commit 12453cf1c27fb2da6b30f3960f9ce89c53475571 Author: skillfactor-pipeline Date: Fri Aug 14 17:35:41 2026 +0200 feat: exhibition-curator skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..1dc2f67 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — exhibition-curator + +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 — exhibition-curator + "ESCO (occupation & competences)" : 39 + "O*NET (tasks & tools)" : 57 + "Job boards (market evidence)" : 95 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 183 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 39 | 10.3 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 57 | 15.0 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 95 | 25.1 % | 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 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 183 | 48.3 % | 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..4e840ad --- /dev/null +++ b/SKILL.md @@ -0,0 +1,76 @@ +--- +name: exhibition-curator +description: "Occupational skill for the role 'exhibition curator' (also: exhibition superintendent, exhibits coordinator, art gallery curator, exhibits preparator, exhibits manager, curator of exhibitions). Use when the user asks for typical exhibition curator work such as: Create and maintain accessible, retrievable computer archives and databases, incorporating current advances in electronic information storage technology.; Organize archival records and develop classification systems to facilitate access to archival materials.; Authenticate and appraise historical documents and archival materials." +--- + +# Exhibition Curator + +Exhibition curators organise and display artworks and artefacts. They work in and for museums, art galleries, museums for science or history, libraries and archives, and in other cultural institutions. In general, exhibition curators work in artistic and cultural exhibition fields and events of all kinds. + +## Core workflow + +1. Create and maintain accessible, retrievable computer archives and databases, incorporating current advances in electronic information storage technology. +2. Organize archival records and develop classification systems to facilitate access to archival materials. +3. Authenticate and appraise historical documents and archival materials. +4. Provide reference services and assistance for users needing archival materials. +5. Direct activities of workers who assist in arranging, cataloguing, exhibiting, and maintaining collections of valuable materials. +6. Prepare archival records, such as document descriptions, to allow easy access to information. +7. Preserve records, documents, and objects, copying records to film, videotape, audiotape, disk, or computer formats as necessary. +8. Establish and administer policy guidelines concerning public access and use of materials. + +## 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) + +- advertise an art collection +- apply strategic thinking +- art collections +- art history +- art-historical values +- coach employees +- consult exhibition organisers +- coordinate operational activities +- cope with challenging demands +- create new concepts +- create solutions to problems +- cultural projects +- ensure safety of exhibition +- evaluate art quality +- have computer literacy + +## Hot technologies + +- Microsoft Access +- Adobe InDesign +- Adobe Acrobat +- Microsoft Outlook +- Extensible markup language XML +- Adobe Creative Cloud software +- Adobe Illustrator +- Adobe Photoshop +- Microsoft Office software +- Microsoft PowerPoint + + + + +## Hot technologies + +Top tools from 39 gated job ads (see references/market.md, as of 2026-07-11): + +- Adobe Suite — 8 % +- Microsoft Excel — 8 % +- Microsoft Office — 8 % +- The Museum System (TMS) — 8 % +- TMS — 8 % + + + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/691d30cc-6b2c-4025-89b4-3e719fe664c7), O*NET 30.3 (25-4011.00). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..73b0539 --- /dev/null +++ b/manifest.json @@ -0,0 +1,286 @@ +{ + "name": "exhibition-curator", + "title": "exhibition curator", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/691d30cc-6b2c-4025-89b4-3e719fe664c7", + "esco_code": "2621.6", + "isco_group": "2621", + "onet_soc": "25-4011.00", + "crosswalk_match": "closeMatch" + }, + "sources": [ + { + "name": "ESCO", + "version": "1.2.1", + "url": "https://esco.ec.europa.eu/" + }, + { + "name": "O*NET", + "version": "30.3", + "url": "https://www.onetcenter.org/", + "license": "CC BY 4.0" + } + ], + "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download", + "counts": { + "tasks": 13, + "dwas": 13, + "skills_essential": 31, + "skills_optional": 7, + "software": 30 + }, + "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 + }, + "ConardLi/garden-skills": { + "repo": "https://github.com/ConardLi/garden-skills", + "commit": "fbd6453", + "license": "MIT", + "skills": 1 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 6 + }, + "samber/cc-skills-golang": { + "repo": "https://github.com/samber/cc-skills-golang", + "commit": "4881c01", + "license": "MIT", + "skills": 1 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "skills": 7 + }, + "rohitg00/skillkit": { + "repo": "https://github.com/rohitg00/skillkit", + "commit": "d2e5c34", + "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": 1 + }, + "inkline/inkline": { + "repo": "https://github.com/inkline/inkline", + "commit": "fcc2bf4", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 12 + }, + 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"commit": "be53c12", + "license": "MIT", + "skills": 1 + }, + "aaron-he-zhu/aaron-marketing-skills": { + "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills", + "commit": "b7b0b9f", + "license": "Apache-2.0", + "skills": 1 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 1 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 6 + }, + "parcadei/Continuous-Claude-v3": { + "repo": "https://github.com/parcadei/Continuous-Claude-v3", + "commit": "d07ff4b", + "license": "MIT", + "skills": 