commit 59555d02a76a6427d890cd746117f7e852b0c035 Author: skillfactor-pipeline Date: Fri Aug 14 16:36:04 2026 +0200 feat: university-department-head skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..66259c3 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — university-department-head + +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 — university-department-head + "ESCO (occupation & competences)" : 42 + "O*NET (tasks & tools)" : 129 + "Job boards (market evidence)" : 130 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 186 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 42 | 8.5 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 129 | 26.2 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 130 | 26.4 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 5 | 1.0 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 186 | 37.8 % | 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..6884fb3 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,53 @@ +--- +name: university-department-head +description: "Occupational skill for the role 'university department head' (also: head of university department, head of department in a university, university head of department, university department director, head of academic department, academic head of department). Use when the user asks for typical university department head work such as: typical university department head responsibilities" +--- + +# University Department Head + +University department heads lead and manage the department of their discipline in which they are academic leaders and work with the faculty dean and other heads of department to deliver the agreed faculty and university strategic objectives. They develop and support academic leadership in their department, and lead entrepreneurial activity for income-generating purposes as they promote the reputation and interests of their department within the university and to a wider community in their field. + +## 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) + +- advise on lesson plans +- advise on teaching methods +- assess employees' capability levels +- assess students +- assessment processes +- assist in the organisation of school events +- cooperate with education professionals +- curriculum objectives +- curriculum standards +- guarantee students' safety +- identify process improvements +- lead inspections +- learning difficulties +- manage university department +- present reports + +## Hot technologies + +- Apache Cassandra +- IBM SPSS Statistics +- Microsoft Access +- Microsoft Excel +- Microsoft Office software +- Microsoft Outlook +- Microsoft PowerPoint +- Microsoft SharePoint +- Microsoft Word +- SAS + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/34852729-a2f6-4063-aa90-18b3d16754f7), O*NET 30.3 (11-9032.00, manual nearest match). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..8b44e72 --- /dev/null +++ b/manifest.json @@ -0,0 +1,292 @@ +{ + "name": "university-department-head", + "title": "university department head", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/34852729-a2f6-4063-aa90-18b3d16754f7", + "esco_code": "1345.1.10", + "isco_group": "1345", + "onet_soc": "11-9032.00", + "crosswalk_match": "manual nearest via ISCO 1345 (Education Administrators, Kindergarten through Secondary)" + }, + "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": 22, + "skills_optional": 19, + "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": 2 + }, + "wshobson/agents": { + "repo": "https://github.com/wshobson/agents", + "commit": "6fd3247", + "license": "MIT (c) Seth Hobson", + "skills": 1 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 3 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 7 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 5 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 2 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 1 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 2 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 7 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 11 + }, + "aaron-he-zhu/aaron-marketing-skills": { + "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills", + "commit": "b7b0b9f", + "license": "Apache-2.0", + "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 + }, + "jezweb/claude-skills": { + "repo": "https://github.com/jezweb/claude-skills", + "commit": "e875a6b", + "license": "MIT", + "skills": 1 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 4 + }, + "indranilbanerjee/digital-marketing-pro": { + "repo": "https://github.com/indranilbanerjee/digital-marketing-pro", + "commit": "a3d119c", + "license": "MIT", + "skills": 1 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 1 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 1 + }, + "giuseppe-trisciuoglio/developer-kit": { + "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit", + "commit": "306f428", + "license": "MIT", + "skills": 1 + }, + "ruvnet/claude-code-flow": { + "repo": "https://github.com/ruvnet/claude-code-flow", + "commit": "73914bd", + "license": "MIT", + "skills": 5 + }, + "ruvnet/ruflo": { + "repo": "https://github.com/ruvnet/ruflo", + "commit": "73914bd", + "license": "MIT", + "skills": 4 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "skills": 1 + }, + "samber/cc-skills-golang": { + "repo": "https://github.com/samber/cc-skills-golang", + "commit": "4881c01", + "license": "MIT", + "skills": 1 + }, + "ThinkInAIXYZ/deepchat": { + "repo": "https://github.com/ThinkInAIXYZ/deepchat", + "commit": "f275c92", + "license": "Apache-2.0", + "skills": 1 + }, + "Chachamaru127/claude-code-harness": { + "repo": "https://github.com/Chachamaru127/claude-code-harness", + "commit": "9851b1a", + "license": "custom (see upstream LICENSE)", + "skills": 2 + }, + "vibeeval/vibecosystem": { + "repo": "https://github.com/vibeeval/vibecosystem", + "commit": "cea9462", + "license": "MIT", + "skills": 1 + }, + "microsoft/skills": { + "repo": "https://github.com/microsoft/skills", + "commit": "dc543aa", + "license": "MIT", + "skills": 