feat: higher-education-lecturer skill package v0.1.0

2026-08-14 17:10:24 +02:00
commit 1c63c8c354
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — higher-education-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 — higher-education-lecturer
+    "ESCO (occupation & competences)" : 78
+    "O*NET (tasks & tools)" : 77
+    "Job boards (market evidence)" : 61
+    "Anthropic official Claude skills" : 6
+    "External AI skill packs (mapped)" : 185
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 78 | 19.2 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 77 | 18.9 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 61 | 15.0 % | 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 | 1.5 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 185 | 45.5 % | 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 +1,50 @@
+---
+name: higher-education-lecturer
+description: "Occupational skill for the role 'higher education lecturer' (also: higher education senior lecturer, HE lecturer, higher education instructor, principal lecturer, teaching fellow, professor). Use when the user asks for typical higher education lecturer work such as: typical higher education lecturer responsibilities"
+---
+
+# Higher Education Lecturer
+
+Higher education lecturers instruct students who have obtained an upper secondary education diploma in their own specialised field of study, which is predominantly academic in nature. They may have job titles such as senior lecturer or professor. They work with their teaching and research assistants for the preparation of lectures and 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, publish their findings and liaise with their academic colleagues.
+
+## Core workflow
+
+
+## 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
+- assessment processes
+- assist students in their learning
+- communicate with a non-scientific audience
+- curriculum objectives
+- develop course outline
+- give constructive feedback
+- guarantee students' safety
+- interact professionally in research and professional environments
+- liaise with educational staff
+- liaise with educational support staff
+- manage personal professional development
+
+## Hot technologies
+
+- Google Docs
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Outlook
+- Microsoft PowerPoint
+- Microsoft Word
+- SAS
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/684fd8d5-9b40-4b02-a680-438f0082d923), O*NET 30.3 (25-1081.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,292 @@
+{
+  "name": "higher-education-lecturer",
+  "title": "higher education lecturer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/684fd8d5-9b40-4b02-a680-438f0082d923",
+    "esco_code": "2310.1",
+    "isco_group": "2310",
+    "onet_soc": "25-1081.00",
+    "crosswalk_match": "manual nearest via ISCO 2310 (Education Teachers, Postsecondary)"
+  },
+  "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": 0,
+    "dwas": 0,
+    "skills_essential": 25,
+    "skills_optional": 52,
+    "software": 0
+  },
+  "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
+      },
+      "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": 2
+      },
+      "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": 5
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 3
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 5
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 6
+      },
+      "FlorianBruniaux/claude-code-ultimate-guide": {
+        "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide",
+        "commit": "5395214",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 3
+      },
+      "bevibing/tutor-skills": {
+        "repo": "https://github.com/bevibing/tutor-skills",
+        "commit": "397110c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "RoundTable02/tutor-skills": {
+        "repo": "https://github.com/RoundTable02/tutor-skills",
+        "commit": "397110c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ViryaZheng/recomby-geo": {
+        "repo": "https://github.com/ViryaZheng/recomby-geo",
+        "commit": "530d5e2",
+        "license": "MIT",
+        "skills": 1
+      },
+      "luongnv89/claude-howto": {
+        "repo": "https://github.com/luongnv89/claude-howto",
+        "commit": "a645ffe",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 7
+      },
+      "Devin-AXIS/iPolloWork": {
+        "repo": "https://github.com/Devin-AXIS/iPolloWork",
+        "commit": "5107542",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "claude-world/director-mode-lite": {
+        "repo": "https://github.com/claude-world/director-mode-lite",
+        "commit": "9d0c333",
+        "license": "MIT",
+        "skills": 1
+      },
+      "AlpacaLabsLLC/skills-for-architects": {
+        "repo": "https://github.com/AlpacaLabsLLC/skills-for-architects",
+        "commit": "4476576",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 3
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 3
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "JasonColapietro/suede-creator-skills": {
+        "repo": "https://github.com/JasonColapietro/suede-creator-skills",
+        "commit": "0dc2aef",
+        "license": "MIT",
+        "skills": 1
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 2
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ThinkInAIXYZ/deepchat": {
+        "repo": "https://github.com/ThinkInAIXYZ/deepchat",