1 + }, + "vibeeval/vibecosystem": { + "repo": "https://github.com/vibeeval/vibecosystem", + "commit": "cea9462", + "license": "MIT", + "skills": 1 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 1 + }, + "tzachbon/smart-ralph": { + "repo": "https://github.com/tzachbon/smart-ralph", + "commit": "b26bb23", + "license": "MIT", + "skills": 1 + }, + "AgriciDaniel/claude-ads": { + "repo": "https://github.com/AgriciDaniel/claude-ads", + "commit": "669c760", + "license": "MIT", + "skills": 1 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 1 + }, + "robertguss/claude-skills": { + "repo": "https://github.com/robertguss/claude-skills", + "commit": "c31f3be", + "license": "MIT", + "skills": 1 + }, + "Orchestra-Research/AI-research-SKILLs": { + "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 2 + }, + "zechenzhangAGI/AI-research-SKILLs": { + "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 2 + }, + "inkeep/open-knowledge": { + "repo": "https://github.com/inkeep/open-knowledge", + "commit": "96563d1", + "license": "GPL", + "skills": 1 + }, + "OthmanAdi/planning-with-files": { + "repo": "https://github.com/OthmanAdi/planning-with-files", + "commit": "bdef0e0", + "license": "MIT", + "skills": 2 + }, + "OpenRaiser/NanoResearch": { + "repo": "https://github.com/OpenRaiser/NanoResearch", + "commit": "7144364", + "license": "MIT", + "skills": 1 + }, + "anbeime/skill": { + "repo": "https://github.com/anbeime/skill", + "commit": "ddad607", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "Devin-AXIS/iPolloWork": { + "repo": "https://github.com/Devin-AXIS/iPolloWork", + "commit": "5107542", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "microsoft/skills": { + "repo": "https://github.com/microsoft/skills", + "commit": "dc543aa", + "license": "MIT", + "skills": 1 + }, + "hanhuark/mechanical-engineering-research-skill": { + "repo": "https://github.com/hanhuark/mechanical-engineering-research-skill", + "commit": "07accf8", + "license": "MIT", + "skills": 1 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 1 + }, + "mikeyobrien/ralph-orchestrator": { + "repo": "https://github.com/mikeyobrien/ralph-orchestrator", + "commit": "407cb96", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 77, + "adjacent": 3 + } + }, + "provenance": { + "items": { + "esco": 39, + "onet": 57, + "jobads": 95, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 183, + "stackx": 0 + }, + "share_percent": { + "esco": 10.3, + "onet": 15.0, + "jobads": 25.1, + "wiki_ai": 0.0, + "anthropic": 1.3, + "ai_skills": 48.3, + "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..a473936 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,386 @@ +# External AI agent skills — exhibition-curator + +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: ConardLi/garden-skills + +- Repository: [https://github.com/ConardLi/garden-skills](https://github.com/ConardLi/garden-skills) (commit `fbd6453`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `kb-retriever` | adjacent | 面向本地知识库目录的检索和问答助手。核心流程：(1)分层索引导航 (2)遇到PDF/Excel时必须先读取references学习处理方法 (3)处理文件后再检索。按文件类型组合使用 grep、Read、pdfplumber、pandas 进行渐进式检索，避免整文件加载。用户问题涉及"从知识库目录回答问题/检索信息/查资料"时使用。 | [source](https://github.com/ConardLi/garden-skills/tree/fbd6453/skills/kb-retriever) | + +## 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 | +|---|---|---|---| +| `curatorial-research` | core | Conduct art historical research, provenance investigation, and scholarly analysis to inform exhibitions, acquisitions, and publications using primary and secondary sources | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/arts-culture/skills/curatorial-research) | +| `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) | +| `donor-relationship-management` | core | Cultivate and steward donor relationships including prospect research, personalized engagement strategies, gift acknowledgment, and impact reporting | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/arts-culture/skills/donor-relationship-management) | +| `process-builder` | core | Scaffold new babysitter process definitions following SDK patterns, proper structure, and best practices. Guides the 3-phase workflow from research to implementation. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/.claude/skills/process-builder) | +| `specialization-researcher` | core | Research specialization domains, compile references, analyze best practices, and gather comprehensive knowledge for new specialization creation. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/meta/skills/specialization-researcher) | +| `gis-mapping-humanities` | core | Create spatial visualizations and geographic analyses for historical and cultural research questions using QGIS/ArcGIS | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/humanities/skills/gis-mapping-humanities) | + +## 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 | +|---|---|---|---| +| `scholar-evaluation` | core | Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/scientific-thinking-scholar-evaluation) | + +## Source: AgriciDaniel/claude-ads + +- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ads-microsoft` | core | Audit Microsoft Advertising measurement, UET, search and audience campaigns, Google imports, syndication, keywords, creative, bidding, budgets, Copilot inventory, and policy. Use for Microsoft Ads, Bing Ads, UET, Microsoft Audience … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-microsoft) | + +## 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 | +|---|---|---|---| +| `workplan` | core | Create a durable, execution-ready work plan for repository changes, operations, research, or AEC project delivery. Use when the user asks to plan, scope, sequence, coordinate, or break down multi-step work before acting. Do not use for … | [source](https://github.com/AlpacaLabsLLC/skills-for-architects/tree/4476576/skills/workplan) | + +## Source: anbeime/skill + +- Repository: [https://github.com/anbeime/skill](https://github.com/anbeime/skill) (commit `ddad607`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `content-research-writer` | core | Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative … | [source](https://github.com/anbeime/skill/tree/ddad607/skills/content-research-writer) | + +## 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) | +| `stata` | core | Comprehensive Stata reference for writing correct .do files, data management, econometrics, causal inference, graphics, Mata programming, and 17+ community packages (reghdfe, estout, did, rdrobust, etc.). Covers syntax, options, gotchas, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/stata) | +| `automation-skills` | core | 10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/automation) | +| `business-skills` | core | 5 business research skills. Trigger: business strategy, market analysis, competitive intelligence. Design: analytical frameworks and methods for management and innovation research. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/business) | +| `jupyter-notebook-guide` | core | Best practices for computational research notebooks with reproducible workflows | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/tools/code-exec/jupyter-notebook-guide) | +| `obsidian-research-log` | core | Use this skill when the user is discussing daily research work, TODOs, plans, standups, meetings, milestones, or general project progress that should be reflected in Obsidian daily notes, plan notes, and hub updates. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/obsidian-research-log) | +| `data-collection` | core | Use when collecting data for a research project, downloading time series, building a dataset, accessing economic or social data APIs, or scraping data from a non-API source. Handles source discovery, respectful collection, local caching, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/60-regisely-superpapers/skills/data-collection) | +| `dowhy` | core | Causal inference framework for answering "does X cause Y?" beyond correlation. DoWhy (Microsoft Research) provides the identify-estimate-refute loop: define a causal graph (DAG), identify the causal effect using … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/63-tondevrel-scientific-agent-skills/dowhy) | +| `google-scholar-scraper` | core | Ethical Google Scholar data collection techniques and best practices | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/tools/scraping/google-scholar-scraper) | +| `innovation-management-guide` | core | Innovation metrics, R&D management research, and technology forecasting | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/business/innovation-management-guide) | +| `khoj-research-guide` | core | AI second brain for deep research and personal knowledge management | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/deep-research/khoj-research-guide) | +| `strategic-management-guide` | core | Frameworks for strategic planning, resource allocation, and organizational an... | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/business/strategic-management-guide) | + +## 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` | core | HAR: Research-backed, team-validated task planning, Plans.md management, progress sync. Trigger: create a plan, add tasks, update Plans.md, mark complete, check progress. Do NOT load for: implementation, review, release. | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-plan) | + +## 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 | +|---|---|---|---| +| `wrike-automation` | core | Automate Wrike project management via Rube MCP (Composio): create tasks/folders, manage projects, assign work, and track progress. Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/wrike-automation) | +| `clickup-automation` | core | Automate ClickUp project management including tasks, spaces, folders, lists, comments, and team operations via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/clickup-automation) | +| `supabase-automation` | core | Automate Supabase database queries, table management, project administration, storage, edge functions, and SQL execution via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/supabase-automation) | +| `webflow-automation` | core | Automate Webflow CMS collections, site publishing, page management, asset uploads, and ecommerce orders via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/webflow-automation) | +| `basecamp-automation` | core | Automate Basecamp project management, to-dos, messages, people, and to-do list organization via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/basecamp-automation) | +| `content-research-writer` | core | Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/content-research-writer) | +| `gitlab-automation` | core | Automate GitLab project management, issues, merge requests, pipelines, branches, and user operations via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/gitlab-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 | +|---|---|---|---| +| `planning` | core | Create and manage persistent markdown planning files for structured task execution. Use when the user asks to "create a plan", "track progress", "start a research project", or when a task requires more than 5 tool calls and needs … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-maestro/planning) | +| `uspto-database` | core | Access USPTO APIs for patent/trademark searches, examination history (PEDS), assignments, citations, office actions, TSDR, for IP analysis and prior art searches. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/uspto-database) | +| `citation-management` | core | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/citation-management) | +| `guidance` | core | Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with Guidance - Microsoft Research's constrained generation framework | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/prompt-engineering-guidance) | +| `content-research-writer` | core | Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/content-research-writer) | +| `research-lookup` | core | Look up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/research-lookup) | + +## 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 | +|---|---|---|---| +| `ipollowork-presentations` | core | Create, revise, and verify slide presentations in an active iPolloWork Design session without replacing the selected template or writing outside the session project. | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/design-agent/.opencode/skills/ipollowork-presentations) | + +## 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 | +|---|---|---|---| +| `pyzotero` | core | Interact with Zotero reference management libraries using the pyzotero Python client. Retrieve, create, update, and delete items, collections, tags, and attachments via the Zotero Web API v3. Use this skill when working with Zotero … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pyzotero) | +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scholar-evaluation) | +| `uspto-database` | core | Access USPTO APIs for patent/trademark searches, examination history (PEDS), assignments, citations, office actions, TSDR, for IP analysis and prior art searches. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/uspto-database) | +| `citation-management` | core | Comprehensive citation management for academic research. Resolve bibliographic identifiers, extract accurate metadata, validate citations, deduplicate references, and generate properly formatted BibTeX entries. This skill should be used … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/citation-management) | +| `content-research-writer` | core | Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section. Transforms your writing process from solo effort to collaborative … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/content-research-writer) | +| `research-lookup` | core | Look up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/research-lookup) | + +## Source: hanhuark/mechanical-engineering-research-skill + +- Repository: [https://github.com/hanhuark/mechanical-engineering-research-skill](https://github.com/hanhuark/mechanical-engineering-research-skill) (commit `07accf8`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `mechanical-engineering-research` | core | Research, write, code, analyze, present, and develop proposals for thermal-fluid mechanical engineering work with source-aware rigor. Use for heat transfer, fluid mechanics, thermodynamics, HVAC, energy systems, turbomachinery, pumps, … | [source](https://github.com/hanhuark/mechanical-engineering-research-skill/tree/07accf8/skills/mechanical-engineering-research) | + +## Source: inkeep/open-knowledge + +- Repository: [https://github.com/inkeep/open-knowledge](https://github.com/inkeep/open-knowledge) (commit `96563d1`, retrieved 2026-07-14) +- License: GPL + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `open-knowledge-pack-knowledge-base` | core | How to work in a Knowledge Base project (the `knowledge-base` starter pack). Read when the project has the three-layer source-grounded layout — `external-sources/` → `research/` → `articles/` — wired to the `workflow` MCP tool's ingest / … | [source](https://github.com/inkeep/open-knowledge/tree/96563d1/packages/server/assets/skills/packs/knowledge-base) | + +## Source: inkline/inkline + +- Repository: [https://github.com/inkline/inkline](https://github.com/inkline/inkline) (commit `fcc2bf4`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `research-component` | core | Phase 1 of building an Inkline component — design the API. Survey the WAI-ARIA pattern and prior art, then write a complete component spec (props, slots, events, variants, accessibility, styling plan) to .context/ for sign-off before any … | [source](https://github.com/inkline/inkline/tree/fcc2bf4/.claude/skills/research-component) | + +## 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 | +|---|---|---|---| +| `research-to-deploy` | core | Researches infrastructure best practices and generates deployment-ready configurations, Terraform modules, Dockerfiles, and CI/CD pipelines. Use when the user needs to deploy services, set up infrastructure, or create cloud configurations … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/skill-enhancers/research-to-deploy/skills/research-to-deploy) | +| `algolia-reference-architecture` | core | Implement Algolia reference architecture: index design, multi-index strategy, data pipeline, search service layer, and frontend/backend separation. Trigger: "algolia architecture", "algolia best practices", "algolia project structure", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/algolia-pack/skills/algolia-reference-architecture) | +| `notion-architecture-variants` | core | Different Notion integration architectures: CMS (headless blog), task tracker (project management), knowledge base (wiki), form submission handler, and data pipeline source. Trigger with phrases like "notion cms", "notion headless blog", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/notion-pack/skills/notion-architecture-variants) | + +## 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 | +|---|---|---|---| +| `pyzotero` | core | Interact with Zotero reference management libraries using the pyzotero Python client. Retrieve, create, update, and delete items, collections, tags, and attachments via the Zotero Web API v3. Use this skill when working with Zotero … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/pyzotero) | +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scholar-evaluation) | +| `citation-management` | core | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/citation-management) | +| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-brainstorming) | + +## 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 | +|---|---|---|---| +| `pyzotero` | core | Interact with Zotero reference management libraries using the pyzotero Python client. Retrieve, create, update, and