1 + }, + "Orchestra-Research/AI-research-SKILLs": { + "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 1 + }, + "zechenzhangAGI/AI-research-SKILLs": { + "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 1 + }, + "basicmachines-co/basic-memory": { + "repo": "https://github.com/basicmachines-co/basic-memory", + "commit": "53da71c", + "license": "custom (see upstream LICENSE)", + "skills": 2 + }, + "alinaqi/claude-bootstrap": { + "repo": "https://github.com/alinaqi/claude-bootstrap", + "commit": "f61ec87", + "license": "MIT", + "skills": 1 + }, + "nexscope-ai/eCommerce-Skills": { + "repo": "https://github.com/nexscope-ai/eCommerce-Skills", + "commit": "56f3288", + "license": "MIT", + "skills": 1 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 1 + }, + "rampstackco/claude-skills": { + "repo": "https://github.com/rampstackco/claude-skills", + "commit": "bc6d961", + "license": "MIT", + "skills": 1 + }, + "redis/agent-skills": { + "repo": "https://github.com/redis/agent-skills", + "commit": "23e10ae", + "license": "MIT", + "skills": 1 + }, + "harperreed/dotfiles": { + "repo": "https://github.com/harperreed/dotfiles", + "commit": "6b5ced1", + "license": "MIT", + "skills": 1 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 1 + }, + "nicobailon/visual-explainer": { + "repo": "https://github.com/nicobailon/visual-explainer", + "commit": "528b71f", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 20, + "adjacent": 60 + } + }, + "provenance": { + "items": { + "esco": 42, + "onet": 129, + "jobads": 130, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 186, + "stackx": 0 + }, + "share_percent": { + "esco": 8.5, + "onet": 26.2, + "jobads": 26.4, + "wiki_ai": 0.0, + "anthropic": 1.0, + "ai_skills": 37.8, + "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..7d3ab59 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,394 @@ +# External AI agent skills — university-department-head + +Proven, publicly available AI agent skills mapped to this occupation. +Nothing is copied from the sources: every entry is a name, a one-line +summary and a link to the upstream skill package. Each section names +its source repository, commit, license and retrieval date. + +**Tiers:** `core` = the skill directly exercises a top market hard +skill, tool or method (from gated job-ad evidence) or an essential +ESCO competence of this occupation; `adjacent` = +plausibly useful, secondary. Entries are capped at 12 per source +and 80 in total per occupation (core first, +strongest matches survive); everything beyond the caps is excluded +and logged in the pipeline audit trail, not in this package. + +_Matched deterministically (ISCO group + title/competence keywords, +tiered against market evidence + ESCO essentials) by +`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._ + +## Source: anthropics/skills + +- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14) +- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) | +| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) | + +## Source: wshobson/agents + +- Repository: [https://github.com/wshobson/agents](https://github.com/wshobson/agents) (commit `6fd3247`, retrieved 2026-07-14) +- License: MIT (c) Seth Hobson + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `team-collaboration-dx-optimizer (agent)` | adjacent | Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed. | [source](https://github.com/wshobson/agents/tree/main/plugins/team-collaboration/agents/dx-optimizer.md) | + +## Source: a5c-ai/babysitter + +- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `context-engineering` | core | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) | +| `translation-management` | adjacent | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) | +| `memory-summarization` | adjacent | Conversation summarization for memory compression and context management | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ai-agents-conversational/skills/memory-summarization) | +| `unity-addressables` | adjacent | Unity Addressables asset management skill for remote catalogs, content updates, asset bundles, and memory-efficient asset loading. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/unity-addressables) | +| `vector-memory` | adjacent | HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/ruflo/skills/vector-memory) | +| `growing-outside-in-systems` | adjacent | 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) | +| `vulkan-compute` | adjacent | Vulkan compute shader development and pipeline configuration. Generate GLSL/HLSL compute shaders, compile to SPIR-V, configure compute pipelines, manage descriptor sets and resource bindings, implement memory barriers and synchronization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/vulkan-compute) | + +## Source: aaron-he-zhu/aaron-marketing-skills + +- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) | + +## Source: affaan-m/everything-claude-code + +- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `investor-materials` | core | Create and update pitch decks, one-pagers, investor memos, accelerator applications, financial models, and fundraising materials. Use when the user needs investor-facing documents, projections, use-of-funds tables, milestone plans, or … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/investor-materials) | +| `agentic-os` | adjacent | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) | +| `knowledge-ops` | adjacent | Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos). Use when the user wants to save, organize, sync, deduplicate, or search across their knowledge … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/knowledge-ops) | +| `marketing-campaign` | adjacent | End-to-end marketing campaign planning and execution. Covers audience research, positioning, campaign angle definition, landing page copy, email sequences, social posts, ad copy, short-form video scripts, and content calendars. Use as the … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/marketing-campaign) | + +## Source: alinaqi/claude-bootstrap + +- Repository: [https://github.com/alinaqi/claude-bootstrap](https://github.com/alinaqi/claude-bootstrap) (commit `f61ec87`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `session-management` | adjacent | Context preservation, tiered summarization, resumability | [source](https://github.com/alinaqi/claude-bootstrap/tree/f61ec87/skills/session-management) | + +## Source: alirezarezvani/claude-skills + +- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ceo-advisor` | core | Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/ceo-advisor) | +| `founder-coach` | adjacent | 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) | +| `compliance-readiness` | adjacent | /cs:compliance-readiness — Multi-framework compliance officer 6-question forcing interrogation of any compliance program. Use before starting a new framework, planning the annual audit calendar, or preparing for certification … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/compliance-os/skills/compliance-readiness) | + +## Source: basicmachines-co/basic-memory + +- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-schema` | adjacent | Schema lifecycle management for Basic Memory: discover unschemaed notes, infer schemas, create and edit schema definitions, validate notes, and detect drift. Use when working with structured note types (Task, Person, Meeting, etc.) to … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-schema) | +| `memory-tasks` | adjacent | Task management via Basic Memory schemas: create, track, and resume structured tasks that survive context compaction. Uses BM's schema system for uniform notes queryable through the knowledge graph. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-tasks) | + +## Source: brycewang-stanford/Auto-Empirical-Research-Skills + +- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14) +- License: CC-BY-4.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) | +| `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) | +| `latex-document` | adjacent | Universal LaTeX document skill: create, compile, and convert any document to professional PDF with PNG previews. Supports resumes, reports, cover letters, invoices, academic papers, theses/dissertations, academic CVs, presentations … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/08-ndpvt-web-latex-document-skill) | +| `paper-summary` | adjacent | 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) | +| `system-profile` | adjacent | Profile a target (script, process, GPU, memory, interconnect) using external tools and code instrumentation. Produces structured performance reports with actionable recommendations. Use when user says "profile", "benchmark", "bottleneck", … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/system-profile) | + +## Source: Chachamaru127/claude-code-harness + +- Repository: [https://github.com/Chachamaru127/claude-code-harness](https://github.com/Chachamaru127/claude-code-harness) (commit `9851b1a`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `harness-plan-brief` | adjacent | Generate a Plan Brief HTML for non-engineer vibecoders before implementation starts. Searches harness-mem (project-only) for relevant past decisions, patterns, and Plans archive entries, then renders a single-file HTML artifact summarizing … | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-plan-brief) | +| `harness-setup` | adjacent | HAR: Project init, tool setup, agent config, memory setup, skill mirror sync. Trigger: setup, init, new project, CI/Codex setup, harness-mem, mirror. Do NOT load for: implementation, review, release, planning. | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-setup) | + +## Source: davepoon/buildwithclaude + +- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `google-calendar-automation` | adjacent | Automate Google Calendar events, scheduling, availability checks, and attendee management via Rube MCP (Composio). Create events, find free slots, manage attendees, and list calendars programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/google-calendar-automation) | + +## Source: davila7/claude-code-templates + +- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/treatment-plans) | +| `it-operations` | adjacent | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) | +| `c-pro` | adjacent | Write efficient C code with proper memory management, pointer | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/c-pro) | +| `agent-memory-mcp` | adjacent | A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-mcp) | +| `context-window-management` | adjacent | Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long context. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/context-window-management) | +| `langchain` | adjacent | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agents-langchain) | +| `latex-posters` | adjacent | 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) | + +## 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) | + +## Source: giuseppe-trisciuoglio/developer-kit + +- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-md-management` | adjacent | 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: harperreed/dotfiles + +- Repository: [https://github.com/harperreed/dotfiles](https://github.com/harperreed/dotfiles) (commit `6b5ced1`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `swiftui-performance-audit` | adjacent | Audit and improve SwiftUI runtime performance from code review and architecture. Use for requests to diagnose slow rendering, janky scrolling, high CPU/memory usage, excessive view updates, or layout thrash in SwiftUI apps, and to provide … | [source](https://github.com/harperreed/dotfiles/tree/6b5ced1/.claude/skills/swiftui-performance-audit) | + +## Source: indranilbanerjee/digital-marketing-pro + +- Repository: [https://github.com/indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro) (commit `a3d119c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `qbr-plan` | core | Prepare a Quarterly Business Review. Use when: building QBR presentations, client performance reviews, or strategy updates. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/qbr-plan) | + +## 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 | +|---|---|---|---| +| `apify-cost-tuning` | core | Optimize Apify platform costs through memory tuning, compute unit management, and proxy budgeting. Use when analyzing Apify billing, reducing Actor run costs, or implementing usage monitoring and budget alerts. Trigger: "apify cost", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-cost-tuning) | +| `crest-narrative` | core | Strategic narrative — write a standalone strategy memo that frames product direction, bets, and rationale for a planning horizon. Use when asked to "write a strategy doc", "product vision", "strategic narrative", "company strategy memo", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/crest-narrative) | +| `hyperflow-status` | core | Hyperflow project status. Use to see current hyperflow state — "what is hyperflow doing", "show task progress", "where are we". Read-only — reports in-flight tasks, memory count, and progress. Never modifies state or runs work. | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/hyperflow/templates/antigravity/skills/hyperflow-status) | +| `finta-install-auth` | core | Set up Finta fundraising CRM account and configure integrations. Use when onboarding to Finta, connecting email/calendar, or configuring investor pipeline automation. Trigger with phrases like "install finta", "setup finta", "finta … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/finta-pack/skills/finta-install-auth) | +| `finta-sdk-patterns` | core | Integration patterns for Finta fundraising CRM with email and calendar APIs. Use when building automated investor outreach, syncing data from Finta exports, or creating custom fundraising dashboards. Trigger with phrases like "finta … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/finta-pack/skills/finta-sdk-patterns) | +| `windsurf-cascade-context` | adjacent | 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) | +| `cursor-context-management` | adjacent | Optimize context window usage in Cursor with @-mentions, context pills, and conversation strategy. Triggers on "cursor context", "context window", "context limit", "cursor memory", "context management", "@-mentions", "context pills". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/cursor-pack/skills/cursor-context-management) | +| `evernote-core-workflow-a` | adjacent | Execute Evernote primary workflow: Note Creation and Management. Use when creating notes, organizing content, managing notebooks, or implementing note-taking features. Trigger with phrases like "create evernote note", "evernote note … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/evernote-pack/skills/evernote-core-workflow-a) | +| `memory-kit` | adjacent | Persistent context management for Claude Code sessions. Save, load, update, share, and audit session memory via MEMORY.md. Prevents context loss on compaction or session restart. Use when starting a session, before compaction, syncing … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/claude-memory-kit/skills/memory-kit) | +| `notion-load-scale` | adjacent | High-volume Notion operations: parallel requests within 3 req/sec, worker queues, database pagination at scale, incremental sync for large workspaces, and memory management for bulk operations. Trigger with phrases like "notion scale", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/notion-pack/skills/notion-load-scale) | +| `twinmind-data-handling` | adjacent | Handle TwinMind meeting data with GDPR compliance: transcript storage, memory vault management, data export, and deletion policies. Use when implementing data handling, or managing TwinMind meeting AI operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-data-handling) | + +## Source: jezweb/claude-skills + +- Repository: [https://github.com/jezweb/claude-skills](https://github.com/jezweb/claude-skills) (commit `e875a6b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `proposal-writer` | core | Write a client proposal, quote, scope of work, or engagement letter for a service business. Covers project understanding, scope, timeline, pricing presentation, and terms. Use whenever the user asks for a proposal, quote, project proposal, … | [source](https://github.com/jezweb/claude-skills/tree/e875a6b/plugins/writing/skills/proposal-writer) | + +## 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` | adjacent | 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) | + +## 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` | adjacent | 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) | + +## Source: microsoft/skills + +- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `kql` | adjacent | KQL language expertise for writing correct, efficient Kusto Query Language queries. Covers syntax gotchas, join patterns, dynamic types, datetime pitfalls, regex patterns, serialization, memory management, result-size discipline, and … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/skills/kql) | + +## Source: 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 | +|---|---|---|---| +| `investor-pitch-deck` | core | Build the narrative and slide structure for an investor pitch deck. Use when asked to create a pitch deck, investor presentation, fundraising deck, or startup pitch. Produces a slide-by-slide structure with narrative beats, key messages, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-finance/skills/investor-pitch-deck) | + +## 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-heap-spray-exploitation` | core | Detect and analyze heap spray attacks in memory dumps using Volatility3 plugins to identify NOP sled patterns, shellcode landing zones, and suspicious large allocations in process virtual address space. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-heap-spray-exploitation) | + +## Source: nexscope-ai/eCommerce-Skills + +- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `tiktok-shop-content-strategy` | adjacent | TikTok Shop content creation strategy and planning. Trending formats, viral hooks, product showcasing, hashtag strategy, and content calendar development. Use when the user asks about TikTok content strategy, viral content creation, TikTok … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/tiktok-shop-content-strategy) | + +## 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` | adjacent | 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) | + +## Source: nicobailon/visual-explainer + +- Repository: [https://github.com/nicobailon/visual-explainer](https://github.com/nicobailon/visual-explainer) (commit `528b71f`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `visual-explainer` | adjacent | Generate self-contained HTML visual explanations for systems, code changes, plans, data, and technical concepts. Use for diagrams, architecture overviews, diff or plan reviews, project recaps, comparison tables, slide decks, and other … | [source](https://github.com/nicobailon/visual-explainer/tree/528b71f/plugins/visual-explainer) | + +## Source: Orchestra-Research/AI-research-SKILLs + +- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `langchain` | adjacent | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/14-agents/langchain) | + +## Source: 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 | +|---|---|---|---| +| `content-strategy` | adjacent | Develop a content strategy covering editorial positioning, content pillars, formats, calendar, governance, and topical authority planning. Use this skill whenever the user wants to plan a content program, define content pillars, build an … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/content-strategy) | + +## Source: redis/agent-skills + +- Repository: [https://github.com/redis/agent-skills](https://github.com/redis/agent-skills) (commit `23e10ae`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `iris-development` | adjacent | Iris is Redis's umbrella for AI-focused products. Use this skill when integrating with the Iris Redis Agent Memory (RAM) data plane on Redis Cloud — recording session events for an AI agent, creating or searching long-term memories, … | [source](https://github.com/redis/agent-skills/tree/23e10ae/skills/iris-development) | + +## Source: ruvnet/claude-code-flow + +- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `AgentDB Memory Patterns` | adjacent | 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` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) | +| `memory-management` | adjacent | 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) | +| `research-synthesize` | adjacent | 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) | +| `V3 Performance Optimization` | adjacent | Achieve aggressive v3 performance targets: 2.49x-7.47x Flash Attention speedup, 150x-12,500x search improvements, 50-75% memory reduction. Comprehensive benchmarking and optimization suite. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/v3-performance-optimization) | + +## Source: ruvnet/ruflo + +- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `AgentDB Memory Patterns` | adjacent | 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` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) | +| `memory-management` | adjacent | 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) | +| `research-synthesize` | adjacent | 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) | + +## 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` | adjacent | 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: 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` | adjacent | Guide the agent to recall, remember, and route durable learning into Memory, Skills, Scheduled Tasks, or Tape. | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/memory-management) | + +## Source: vibeeval/vibecosystem + +- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `knowledge-management` | adjacent | Proje bilgisini 4 katmanli yapida organize et. Aktif projeler, sorumluluk alanlari, referans kaynaklar ve arsiv. Progressive summarization ile bilgiyi katman katman ozumse. Second brain pattern'i ile codebase bilgisini yapilandir. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/knowledge-management) | + +## Source: 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` | adjacent | 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: zechenzhangAGI/AI-research-SKILLs + +- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `langchain` | adjacent | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/14-agents/langchain) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..5972bed --- /dev/null +++ b/references/market.md @@ -0,0 +1,65 @@ +# Market evidence report — university-department-head + +Source: **7 real job ads** (JSearch API, countries: us 7), extracted into the MSSQL evidence store; as of 2026-07-20. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| lead | 5 | 71 % | +| senior | 2 | 29 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | program development | 3 | 43 % | +| 2 | strategic planning | 3 | 43 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Regional breakdown + +> **Corpus note:** 7 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** — 7 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 | +|---|---| +| Chair of Environmental Health and Engineering Department | 1 | +| Department Chair - Clinical and Preventive Nutrition Sciences | 1 | +| Department Chair - Department of Urology (F80110)-School of Medicine | 1 | +| Department Head | 1 | +| Director of the Division of Cardiology - #Faculty | 1 | +| Electromagnetic Effects & Applications Department Head (Faculty) | 1 | +| Faculty Position in Medicine (Endocrinology - Division Director) | 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..0220762 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,22 @@ +# Occupation profile — university department head + +- **ESCO URI:** http://data.europa.eu/esco/occupation/34852729-a2f6-4063-aa90-18b3d16754f7 +- **ESCO code:** 1345.1.10 +- **ISCO-08 group:** 1345 — Education managers + +## Description (ESCO) + +University department heads lead and manage the department of their discipline in which they are academic leaders and work with the faculty dean and other heads of department to deliver the agreed faculty and university strategic objectives. They develop and support academic leadership in their department, and lead entrepreneurial activity for income-generating purposes as they promote the reputation and interests of their department within the university and to a wider community in their field. + +## Definition + +nan + +## Alternative labels + +- head of university department +- head of department in a university +- university head of department +- university department director +- head of academic department +- academic head of department diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..7be2401 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,178 @@ +# Competences — university department head + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/34852729-a2f6-4063-aa90-18b3d16754f7). + +## Essential + +- **advise on lesson plans** (skill/competence) +- **advise on teaching methods** (skill/competence) +- **assess employees' capability levels** (skill/competence) +- **assess students** (skill/competence) +- **assessment processes** (knowledge) +- **assist in the organisation of school events** (skill/competence) +- **cooperate with education professionals** (skill/competence) +- **curriculum objectives** (knowledge) +- **curriculum standards** (knowledge) +- **guarantee students' safety** (skill/competence) +- **identify process improvements** (skill/competence) +- **lead inspections** (skill/competence) +- **learning difficulties** (knowledge) +- **manage university department** (skill/competence) +- **present reports** (skill/competence) +- **project management** (knowledge) +- **provide education management support** (skill/competence) +- **provide feedback to teachers** (skill/competence) +- **provide information on study programmes** (skill/competence) +- **university procedures** (knowledge) +- **use office systems** (skill/competence) +- **write work-related reports** (skill/competence) + +## Optional + +- adolescent socialisation behaviour (knowledge) +- create a financial report (skill/competence) +- develop organisational policies (skill/competence) +- develop professional network (skill/competence) +- education administration (knowledge) +- escort students on a field trip (skill/competence) +- evaluate education programmes (skill/competence) +- funding methods (knowledge) +- human resource management (knowledge) +- identify education needs (skill/competence) +- maintain contract administration (skill/competence) +- manage budgets (skill/competence) +- monitor educational developments (skill/competence) +- plan shifts of employees (skill/competence) +- prepare youths for adulthood (skill/competence) +- promote education programmes (skill/competence) +- recruit employees (skill/competence) +- represent the organisation (skill/competence) +- work with virtual learning environments (skill/competence) + + + +## Market evidence (job-ad analysis, 7 ads, as of 2026-07-20) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- program development — **43 %** +- strategic planning — **43 %** +- financial management — **29 %** +- budgeting — **29 %** +- clinical care — **29 %** +- faculty recruitment — **29 %** +- faculty development — **14 %** +- faculty mentoring — **14 %** +- education — **14 %** +- electromagnetic effects research — **14 %** +- course development — **14 %** +- clinical operations oversight — **14 %** +- clinical program development — **14 %** +- academic administration — **14 %** +- academic planning — **14 %** +- budget management — **14 %** +- budget oversight — **14 %** +- faculty supervision — **14 %** +- fundraising — **14 %** +- grant funding acquisition — **14 %** +- patient care implementation — **14 %** +- policy implementation — **14 %** +- personnel management — **14 %** +- program expansion — **14 %** +- program management — **14 %** +- program oversight — **14 %** +- propagation analysis — **14 %** +- quality improvement — **14 %** +- recruitment — **14 %** +- technical proposal development — **14 %** +- system integration — **14 %** +- system testing — **14 %** +- research leadership — **14 %** +- scientific leadership — **14 %** +- stakeholder collaboration — **14 %** +- practice innovation — **14 %** +- research — **14 %** +- research compliance — **14 %** +- research strategy definition — **14 %** +- resource allocation — **14 %** +- resource management — **14 %** +- rf circuit design — **14 %** +- rf system design — **14 %** +- risk mitigation — **14 %** +- waveform design — **14 %** + +### Methods + +- technical design review — **14 %** +- university shared governance — **14 %** +- quality and safety metrics adherence — **14 %** +- strategic leadership — **14 %** +- strategic planning — **14 %** +- peer-reviewed research — **14 %** +- performance evaluation — **14 %** +- performance monitoring — **14 %** +- interprofessional education — **14 %** +- mentorship — **14 %** +- organizational change — **14 %** +- graduate research advisement — **14 %** +- field testing — **14 %** +- annual performance evaluations — **14 %** +- accreditation maintenance — **14 %** +- business plan development — **14 %** +- collaborative interactions — **14 %** +- continuous quality improvement — **14 %** +- extramural funding — **14 %** + +### Responsibilities + +- faculty mentorship — **29 %** +- department leadership — **29 %** +- divisional faculty leadership — **14 %** +- course teaching — **14 %** +- cost control — **14 %** +- community building — **14 %** +- conflict management — **14 %** +- faculty recruitment — **14 %** +- educational program building — **14 %** +- educational program maintenance — **14 %** +- clinical operations management — **14 %** +- clinical service provision — **14 %** +- clinical operations oversight — **14 %** +- clinical program building — **14 %** +- alumni relations — **14 %** +- budget management — **14 %** +- financial performance management — **14 %** +- hiring — **14 %** +- outreach programs — **14 %** +- partnership development — **14 %** +- patient access coordination — **14 %** +- patient care advancement — **14 %** +- mentoring — **14 %** +- patient satisfaction improvement — **14 %** +- personnel supervision — **14 %** +- policy implementation — **14 %** +- policy influence — **14 %** +- program enhancement — **14 %** +- relationship building — **14 %** +- proposal development — **14 %** +- program operation — **14 %** +- training — **14 %** +- task assignment — **14 %** +- teaching facilitation — **14 %** +- teaching oversight — **14 %** +- team leadership — **14 %** +- strategic plan development — **14 %** +- stakeholder engagement — **14 %** +- sponsor communication — **14 %** +- research leadership — **14 %** +- research oversight — **14 %** +- research administration — **14 %** +- research development — **14 %** +- research execution — **14 %** +- research guidance — **14 %** +- risk mitigation — **14 %** +- resource management — **14 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..4f5c20e --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,80 @@ +# Tasks & work activities — university department head + +Source: O*NET 30.3, occupation 11-9032.00 (Education Administrators, Kindergarten through Secondary) — manual nearest-occupation mapping via ISCO group 1345; the official ESCO crosswalk has no entry for this ESCO occupation. + +## Task statements + +- **[Core]** Plan and lead professional development activities for teachers, administrators, and support staff. +- **[Core]** Participate in special education-related activities, such as attending meetings and providing support to special educators throughout the district. +- **[Core]** Meet with federal, state, and local agencies to stay abreast of policies and to discuss improvements for education programs. +- **[Supplemental]** Plan, coordinate, and oversee school logistics programs, such as bus and food services. +- **[Core]** Coordinate and direct extracurricular activities and programs, such as after-school events and athletic contests. +- **[Supplemental]** Mentor and support administrative staff members, such as superintendents and principals. +- **[Core]** Create school improvement plans, using student performance data. +- **[Core]** Review and approve new programs, or recommend modifications to existing programs, submitting program proposals for school board approval as necessary. +- **[Core]** Prepare, maintain, or oversee the preparation and maintenance of attendance, activity, planning, or personnel reports and records. +- **[Core]** Confer with parents and staff to discuss educational activities, policies, and student behavior or learning problems. +- **[Core]** Prepare and submit budget requests and recommendations, or grant proposals to solicit program funding. +- **[Supplemental]** Direct and coordinate school maintenance services and the use of school facilities. +- **[Core]** Counsel and provide guidance to students regarding personal, academic, vocational, or behavioral issues. +- **[Core]** Organize and direct committees of specialists, volunteers, and staff to provide technical and advisory assistance for programs. +- **[Core]** Teach classes or courses to students. +- **[Supplemental]** Advocate for new schools to be built, or for existing facilities to be repaired or remodeled. +- **[Core]** Plan and develop instructional methods and content for educational, vocational, or student activity programs. +- **[Supplemental]** Develop partnerships with businesses, communities, and other organizations to help meet identified educational needs and to provide school-to-work programs. +- **[Core]** Direct and coordinate activities of teachers, administrators, and support staff at schools, public agencies, and institutions. +- **[Core]** Evaluate curricula, teaching methods, and programs to determine their effectiveness, efficiency, and use, and to ensure compliance with federal, state, and local regulations. +- **[Core]** Set educational standards and goals, and help establish policies and procedures to carry them out. +- **[Core]** Recruit, hire, train, and evaluate primary and supplemental staff. +- **[Core]** Enforce discipline and attendance rules. +- **[Core]** Observe teaching methods and examine learning materials to evaluate and standardize curricula and teaching techniques and to determine areas for improvement. +- **[Supplemental]** Establish, coordinate, and oversee particular programs across school districts, such as programs to evaluate student academic achievement. +- **[Supplemental]** Review and interpret government codes, and develop programs to ensure adherence to codes and facility safety, security, and maintenance. +- **[Core]** Determine allocations of funds for staff, supplies, materials, and equipment, and authorize purchases. +- **[Core]** Write articles, manuals, and other publications, and assist in the distribution of promotional literature about facilities and programs. +- **[Core]** Recommend personnel actions related to programs and services. +- **[Core]** Collaborate with teachers to develop and maintain curriculum standards, develop mission statements, and set performance goals and objectives. +- **[Supplemental]** Collect and analyze survey data, regulatory information, and data on demographic and employment trends to forecast enrollment patterns and curriculum change needs. +- **[Core]** Determine the scope of educational program offerings, and prepare drafts of course schedules and descriptions to estimate staffing and facility requirements. + +## Detailed work activities + +- Advise others on business or operational matters. +- Advise others