+        "commit": "f275c92",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 2
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "staruhub/ClaudeSkills": {
+        "repo": "https://github.com/staruhub/ClaudeSkills",
+        "commit": "3d4045d",
+        "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
+      },
+      "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
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 77,
+      "adjacent": 3
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 78,
+      "onet": 77,
+      "jobads": 61,
+      "wiki_ai": 0,
+      "anthropic": 6,
+      "ai_skills": 185,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 19.2,
+      "onet": 18.9,
+      "jobads": 15.0,
+      "wiki_ai": 0.0,
+      "anthropic": 1.5,
+      "ai_skills": 45.5,
+      "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 +1,394 @@
+# External AI agent skills — higher-education-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 |
+|---|---|---|---|
+| `lms-configuration-administration` | core | Configure learning management system settings, user roles, course templates, gradebooks, and third-party integrations | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/education/skills/lms-configuration-administration) |
+| `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) |
+| `lms-admin` | core | Configure and manage Learning Management System operations including courses, enrollments, compliance training, and learning analytics | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/human-resources/skills/lms-admin) |
+| `growing-outside-in-systems` | core | Drive feature development using Outside-In TDD with Hexagonal Architecture. Design emerges through inline code, in-memory fakes, interface extraction, and deferred I/O. Use when building features, writing tests, or structuring backend … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/backend-development/skills/growing-outside-in-systems) |
+| `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) |
+
+## 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) |
+
+## 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: 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 |
+|---|---|---|---|
+| `founder-coach` | core | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) |
+
+## 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: bevibing/tutor-skills
+
+- Repository: [https://github.com/bevibing/tutor-skills](https://github.com/bevibing/tutor-skills) (commit `397110c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `tutor` | core | Interactive quiz tutor for Obsidian StudyVault learning. Use when the user wants to: (1) Take a diagnostic assessment of their knowledge, (2) Study or review specific sections/topics, (3) Drill weak areas identified in previous sessions, … | [source](https://github.com/bevibing/tutor-skills/tree/397110c/skills/tutor) |
+
+## 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) |
+| `post-acceptance` | core | This skill should be used when the user asks to "prepare conference presentation", "create presentation slides", "design poster", "make academic poster", "write promotion content", "create Twitter thread", or mentions post-acceptance … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/post-acceptance) |
+| `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) |
+| `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) |
+| `curriculum-design-guide` | core | Systematic approaches to curriculum design using backward design and alignment | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/education/curriculum-design-guide) |
+| `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) |
+| `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) |
+
+## 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: 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 |
+|---|---|---|---|
+| `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) |
+| `moodle-external-api-development` | core | Create custom external web service APIs for Moodle LMS. Use when implementing web services for course management, user tracking, quiz operations, or custom plugin functionality. Covers parameter validation, database operations, error … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/moodle-external-api-development) |
+| `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) |
+| `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) |
+| `code-review-excellence` | core | Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systematic analysis, and collaborative improvement. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/code-review-excellence) |
+
+## 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) |
+
+## 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) |
+| `self-assessment` | core | Interactive skill assessment with personalized learning path generation | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/.agents/skills/self-assessment) |
+| `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 |
+|---|---|---|---|
+| `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) |
+
+## Source: giuseppe-trisciuoglio/developer-kit
+
+- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `prompt-engineering` | core | Provides workflows to write, debug, and optimize prompts for LLMs, including few-shot example selection, chain-of-thought structuring, system prompt design, and template composition. Use when the user asks to write or improve a prompt, … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-ai/skills/prompt-engineering) |