delete items, collections, tags, and attachments via the Zotero Web API v3. Use this skill when working with Zotero … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/pyzotero) | +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scholar-evaluation) | +| `citation-management` | core | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/citation-management) | +| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-brainstorming) | + +## Source: microsoft/skills + +- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `kql` | core | KQL language expertise for writing correct, efficient Kusto Query Language queries. Covers syntax gotchas, join patterns, dynamic types, datetime pitfalls, regex patterns, serialization, memory management, result-size discipline, and … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/skills/kql) | + +## Source: mikeyobrien/ralph-orchestrator + +- Repository: [https://github.com/mikeyobrien/ralph-orchestrator](https://github.com/mikeyobrien/ralph-orchestrator) (commit `407cb96`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `pdd` | core | Transforms a rough idea into a detailed design document with implementation plan. Follows Prompt-Driven Development — iterative requirements clarification, research, design, and planning. | [source](https://github.com/mikeyobrien/ralph-orchestrator/tree/407cb96/.claude/skills/pdd) | + +## 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 | +|---|---|---|---| +| `meeting-notes` | core | Structure and format meeting notes following PM best practices. Use when asked to create meeting notes, format discussion notes, capture action items, or document decisions from any meeting type. Produces structured notes with decisions, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-essentials/skills/meeting-notes) | + +## Source: mukul975/Anthropic-Cybersecurity-Skills + +- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) | + +## Source: 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: OpenRaiser/NanoResearch + +- Repository: [https://github.com/OpenRaiser/NanoResearch](https://github.com/OpenRaiser/NanoResearch) (commit `7144364`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `brainstorming-research-ideas` | core | Guides researchers through structured ideation frameworks to discover high-impact research directions. Use when exploring new problem spaces, pivoting between projects, or seeking novel angles on existing work. | [source](https://github.com/OpenRaiser/NanoResearch/tree/7144364/skills/vendor-ai-research/brainstorming-research-ideas) | + +## 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 | +|---|---|---|---| +| `guidance` | core | Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with Guidance - Microsoft Research's constrained generation framework | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/16-prompt-engineering/guidance) | +| `brainstorming-research-ideas` | core | Guides researchers through structured ideation frameworks to discover high-impact research directions. Use when exploring new problem spaces, pivoting between projects, or seeking novel angles on existing work. | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/21-research-ideation/brainstorming-research-ideas) | + +## Source: OthmanAdi/planning-with-files + +- Repository: [https://github.com/OthmanAdi/planning-with-files](https://github.com/OthmanAdi/planning-with-files) (commit `bdef0e0`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `pi-planning-with-files` | core | Implements Manus-style file-based planning to organize and track progress on complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when asked to plan out, break down, or organize a multi-step project, research task, or any … | [source](https://github.com/OthmanAdi/planning-with-files/tree/bdef0e0/.pi/skills/planning-with-files) | +| `planning-with-files` | core | Implements Manus-style file-based planning to organize and track progress on complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when asked to plan out, break down, or organize a multi-step project, research task, or any … | [source](https://github.com/OthmanAdi/planning-with-files/tree/bdef0e0/.continue/skills/planning-with-files) | + +## Source: parcadei/Continuous-Claude-v3 + +- Repository: [https://github.com/parcadei/Continuous-Claude-v3](https://github.com/parcadei/Continuous-Claude-v3) (commit `d07ff4b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `research-agent` | core | Research agent for external documentation, best practices, and library APIs via MCP tools | [source](https://github.com/parcadei/Continuous-Claude-v3/tree/d07ff4b/.claude/skills/research-agent) | + +## 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 | +|---|---|---|---| +| `grant-proposal` | core | Scaffold a research grant proposal (NSF, NIH, ERC, or foundation) by composing existing primitives — pulls identification strategy from an `/interview-me` spec, delegates the data-management plan to `/data-management-plan` and the … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/grant-proposal) | + +## Source: robertguss/claude-skills + +- Repository: [https://github.com/robertguss/claude-skills](https://github.com/robertguss/claude-skills) (commit `c31f3be`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `app-review-analyzer` | core | Systematically analyze app reviews for competitor research or own-app reputation management. Categorize reviews by sentiment and themes (bugs, missing features, UX complaints, pricing objections, praise, support issues), identify … | [source](https://github.com/robertguss/claude-skills/tree/c31f3be/skills/mobile-app-dev/app-review-analyzer) | + +## Source: rohitg00/skillkit + +- Repository: [https://github.com/rohitg00/skillkit](https://github.com/rohitg00/skillkit) (commit `d2e5c34`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `task-decomposition` | core | Breaks down complex software, writing, or research tasks into small, atomic, independently completable units