on career or personal development. +- Analyze data to inform operational decisions or activities. +- Analyze forecasting data to improve business decisions. +- Approve expenditures. +- Collaborate with other professionals to develop education or assistance programs. +- Conduct employee training programs. +- Conduct opinion surveys or needs assessments. +- Coordinate operational activities with external stakeholders. +- Coordinate special events or programs. +- Determine operational compliance with regulations or standards. +- Develop educational goals, standards, policies, or procedures. +- Develop operating strategies, plans, or procedures. +- Develop organizational policies or programs. +- Develop promotional materials. +- Develop safety standards, policies, or procedures. +- Direct facility maintenance or repair activities. +- Direct organizational operations, projects, or services. +- Establish interpersonal business relationships to facilitate work activities. +- Evaluate program effectiveness. +- Evaluate student work. +- Hire personnel. +- Maintain knowledge of current developments in area of expertise. +- Maintain personnel records. +- Manage outreach activities. +- Perform human resources activities. +- Prepare financial documents, reports, or budgets. +- Prepare forms or applications. +- Prepare operational budgets. +- Prepare operational progress or status reports. +- Prepare proposals or grant applications to obtain project funding. +- Promote products, services, or programs. +- Recommend organizational process or policy changes. +- Recruit personnel. +- Schedule activities or facility use. +- Serve on institutional or departmental committees. +- Supervise employees. +- Support the professional development of others. +- Teach classes in area of specialization. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..3ca360e --- /dev/null +++ b/references/tools.md @@ -0,0 +1,76 @@ +# Tools & technology — university department head + +Source: O*NET 30.3, occupation 11-9032.00 (Education Administrators, Kindergarten through Secondary) — manual nearest-occupation mapping via ISCO group 1345; the official ESCO crosswalk has no entry for this ESCO occupation. + +| Software | Category | Hot technology | +|---|---|---| +| Apache Cassandra | Data base management system software | yes | +| IBM SPSS Statistics | Analytical or scientific software | yes | +| Microsoft Access | Data base user interface and query 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 SharePoint | Document management software | yes | +| Microsoft Word | Word processing software | yes | +| SAS | Analytical or scientific software | yes | +| The MathWorks MATLAB | Analytical or scientific software | yes | +| ACS Technologies HeadMaster | Enterprise resource planning ERP software | | +| Attendance tracking software | Data base user interface and query software | | +| Blackbaud The Education Edge | Enterprise resource planning ERP software | | +| Blackboard software | Data base user interface and query software | | +| Bloomz | Desktop communications software | | +| Common Curriculum | Computer based training software | | +| Computer Resources MMS | Enterprise resource planning ERP software | | +| Desmos | Analytical or scientific software | | +| eDistrict Internet Solutions eDistrict Unified | Enterprise resource planning ERP software | | +| Edulastic | Computer based training software | | +| Effexoft EASI | Enterprise resource planning ERP software | | +| Geogebra | Analytical or scientific software | | +| Google Calendar | Calendar and scheduling software | | +| Google Classroom | Project management software | | +| Google Drive | Cloud-based data access and sharing software | | +| Google Gmail | Electronic mail software | | +| Human resource management software HRMS | Human resources software | | +| IBM Domino | Communications server software | | +| Intrado SchoolMessenger | Mobile messaging service software | | +| LogicalBit Eimas | Data base user interface and query software | | +| L-Systems X-ONE | Data base user interface and query software | | +| Microsoft Dynamics GP | Enterprise resource planning ERP software | | +| Microsoft Publisher | Desktop publishing software | | +| Minitab | Analytical or scientific software | | +| Nearpod | Multi-media educational software | | +| NetSuite ERP | Enterprise resource planning ERP software | | +| ParentSquare | Desktop communications software | | +| Pearson PowerSchool | Enterprise resource planning ERP software | | +| RecordKeeper Software School RecordKeeper | Enterprise resource planning ERP software | | +| Rediker Software School Office Suite | Enterprise resource planning ERP software | | +| Rethink Ed | Computer based training software | | +| Robust Software Overseer Suite | Enterprise resource planning ERP software | | +| Scheduling software | Calendar and scheduling software | | +| School Attendance Keeper | Data base user interface and query software | | +| SchoolDESX | Enterprise resource planning ERP software | | +| Schoology | Computer based training software | | +| Seasia Consulting School Wizard | Enterprise resource planning ERP software | | +| Seesaw | Multi-media educational software | | +| Skyward School Management System | Enterprise resource planning ERP software | | +| Specialized Data Systems School Office | Enterprise resource planning ERP software | | +| StataCorp Stata | Analytical or scientific software | | +| Student information systems SIS software | Data base user interface and query software | | +| SunGard Public Sector IFAS | Enterprise resource planning ERP software | | +| Thinc Technologies Virtual School | Enterprise resource planning ERP software | | +| Web browser software | Internet browser software | | +| Wilcomp Software RenWeb | Enterprise resource planning ERP software | | + + + +## Market evidence (job-ad analysis, 7 ads, as of 2026-07-20) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- Remcom EM simulation software — **14 %** +- CST Studio Suite — **14 %** + +