+| `memory-md-management` | core | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) |
+
+## Source: JasonColapietro/suede-creator-skills
+
+- Repository: [https://github.com/JasonColapietro/suede-creator-skills](https://github.com/JasonColapietro/suede-creator-skills) (commit `0dc2aef`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `suede-offers` | core | Suede-affiliated offer design for value framing, bonuses, guarantees, risk reversal, honest scarcity, naming, and payment structure. Use when the user is building or diagnosing a service, course, coaching, information-product, agency, or … | [source](https://github.com/JasonColapietro/suede-creator-skills/tree/0dc2aef/skills/suede-offers) |
+
+## 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 |
+|---|---|---|---|
+| `speak-data-handling` | core | Handle student audio data, assessment records, and learning progress with GDPR/COPPA compliance. Use when implementing data handling, or managing Speak language learning platform operations. Trigger with phrases like "speak data handling", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-data-handling) |
+| `speak-enterprise-rbac` | core | Configure Speak for schools and organizations: SSO, teacher/student roles, class management, and usage reporting. Use when implementing enterprise rbac, or managing Speak language learning platform operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-enterprise-rbac) |
+| `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) |
+| `navigating-github` | core | First-time GitHub setup and interactive git learning. Walks users from\n\ zero to a working GitHub repo, then teaches git through 9 hands-on\nlessons on their\ \ actual project. Adapts language and depth to skill\nlevel \u2014 inferred … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/navigating-github/skills/navigating-github) |
+| `windsurf-cascade-context` | core | Manage Cascade context window and memory for complex projects. Activate when users mention "cascade context", "ai memory", "context management", "large codebase navigation", or "multi-session development". Handles context optimization and … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/skill-databases/windsurf/skills/windsurf-cascade-context) |
+| `assemblyai-core-workflow-a` | core | Execute AssemblyAI primary workflow: async transcription with audio intelligence. Use when transcribing audio/video files, enabling speaker diarization, sentiment analysis, entity detection, PII redaction, or content moderation. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/assemblyai-pack/skills/assemblyai-core-workflow-a) |
+
+## Source: K-Dense-AI/claude-scientific-skills
+
+- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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) |
+| `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-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) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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-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) |
+
+## Source: luongnv89/claude-howto
+
+- Repository: [https://github.com/luongnv89/claude-howto](https://github.com/luongnv89/claude-howto) (commit `a645ffe`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `self-assessment` | core | Comprehensive Claude Code self-assessment and learning path advisor. Runs a multi-category quiz covering 10 feature areas, produces a detailed skill profile with per-topic scores, identifies specific gaps, and generates a personalized … | [source](https://github.com/luongnv89/claude-howto/tree/a645ffe/.claude/skills/self-assessment) |
+
+## 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: 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 |
+|---|---|---|---|
+| `digital-brain` | core | This skill should be used for personal operating-system workflows: content creation, voice consistency, relationship lookup, meeting preparation, weekly review, goal tracking, personal brand management, and network management. | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/examples/digital-brain-skill) |
+
+## 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 |
+|---|---|---|---|
+| `deck-open-slide-canvas` | core | Open Design's architecture review: the local daemon + agent-runtime design, the tradeoffs, and the decision to lock. Built as a decision-grade product management deck for staff eng, tech leads, security. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/deck-open-slide-canvas) |
+| `hps-bauhaus` | core | A visual-design fundamentals course for new brand designers — grid, type, color, and the exercises that build the eye. Built as a decision-grade professional training deck for junior designers, new hires. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/hps-bauhaus) |
+| `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) |
+| `hps-true-blueprint` | core | Open Design's engineering blueprint: how the sandbox, sidecar, and daemon fit — the system diagram and the invariants. Built as a decision-grade product management deck for engineering org. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/hps-true-blueprint) |
+| `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) |
+| `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) |