with dependency graphs and milestone breakdowns. Use when the user asks to plan a project, decompose a feature, create subtasks, … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/planning/task-decomposition) | + +## 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: tzachbon/smart-ralph + +- Repository: [https://github.com/tzachbon/smart-ralph](https://github.com/tzachbon/smart-ralph) (commit `b26bb23`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `spec-workflow` | core | This skill should be used when the user asks to "build a feature", "create a spec", "start spec-driven development", "run research phase", "generate requirements", "create design", "plan tasks", "implement spec", "check spec status", … | [source](https://github.com/tzachbon/smart-ralph/tree/b26bb23/plugins/ralph-specum/skills/spec-workflow) | + +## 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 | +|---|---|---|---| +| `research-agent` | core | Research agent for external documentation, best practices, and library APIs via MCP tools | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/research-agent) | + +## 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 | +|---|---|---|---| +| `guidance` | core | Control LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with Guidance - Microsoft Research's constrained generation framework | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/16-prompt-engineering/guidance) | +| `brainstorming-research-ideas` | core | Guides researchers through structured ideation frameworks to discover high-impact research directions. Use when exploring new problem spaces, pivoting between projects, or seeking novel angles on existing work. | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/21-research-ideation/brainstorming-research-ideas) | diff --git a/references/berufsbild-de.md b/references/berufsbild-de.md new file mode 100644 index 0000000..05cb5e6 --- /dev/null +++ b/references/berufsbild-de.md @@ -0,0 +1,80 @@ +# Berufsbild (Deutschland) — Kurator/in + +> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 35328, +> KldB 2010: B 94704 · via öffentliche BERUFENET-API, +> abgerufen 2026-07-12. Automatisches Label-Matching +> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim +> Original: https://web.arbeitsagentur.de/berufenet/beruf/35328 + +## Aufgaben und Tätigkeiten kompakt + +Kuratoren und Kuratorinnen kümmern sich um die Gestaltung und den Bestand von Sammlungen, Ausstellungen oder Abteilungen eines Museums. Sie pflegen und erweitern dafür den Bestand an Ausstellungsgegenstand , z.B. im Museum +" name="Exponat">Exponaten und führen den Leihverkehr durch. Sie überwachen außerdem die sachgemäße Lagerung bzw. Pflege musealer und künstlerischer Objekte oder veranlassen Restaurierungsarbeiten. Bei der Betreuung von Dauerausstellungen, überprüfen und optimieren sie die Zusammenstellung der Exponate. Zudem organisieren sie Führungen oder Sonderaktionen wie z.B. Museumsnächte. Sie übernehmen auch kaufmännische und organisatorische Aufgaben und leiten Mitarbeiter bzw. Mitarbeiterinnen an. + +## Tätigkeitsbezeichnungen + +Kurator/in + +Berufsbezeichnung in englischer SpracheCurator (m/f) + +Berufsbezeichnungen in französischer SpracheConservateur/Conservatrice du patrimoine + +Curateur (m/f) + +## Die Tätigkeit im Überblick + +Kuratoren und Kuratorinnen betreuen Sammlungen in Museen und organisieren Ausstellungen sowie Sonderaktionen. + +## Trends + +Archäologie und Künstliche Intelligenz (KI)Archäologen und Archäologinnen können englisch: Artificial Intelligence (AI) + Teilgebiet der Informatik, das Strukturen menschlicher Intelligenz untersucht, auf Computer überträgt und Programme für intelligente Problemlösungen entwickelt, z. B. Spracherkennung +" name="Künstliche Intelligenz (KI)">Künstliche Intelligenz (KI) bspw. nutzen, um neue Ausgrabungsorte zu identifizieren. Dabei analysiert die KI Satellitenbilder und verknüpft sie mit weiteren Datenquellen. Auch bei der Auswertung archäologischer Funde wie Keramikscherben, Werkzeugfragmenten oder Schriftresten kommt KI zunehmend zum Einsatz: Ein 3-D-Scanner erfasst die Objekte, die anschließend von der KI anhand von Referenzdatenbanken automatisch zeitlich und geografisch eingeordnet, dokumentiert und klassifiziert werden. Durch den Einsatz automatischer Lernsysteme und neuronaler Netzwerke können Archäologieteams Funde effizient vorsortieren, bestimmten Epochen oder Regionen zuordnen und sogar Vorschläge für Rekonstruktionen erhalten. + +## Aufgaben und Tätigkeiten im Einzelnen + +Sammlungen und Ausstellungen betreuen +Bestand an Ausstellungsgegenstand , z.B. im Museum +" name="Exponat">Exponaten katalogisieren, archivieren bzw. erweitern + + wissenschaftlichen Leihverkehr durchführen + + sachgemäße Lagerung und Pflege musealer und künstlerischer Objekte überwachen + +Dauerausstellungen zusammenstellen und präsentieren + +Restaurierungsarbeiten veranlassen + + +organisatorische Aufgaben wahrnehmen +(zielgruppengerechte) Führungen organisieren, z.B. für Kinder und Jugendliche + +digitale Kulturvermittlung mithilfe innovativer Technologien wie z.B. Computergenerierte, interaktive 3D-Umgebung, die mit speziellen Technologien (z.B. VR-Brillen) erlebet werden kann +" name="Virtual Reality">Virtual Reality aufbauen und erweitern + +Sonderaktionen veranstalten + + Institutionen, Gemeinden und Sponsoren beraten + + sich durch aktuelle Forschungsberichte auf dem Laufenden halten + +kaufmännische und organisatorische Aufgaben übernehmen, z.B. Haushaltspläne aufstellen und deren Einhaltung überwachen + +Museumsmitarbeiter und -mitarbeiterinnen anleiten + +Sonderausstellungen organisieren + + künstlerischen und wirtschaftlichen Erfolg messen, z.B. Besucherzahlen und -reaktionen auswerten + +Exponate in digitalen Sammlungsmanagement-Systemen erfassen + +## Arbeitsbereiche/Branchen + +Kuratoren und Kuratorinnen finden Beschäftigung +in Museen und Sammlungen + +bei Betreibern historischer Stätten + +bei Landes- oder Stadtverwaltungen + +in Bibliotheken und Archiven diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..96e31e0 --- /dev/null +++ b/references/market.md @@ -0,0 +1,145 @@ +# Market evidence report — exhibition-curator + +Source: **39 real job ads** (JSearch API, countries: us 39), extracted into the MSSQL evidence store; as of 2026-07-11. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 32 | 82 % | +| n/a | 3 | 8 % | +| senior | 2 | 5 % | +| junior | 1 | 3 % | +| lead | 1 | 3 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | Adobe Suite | 3 | 8 % | +| 2 | Microsoft Excel | 3 | 8 % | +| 3 | Microsoft Office | 3 | 8 % | +| 4 | The Museum System (TMS) | 3 | 8 % | +| 5 | TMS | 3 | 8 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | exhibition development | 15 | 38 % | +| 2 | collection management | 10 | 26 % | +| 3 | art research | 8 | 21 % | +| 4 | budget management | 7 | 18 % | +| 5 | grant writing | 7 | 18 % | +| 6 | project management | 7 | 18 % | +| 7 | curation | 6 | 15 % | +| 8 | exhibition planning | 6 | 15 % | +| 9 | research | 6 | 15 % | +| 10 | writing | 6 | 15 % | +| 11 | art handling | 5 | 13 % | +| 12 | exhibition design | 5 | 13 % | +| 13 | fundraising | 5 | 13 % | +| 14 | scholarly writing | 5 | 13 % | +| 15 | art historical research | 4 | 10 % | +| 16 | collections management | 4 | 10 % | +| 17 | contract negotiation | 3 | 8 % | +| 18 | donor relations | 3 | 8 % | +| 19 | historical research | 3 | 8 % | +| 20 | program development | 3 | 8 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | museum best practices | 3 | 8 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | exhibition planning | 5 | 13 % | +| 2 | community engagement | 4 | 10 % | +| 3 | fundraising support | 4 | 10 % | +| 4 | public speaking | 4 | 10 % | +| 5 | budget tracking | 3 | 8 % | +| 6 | collection care | 3 | 8 % | +| 7 | exhibition coordination | 3 | 8 % | +| 8 | exhibition development | 3 | 8 % | +| 9 | fundraising | 3 | 8 % | + +## Regional breakdown + +> **Corpus note:** 39 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +39 ads. + +**Top hard skills:** + +- exhibition development — 38 % (15 ads) +- collection management — 26 % (10 ads) +- art research — 21 % (8 ads) +- budget management — 18 % (7 ads) +- grant writing — 18 % (7 ads) +- project management — 18 % (7 ads) +- curation — 15 % (6 ads) +- exhibition planning — 15 % (6 ads) +- research — 15 % (6 ads) +- writing — 15 % (6 ads) + +**Top tools:** + +- Adobe Suite — 8 % (3 ads) +- Microsoft Excel — 8 % (3 ads) +- Microsoft Office — 8 % (3 ads) +- The Museum System (TMS) — 8 % (3 ads) +- TMS — 8 % (3 ads) +- Adobe Photoshop — 5 % (2 ads) +- Microsoft Outlook — 5 % (2 ads) +- Microsoft Word — 5 % (2 ads) + +**Seniority:** mid 82 % · n/a 8 % · senior 5 % · junior 3 % · lead 3 % + +### UK (gb) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### EU/DACH (de, at, ch, nl) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + + +## Job title variants in the market + +| Title | Ads | +|---|---| +| Curator | 2 | +| Director & Curator, List Gallery | 2 | +| Exhibitions Manager | 2 | +| Assistant Curator of African Art | 1 | +| Assistant Curator of History Exhibitions and Academic Engagement | 1 | +| Assistant Curator of Photography | 1 | +| Assistant Manager of Collections & Exhibitions | 1 | +| Associate Curator | 1 | +| Associate Curator of Sculpture | 1 | +| Associate Director Of Curatorial Affairs | 1 | +| Collections and Exhibitions Curator | 1 | +| Curator of Exhibition Content and Research | 1 | +| Curator of Native American Art | 1 | +| Curatorial Associate | 1 | +| Director Curatorial Affairs—Art Division | 1 | +| Director of Exhibition and Curatorial Services | 1 | +| Emerging Curators | 1 | +| Exhibition and Art Collection Curator | 1 | +| Exhibition Coordinator, IS-1001-11 | 1 | +| Exhibition Curator | 1 | +| Exhibition Manager and Lead Preparator | 1 | +| Exhibits Specialist | 1 | +| Gallery Director, Curator of Exhibitions & Programs | 1 | +| History Program Specialist (Museum Curator) | 1 | +| Jacques & Natasha Gelman Associate Curator | 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..11de0ac --- /dev/null +++ b/references/profile.md @@ -0,0 +1,26 @@ +# Occupation profile — exhibition curator + +- **ESCO URI:** http://data.europa.eu/esco/occupation/691d30cc-6b2c-4025-89b4-3e719fe664c7 +- **ESCO code:** 2621.6 +- **ISCO-08 group:** 2621 — Archivists and curators +- **O*NET-SOC:** 25-4011.00 — Archivists (match: closeMatch) + +## Description (ESCO) + +Exhibition curators organise and display artworks and artefacts. They work in and for museums, art galleries, museums for science or history, libraries and archives, and in other cultural institutions. In general, exhibition curators work in artistic and cultural exhibition fields and events of all kinds. + +## Definition + +nan + +## Alternative labels + +- exhibition superintendent +- exhibits coordinator +- art gallery curator +- exhibits preparator +- exhibits manager +- curator of exhibitions +- exhibits curator +- museum curator +- exhibition overseer diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..357a1c7 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,64 @@ +# Competences — exhibition curator + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/691d30cc-6b2c-4025-89b4-3e719fe664c7). + +## Essential + +- **advertise an art collection** (skill/competence) +- **apply strategic thinking** (skill/competence) +- **art collections** (knowledge) +- **art history** (knowledge) +- **art-historical values** (knowledge) +- **coach employees** (skill/competence) +- **consult exhibition organisers** (skill/competence) +- **coordinate operational activities** (skill/competence) +- **cope with challenging demands** (skill/competence) +- **create new concepts** (skill/competence) +- **create solutions to problems** (skill/competence) +- **cultural projects** (knowledge) +- **ensure safety of exhibition** (skill/competence) +- **evaluate art quality** (skill/competence) +- **have computer literacy** (skill/competence) +- **inheritance