence) +- provide lesson materials (skill/competence) +- provide technical expertise (skill/competence) +- psychiatry (knowledge) +- publish academic research (skill/competence) +- radiology (knowledge) +- radiotherapy (knowledge) +- renal diseases (knowledge) +- rheumatology (knowledge) +- scientific research methodology (knowledge) +- serve on academic committee (skill/competence) +- speak different languages (skill/competence) +- stomatology (knowledge) +- supervise doctoral students (skill/competence) +- supervise educational staff (skill/competence) +- surgery (knowledge) +- thoracic surgery (knowledge) +- tropical medicine (knowledge) +- university procedures (knowledge) +- urogynaecology (knowledge) +- urology (knowledge) +- vascular surgery (knowledge) +- venereology (knowledge) +- work with virtual learning environments (skill/competence) +- write scientific publications (skill/competence) + + + +## Market evidence (job-ad analysis, 13 ads, as of 2026-07-17) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- teaching — **46 %** +- clinical care — **38 %** +- patient care — **31 %** +- research — **23 %** +- curriculum development — **15 %** + +### Responsibilities + +- medical student teaching — **23 %** +- resident teaching — **15 %** +- teaching — **15 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..4ae4922 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,69 @@ +# Tasks & work activities — medicine lecturer + +Source: O*NET 30.3, occupation 25-1072.00 (Nursing Instructors and Teachers, Postsecondary). + +## Task statements + +- **[Core]** Mentor junior and adjunct faculty members. +- **[Core]** Maintain a clinical practice. +- **[Core]** Initiate, facilitate, and moderate classroom discussions. +- **[Core]** Prepare and deliver lectures to undergraduate or graduate students on topics such as pharmacology, mental health nursing, and community health care practices. +- **[Core]** Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences. +- **[Core]** Prepare course materials, such as syllabi, homework assignments, and handouts. +- **[Core]** Supervise students' laboratory and clinical work. +- **[Core]** Evaluate and grade students' class work, laboratory and clinic work, assignments, and papers. +- **[Core]** Collaborate with colleagues to address teaching and research issues. +- **[Core]** Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction. +- **[Core]** Assess clinical education needs and patient and client teaching needs using a variety of methods. +- **[Core]** Compile, administer, and grade examinations, or assign this work to others. +- **[Core]** Advise students on academic and vocational curricula and on career issues. +- **[Core]** Maintain student attendance records, grades, and other required records. +- **[Core]** Maintain regularly scheduled office hours to advise and assist students. +- **[Core]** Participate in student recruitment, registration, and placement activities. +- **[Core]** Serve on academic or administrative committees that deal with institutional policies, departmental matters, and academic issues. +- **[Core]** Coordinate training programs with area universities, clinics, hospitals, health agencies, or vocational schools. +- **[Core]** Compile bibliographies of specialized materials for outside reading assignments. +- **[Core]** Select and obtain materials and supplies, such as textbooks and laboratory equipment. +- **[Core]** Participate in campus and community events. +- **[Core]** Demonstrate patient care in clinical units of hospitals. +- **[Supplemental]** Conduct faculty performance evaluations. +- **[Supplemental]** Supervise undergraduate or graduate teaching, internship, and research work. +- **[Supplemental]** Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media. +- **[Supplemental]** Write grant proposals to procure external research funding. +- **[Supplemental]** Act as advisers to student organizations. +- **[Supplemental]** Perform administrative duties, such as serving as department head. +- **[Supplemental]** Provide professional consulting services to government or industry. + +## Detailed work activities + +- Administer tests to assess educational needs or progress. +- Advise educators on curricula, instructional methods, or policies. +- Advise students on academic or career matters. +- Assess educational needs of students. +- Attend training sessions or professional meetings to develop or maintain professional knowledge. +- Collaborate with other agencies and institutions to coordinate educational matters. +- Compile specialized bibliographies or lists of materials. +- Develop instructional materials. +- Develop instructional objectives. +- Develop organizational methods or procedures. +- Direct department activities. +- Evaluate effectiveness of educational programs. +- Evaluate performance of educational staff. +- Evaluate student work. +- Guide class discussions. +- Maintain student records. +- Monitor performance of organizational members or partners. +- Order instructional or library materials or equipment. +- Perform student enrollment or registration activities. +- Plan community programs or activities for the general public. +- Prepare tests. +- Promote educational institutions or programs. +- Research topics in area of expertise. +- Select educational materials or equipment. +- Serve on institutional or departmental committees. +- Stay informed about current developments in field of specialization. +- Supervise laboratory work. +- Supervise student research or internship work. +- Teach physical science or mathematics courses at the college level. +- Write articles, books or other original materials in area of expertise. +- Write grant proposals. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..9d928bd --- /dev/null +++ b/references/tools.md @@ -0,0 +1,29 @@ +# Tools & technology — medicine lecturer + +Source: O*NET 30.3 'Software Skills' for 25-1072.00. + +| Software | Category | Hot technology | +|---|---|---| +| Microsoft Outlook | Electronic mail software | yes | +| MEDITECH software | Medical software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Google Docs | Word processing software | yes | +| Microsoft Word | Word processing software | yes | +| Blackboard Learn | Computer based training software | | +| Common Curriculum | Computer based training software | | +| Course management system software | Computer based training software | | +| Desire2Learn LMS software | Computer based training software | | +| Learning management system LMS | Computer based training software | | +| Moodle | Computer based training software | | +| Sakai CLE | Computer based training software | | +| Blackboard software | Data base user interface and query software | | +| Email software | Electronic mail software | | +| DOC Cop | Information retrieval or search software | | +| iParadigms Turnitin | Information retrieval or search software | | +| Web browser software | Internet browser software | | +| Interactive learning software | Multi-media educational software | | +| Image scanning software | Optical character reader OCR or scanning software | | +| Presentation graphics software | Presentation software | | +| Collaborative editing software | Word processing software | |