+| `motion-frames` | core | A single-frame motion-design composition with looping CSS animations — rotating type ring, animated globe, ticking timer, parallax labels. Renders as a hero video poster you can hand straight to HyperFrames or any keyframe-based exporter. … | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/motion-frames) |
+
+## 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: 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 |
+|---|---|---|---|
+| `syllabus` | core | Build or restructure a course syllabus from a topic list or reading list — course description + prerequisites, week-by-week schedule (topic → readings → deliverables), measurable learning objectives, an assessment scheme + rubric, standard … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/syllabus) |
+| `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) |
+| `quiz-and-assessment-design` | core | Designing quizzes, personality assessments, and recommendation tools that segment users into actionable categories rather than generating clicks for clicks' sake. Question architecture, scoring algorithms, result categorization, … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/quiz-and-assessment-design) |
+
+## Source: RoundTable02/tutor-skills
+
+- Repository: [https://github.com/RoundTable02/tutor-skills](https://github.com/RoundTable02/tutor-skills) (commit `397110c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `tutor` | core | Interactive quiz tutor for Obsidian StudyVault learning. Use when the user wants to: (1) Take a diagnostic assessment of their knowledge, (2) Study or review specific sections/topics, (3) Drill weak areas identified in previous sessions, … | [source](https://github.com/RoundTable02/tutor-skills/tree/397110c/skills/tutor) |
+
+## 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 |
+|---|---|---|---|
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) |
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) |
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
+
+## Source: samber/cc-skills-golang
+
+- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `golang-security` | core | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) |
+
+## Source: 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: ThinkInAIXYZ/deepchat
+
+- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | Guide the agent to recall, remember, and route durable learning into Memory, Skills, Scheduled Tasks, or Tape. | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/memory-management) |
+
+## Source: 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) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,114 @@
+# Market evidence report — higher-education-lecturer
+
+Source: **37 real job ads** (JSearch API, countries: us 37), extracted into the MSSQL evidence store; as of 2026-07-12.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| n/a | 23 | 62 % |
+| mid | 12 | 32 % |
+| junior | 2 | 5 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | teaching | 25 | 68 % |
+| 2 | curriculum development | 14 | 38 % |
+| 3 | research | 4 | 11 % |
+| 4 | student advising | 3 | 8 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | course instruction | 10 | 27 % |
+| 2 | course teaching | 6 | 16 % |
+| 3 | course delivery | 4 | 11 % |
+| 4 | curriculum development | 4 | 11 % |
+| 5 | student mentoring | 4 | 11 % |
+| 6 | teaching | 4 | 11 % |
+| 7 | student advising | 3 | 8 % |
+| 8 | undergraduate course teaching | 3 | 8 % |
+
+## Regional breakdown
+
+> **Corpus note:** 37 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+37 ads.
+
+**Top hard skills:**
+
+- teaching — 68 % (25 ads)
+- curriculum development — 38 % (14 ads)
+- research — 11 % (4 ads)
+- student advising — 8 % (3 ads)
+- assessment development — 5 % (2 ads)
+- composition — 5 % (2 ads)
+- course development — 5 % (2 ads)
+- critical thinking — 5 % (2 ads)
+- curriculum design — 5 % (2 ads)
+- mathematics — 5 % (2 ads)
+
+**Top tools:**
+
+- Blackboard — 5 % (2 ads)
+- Canvas — 5 % (2 ads)
+
+**Seniority:** n/a 62 % · mid 32 % · junior 5 %
+
+### 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 |
+|---|---|
+| Lecturer | 6 |
+| Lecturer in English | 2 |
+| Adjunct Lecturer English Department | 1 |
+| Adjunct Lecturer or Adjunct Assistant Professor – Health Information Management (HIM) | 1 |
+| Adjunct Lecturer, Chemistry | 1 |
+| Assistant/Associate Professor Mathematics | 1 |
+| Audio Production Lecturer & Campus Radio Mentor | 1 |
+| EDHS Counselor Education Lecturer (Faculty Wage) | 1 |
+| EDLF Lecturer (Faculty Wage) | 1 |
+| Global Environmental Policy: Part-Time Lecturer | 1 |
+| Lecturer - BAE | 1 |
+| Lecturer - Education Focused (Randwick Clinical Campus) | 1 |
+| Lecturer / Senior Lecturer, Phase 2 Coordinator, Rural | 1 |
+| Lecturer Composition, Critical Reading &Writing &Public Speaking | 1 |
+| Lecturer Faculty Grant Funded Post-Baccalaureate Program | 1 |
+| Lecturer II, Assistant / Associate Professor Nursing (Non-Tenure Track or Tenure Track) All Specialties Considered | 1 |
+| Lecturer in Interdisciplinary Studies | 1 |
+| Lecturer in Statistics | 1 |
+| Lecturer in Veterinary Nursing (9-Month Faculty, Full-Time, Onsite) | 1 |
+| Lecturer or Assistant Teaching Professor of Human Development and Family Studies | 1 |
+| Lecturer/ Senior Lecturer in Robotics and Computer Science | 1 |
+| Lecturer/Senior Lecturer (Teaching) in Medical Education and Assessment | 1 |
+| Part-Time Lecturer - Project Management (Arlington) | 1 |