council practices** (knowledge) +- **interact with an audience** (skill/competence) +- **listen actively** (skill/competence) +- **manage budgets** (skill/competence) +- **meet deadlines** (skill/competence) +- **museum databases** (knowledge) +- **organise an exhibition** (skill/competence) +- **perform project management** (skill/competence) +- **plan resource allocation** (skill/competence) +- **present exhibition** (skill/competence) +- **present reports** (skill/competence) +- **provide project information on exhibitions** (skill/competence) +- **train employees** (skill/competence) +- **use ICT resources to solve work related tasks** (skill/competence) +- **work in an organised manner** (skill/competence) +- **work independently on exhibitions** (skill/competence) + +## Optional + +- advise on cultural exhibitions (skill/competence) +- anthropology (knowledge) +- archaeology (knowledge) +- evaluate cultural venue visitor needs (skill/competence) +- liaise with financiers (skill/competence) +- natural history (knowledge) +- support public access to exhibitions (skill/competence) + + + +## Market evidence (job-ad analysis, 39 ads, as of 2026-07-11) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- exhibition development — **38 %** +- collection management — **26 %** +- art research — **21 %** +- budget management — **18 %** +- grant writing — **18 %** +- project management — **18 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..f14196a --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,35 @@ +# Tasks & work activities — exhibition curator + +Source: O*NET 30.3, occupation 25-4011.00 (Archivists). + +## Task statements + +- **[Core]** Create and maintain accessible, retrievable computer archives and databases, incorporating current advances in electronic information storage technology. +- **[Core]** Organize archival records and develop classification systems to facilitate access to archival materials. +- **[Core]** Authenticate and appraise historical documents and archival materials. +- **[Core]** Provide reference services and assistance for users needing archival materials. +- **[Core]** Direct activities of workers who assist in arranging, cataloguing, exhibiting, and maintaining collections of valuable materials. +- **[Core]** Prepare archival records, such as document descriptions, to allow easy access to information. +- **[Core]** Preserve records, documents, and objects, copying records to film, videotape, audiotape, disk, or computer formats as necessary. +- **[Core]** Establish and administer policy guidelines concerning public access and use of materials. +- **[Core]** Locate new materials and direct their acquisition and display. +- **[Core]** Research and record the origins and historical significance of archival materials. +- **[Core]** Specialize in an area of history or technology, researching topics or items relevant to collections to determine what should be retained or acquired. +- **[Core]** Coordinate educational and public outreach programs, such as tours, workshops, lectures, and classes. +- **[Core]** Select and edit documents for publication and display, applying knowledge of subject, literary expression, and presentation techniques. + +## Detailed work activities + +- Collect archival data. +- Develop library or archival databases. +- Develop policies or procedures for archives, museums or libraries. +- Direct activities of subordinates. +- Edit documents. +- Evaluate characteristics of archival or historical objects. +- Help patrons use library or archival resources. +- Order instructional or library materials or equipment. +- Organize informational materials. +- Plan community programs or activities for the general public. +- Prepare materials for preservation, storage, or display. +- Research topics in area of expertise. +- Write informational material. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..cadcaa7 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,36 @@ +# Tools & technology — exhibition curator + +Source: O*NET 30.3 'Software Skills' for 25-4011.00. + +| Software | Category | Hot technology | +|---|---|---| +| Microsoft Access | Data base user interface and query software | yes | +| Adobe InDesign | Desktop publishing software | yes | +| Adobe Acrobat | Document management software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| Extensible markup language XML | Enterprise application integration software | yes | +| Adobe Creative Cloud software | Graphics or photo imaging software | yes | +| Adobe Illustrator | Graphics or photo imaging software | yes | +| Adobe Photoshop | Graphics or photo imaging software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Hypertext markup language HTML | Web platform development software | yes | +| Microsoft Word | Word processing software | yes | +| Adlib Information Systems Adlib Archive | Data base user interface and query software | | +| Archivists' Toolkit | Data base user interface and query software | | +| Archon | Data base user interface and query software | | +| Database software | Data base user interface and query software | | +| DiMeMa CONTENTdm | Data base user interface and query software | | +| FileMaker Pro | Data base user interface and query software | | +| Gallery Systems The Museum System | Data base user interface and query software | | +| PREMIS | Data base user interface and query software | | +| Encoded archival system EAD | Development environment software | | +| Omeka software | Document management software | | +| Esri ArcGIS | Geographic information system | | +| Geographic information system GIS systems | Geographic information system | | +| Corel Paint Shop Pro | Graphics or photo imaging software | | +| Web browser software | Internet browser software | | +| Adobe Premiere Pro | Video creation and editing software | | +| Apple Final Cut Pro | Video creation and editing software | | +| Dynamic hypertext markup language DHTML | Web platform development software | |