+| Performance Lecturer | 1 |
+| Philosophy Lecturer & Preceptor On-Campus, Ethics | 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 +1,27 @@
+# Occupation profile — higher education lecturer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/684fd8d5-9b40-4b02-a680-438f0082d923
+- **ESCO code:** 2310.1
+- **ISCO-08 group:** 2310 — University and higher education teachers
+
+## Description (ESCO)
+
+Higher education lecturers instruct students who have obtained an upper secondary education diploma in their own specialised field of study, which is predominantly academic in nature. They may have job titles such as senior lecturer or professor. They work with their teaching and research assistants for the preparation of lectures and 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, publish their findings and liaise with their academic colleagues.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- higher education senior lecturer
+- HE lecturer
+- higher education instructor
+- principal lecturer
+- teaching fellow
+- professor
+- university reader
+- research lecturer
+- university professor
+- reader
+- university lecturer
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,103 @@
+# Competences — higher education lecturer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/684fd8d5-9b40-4b02-a680-438f0082d923).
+
+## Essential
+
+- **apply blended learning** (skill/competence)
+- **apply intercultural teaching strategies** (skill/competence)
+- **apply teaching strategies** (skill/competence)
+- **assess students** (skill/competence)
+- **assessment processes** (knowledge)
+- **assist students in their learning** (skill/competence)
+- **communicate with a non-scientific audience** (skill/competence)
+- **curriculum objectives** (knowledge)
+- **develop course outline** (skill/competence)
+- **give constructive feedback** (skill/competence)
+- **guarantee students' safety** (skill/competence)
+- **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)
+- **mentor individuals** (skill/competence)
+- **perform classroom management** (skill/competence)
+- **prepare lesson content** (skill/competence)
+- **promote the participation of citizens in scientific and research activities** (skill/competence)
+- **research design** (knowledge)
+- **synthesise information** (skill/competence)
+- **teach in academic or vocational contexts** (skill/competence)
+- **think abstractly** (skill/competence)
+- **university procedures** (knowledge)
+- **write work-related reports** (skill/competence)
+
+## Optional
+
+- administer exams (skill/competence)
+- Ancient Greek (knowledge)
+- apply for research funding (skill/competence)
+- apply research ethics and scientific integrity principles in research activities (skill/competence)
+- assist in the organisation of school events (skill/competence)
+- assist students with their dissertation (skill/competence)
+- conduct research across disciplines (skill/competence)
+- conduct scholarly research (skill/competence)
+- demonstrate disciplinary expertise (skill/competence)
+- develop professional network with researchers and scientists (skill/competence)
+- discuss research proposals (skill/competence)
+- disseminate results to the scientific community (skill/competence)
+- draft scientific or academic papers and technical documentation (skill/competence)
+- establish collaborative relations (skill/competence)
+- evaluate research activities (skill/competence)
+- facilitate teamwork between students (skill/competence)
+- funding methods (knowledge)
+- increase the impact of science on policy and society (skill/competence)
+- integrate gender dimension in research (skill/competence)
+- keep records of attendance (skill/competence)
+- laboratory techniques (knowledge)
+- Latin (knowledge)
+- 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)
+- monitor educational developments (skill/competence)
+- operate open source software (skill/competence)
+- participate in scientific colloquia (skill/competence)
+- perform laboratory investigations (skill/competence)
+- perform laboratory tests (skill/competence)
+- perform project management (skill/competence)
+- perform scientific research (skill/competence)
+- 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)
+- publish academic research (skill/competence)
+- Sanskrit (knowledge)
+- scientific research methodology (knowledge)
+- serve on academic committee (skill/competence)
+- speak different languages (skill/competence)
+- supervise doctoral students (skill/competence)
+- supervise educational staff (skill/competence)
+- supervise laboratory operations (skill/competence)
+- teach medical laboratory technology principles (skill/competence)
+- work with virtual learning environments (skill/competence)
+- write scientific publications (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 37 ads, as of 2026-07-12)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- teaching — **68 %**
+- curriculum development — **38 %**
+
+### Responsibilities
+
+- course instruction — **27 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,61 @@
+# Tasks & work activities — higher education lecturer
+
+Source: O*NET 30.3, occupation 25-1081.00 (Education Teachers, Postsecondary) — manual nearest-occupation mapping via ISCO group 2310; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Supplemental]** Serve as a liaison between the university and other governmental and educational agencies.
+- **[Core]** Prepare course materials, such as syllabi, homework assignments, and handouts.
+- **[Core]** Prepare and deliver lectures to undergraduate or graduate students on topics such as children's literature, learning and development, and reading instruction.
+- **[Core]** Initiate, facilitate, and moderate classroom discussions.
+- **[Core]** Evaluate and grade students' class work, assignments, and papers.
+- **[Core]** Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction.
+- **[Core]** Supervise students' fieldwork, internship, and research work.
+- **[Core]** Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.
+- **[Core]** Advise students on academic and vocational curricula and on career issues.
+- **[Core]** Maintain regularly scheduled office hours to advise and assist students.
+- **[Core]** Maintain student attendance records, grades, and other required records.
+- **[Core]** Collaborate with colleagues to address teaching and research issues.
+- **[Core]** Compile, administer, and grade examinations, or assign this work to others.
+- **[Core]** Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.
+- **[Core]** Select and obtain materials and supplies, such as textbooks.
+- **[Core]** Participate in student recruitment, registration, and placement activities.
+- **[Supplemental]** Advise and instruct teachers employed in school systems by providing activities, such as in-service seminars.
+- **[Core]** Serve on academic or administrative committees that deal with institutional policies, departmental matters, and academic issues.
+- **[Supplemental]** Compile bibliographies of specialized materials for outside reading assignments.
+- **[Core]** Write grant proposals to procure external research funding.
+- **[Supplemental]** Participate in campus and community events.
+- **[Core]** Perform administrative duties, such as serving as department head.
+- **[Supplemental]** Act as advisers to student organizations.
+- **[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.
+- 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.
+- Direct department activities.
+- Evaluate effectiveness of educational programs.
+- Evaluate student work.
+- Guide class discussions.
+- Instruct college students in social sciences or humanities disciplines.
+- Maintain student records.
+- 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 student research or internship work.
+- Teach classes in area of specialization.
+- Train staff members.
+- Write articles, books or other original materials in area of expertise.
+- Write grant proposals.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,30 @@
+# Tools & technology — higher education lecturer
+
+Source: O*NET 30.3, occupation 25-1081.00 (Education Teachers, Postsecondary) — manual nearest-occupation mapping via ISCO group 2310; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Google Docs | Word processing software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Word | Word processing software | yes |
+| SAS | Analytical or scientific software | yes |
+| Blackboard Learn | Computer based training software |  |
+| Blackboard software | Data base user interface and query software |  |
+| Collaborative editing software | Word processing software |  |
+| Course management system software | Computer based training software |  |
+| Desire2Learn LMS software | Computer based training software |  |
+| Desmos | Analytical or scientific software |  |
+| DOC Cop | Information retrieval or search software |  |
+| Editing software | Word processing software |  |
+| Email software | Electronic mail software |  |
+| Geogebra | Analytical or scientific software |  |
+| Image scanning software | Optical character reader OCR or scanning software |  |
+| iParadigms Turnitin | Information retrieval or search software |  |
+| Learning management system LMS | Computer based training software |  |
+| Padlet | Computer based training software |  |
+| Sakai CLE | Computer based training software |  |
+| VoiceThread | Computer based training software |  |
+| Web browser software | Internet browser software |  |