From 28a6fde1c242815db02c919a7755c32b399b044d Mon Sep 17 00:00:00 2001 From: skillfactor-pipeline Date: Fri, 14 Aug 2026 16:25:04 +0200 Subject: [PATCH] feat: research-manager skill package v0.1.0 --- PROVENANCE.md | 31 +++ SKILL.md | 61 ++++++ manifest.json | 286 ++++++++++++++++++++++++++ references/ai-skills.md | 386 ++++++++++++++++++++++++++++++++++++ references/berufsbild-de.md | 83 ++++++++ references/market.md | 80 ++++++++ references/profile.md | 24 +++ references/skills.md | 56 ++++++ references/tasks.md | 53 +++++ references/tools.md | 46 +++++ 10 files changed, 1106 insertions(+) create mode 100644 PROVENANCE.md create mode 100644 SKILL.md create mode 100644 manifest.json create mode 100644 references/ai-skills.md create mode 100644 references/berufsbild-de.md create mode 100644 references/market.md create mode 100644 references/profile.md create mode 100644 references/skills.md create mode 100644 references/tasks.md create mode 100644 references/tools.md diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..1dfc34f --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — research-manager + +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 — research-manager + "ESCO (occupation & competences)" : 35 + "O*NET (tasks & tools)" : 73 + "Job boards (market evidence)" : 35 + "Anthropic official Claude skills" : 6 + "External AI skill packs (mapped)" : 182 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 35 | 10.6 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 73 | 22.1 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 35 | 10.6 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 6 | 1.8 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 182 | 55.0 % | 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..ed0f351 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,61 @@ +--- +name: research-manager +description: "Occupational skill for the role 'research manager' (also: research scientist, chief science officer, principal research scientist, head laboratory analyst, scientific research director, head of laboratory). Use when the user asks for typical research manager work such as: Confer with scientists, engineers, regulators, or others to plan or review projects or to provide technical assistance.; Develop client relationships and communicate with clients to explain proposals, present research findings, establish specifications, or discuss project status.; Plan or direct research, development, or production activities." +--- + +# Research Manager + +Research managers oversee the research and development functions of a research facility or program or university. They support the executive staff, coordinate work activities, and monitor staff and research projects. They may work in a wide array of sectors, such as the chemical, technical and life sciences sector. Research managers can also advise on research and execute research themselves. + +## Core workflow + +1. Confer with scientists, engineers, regulators, or others to plan or review projects or to provide technical assistance. +2. Develop client relationships and communicate with clients to explain proposals, present research findings, establish specifications, or discuss project status. +3. Plan or direct research, development, or production activities. +4. Prepare project proposals. +5. Design or coordinate successive phases of problem analysis, solution proposals, or testing. +6. Review project activities and prepare and review research, testing, or operational reports. +7. Hire, supervise, or evaluate engineers, technicians, researchers, or other staff. +8. Determine scientific or technical goals within broad outlines provided by top management and make detailed plans to accomplish these goals. + +## 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) + +- cope with challenging demands +- discuss research proposals +- estimate duration of work +- manage budgets +- manage research and development projects +- manage staff +- multidisciplinary research +- perform scientific research +- project management +- provide project information on exhibitions +- report analysis results +- research design +- respect cultural differences in the field of exhibition +- scientific research methodology +- study a collection + +## Hot technologies + +- IBM SPSS Statistics +- SAS +- The MathWorks MATLAB +- Oracle Database +- Microsoft Access +- Structured query language SQL +- Adobe Acrobat +- Microsoft SharePoint +- Microsoft Outlook +- SAP software + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/c02ee787-c30b-4f0d-9d7f-6eb36fc44a5d), O*NET 30.3 (11-9121.00). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..7958f1c --- /dev/null +++ b/manifest.json @@ -0,0 +1,286 @@ +{ + "name": "research-manager", + "title": "research manager", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/c02ee787-c30b-4f0d-9d7f-6eb36fc44a5d", + "esco_code": "1223.2.2", + "isco_group": "1223", + "onet_soc": "11-9121.00", + "crosswalk_match": "exactMatch" + }, + "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": 16, + "dwas": 28, + "skills_essential": 17, + "skills_optional": 17, + "software": 28 + }, + "enrichment_ai_skills": { + "generated": "2026-07-14", + "method": "deterministic mapping (ISCO prefix + title/competence keywords)", + "sources": { + "anthropics/skills": { + "repo": "https://github.com/anthropics/skills", + "commit": "f6656c1", + "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder", + "skills": 3 + }, + "wshobson/agents": { + "repo": "https://github.com/wshobson/agents", + "commit": "6fd3247", + "license": "MIT (c) Seth Hobson", + "skills": 1 + }, + "ConardLi/garden-skills": { + "repo": "https://github.com/ConardLi/garden-skills", + "commit": "fbd6453", + "license": "MIT", + "skills": 1 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 11 + }, + "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 + }, + "FlorianBruniaux/claude-code-ultimate-guide": { + "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide", + "commit": "5395214", + "license": "custom (see upstream LICENSE)", + "skills": 2 + }, + "pedrohcgs/claude-code-my-workflow": { + "repo": "https://github.com/pedrohcgs/claude-code-my-workflow", + "commit": "be53c12", + "license": "MIT", + "skills": 1 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 3 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 5 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 3 + }, + "ferdinandobons/startup-skill": { + "repo": "https://github.com/ferdinandobons/startup-skill", + "commit": "a5f97c3", + "license": "MIT", + "skills": 1 + }, + "softaworks/agent-toolkit": { + "repo": "https://github.com/softaworks/agent-toolkit", + "commit": "3027f20", + "license": "MIT", + "skills": 1 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "skills": 1 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 1 + }, + "ognjengt/founder-skills": { + "repo": "https://github.com/ognjengt/founder-skills", + "commit": "a45931c", + "license": "MIT", + "skills": 1 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 3 + }, + "mikeyobrien/ralph-orchestrator": { + "repo": "https://github.com/mikeyobrien/ralph-orchestrator", + "commit": "407cb96", + "license": "MIT", + "skills": 1 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 3 + }, + "alirezarezvani/claude-code-skill-factory": { + "repo": "https://github.com/alirezarezvani/claude-code-skill-factory", + "commit": "ba18b31", + "license": "MIT", + "skills": 1 + }, + "malob/nix-config": { + "repo": "https://github.com/malob/nix-config", + "commit": "f2ed178", + "license": "MIT", + "skills": 1 + }, + "AlpacaLabsLLC/skills-for-architects": { + "repo": "https://github.com/AlpacaLabsLLC/skills-for-architects", + "commit": "4476576", + "license": "MIT", + "skills": 2 + }, + "gooseworks-ai/goose-skills": { + "repo": "https://github.com/gooseworks-ai/goose-skills", + "commit": "94ec916", + "license": "no explicit license \u2014 referenced by link only", + "skills": 3 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 1 + }, + "infrasity-labs/dev-gtm-claude-skills": { + "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills", + "commit": "02cfefb", + "license": "MIT", + "skills": 3 + }, + "muratcankoylan/ralph-wiggum-marketer": { + "repo": "https://github.com/muratcankoylan/ralph-wiggum-marketer", + "commit": "4c1f5f3", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "bitwize-music-studio/claude-ai-music-skills": { + "repo": "https://github.com/bitwize-music-studio/claude-ai-music-skills", + "commit": "96446de", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "nowork-studio/NotFair": { + "repo": "https://github.com/nowork-studio/NotFair", + "commit": "99bda4b", + "license": "MIT", + "skills": 1 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 1 + }, + "microsoft/skills": { + "repo": "https://github.com/microsoft/skills", + "commit": "dc543aa", + "license": "MIT", + "skills": 1 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 2 + }, + "Ericyoung-183/alpha-insights": { + "repo": "https://github.com/Ericyoung-183/alpha-insights", + "commit": "30c1e87", + "license": "MIT", + "skills": 1 + }, + "Eronred/aso-skills": { + "repo": "https://github.com/Eronred/aso-skills", + "commit": "e2a7c45", + "license": "MIT", + "skills": 1 + }, + "sanjay3290/ai-skills": { + "repo": "https://github.com/sanjay3290/ai-skills", + "commit": "3619692", + "license": "Apache-2.0", + "skills": 1 + }, + "nexscope-ai/eCommerce-Skills": { + "repo": "https://github.com/nexscope-ai/eCommerce-Skills", + "commit": "56f3288", + "license": "MIT", + "skills": 3 + }, + "claude-world/director-mode-lite": { + "repo": "https://github.com/claude-world/director-mode-lite", + "commit": "9d0c333", + "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 + } + }, + "total_skills": 80, + "tiers": { + "core": 76, + "adjacent": 4 + } + }, + "provenance": { + "items": { + "esco": 35, + "onet": 73, + "jobads": 35, + "wiki_ai": 0, + "anthropic": 6, + "ai_skills": 182, + "stackx": 0 + }, + "share_percent": { + "esco": 10.6, + "onet": 22.1, + "jobads": 10.6, + "wiki_ai": 0.0, + "anthropic": 1.8, + "ai_skills": 55.0, + "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..000fb9e --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,386 @@ +# External AI agent skills — research-manager + +Proven, publicly available AI agent skills mapped to this occupation. +Nothing is copied from the sources: every entry is a name, a one-line +summary and a link to the upstream skill package. Each section names +its source repository, commit, license and retrieval date. + +**Tiers:** `core` = the skill directly exercises a top market hard +skill, tool or method (from gated job-ad evidence) or an essential +ESCO competence of this occupation; `adjacent` = +plausibly useful, secondary. Entries are capped at 12 per source +and 80 in total per occupation (core first, +strongest matches survive); everything beyond the caps is excluded +and logged in the pipeline audit trail, not in this package. + +_Matched deterministically (ISCO group + title/competence keywords, +tiered against market evidence + ESCO essentials) by +`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._ + +## Source: anthropics/skills + +- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14) +- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) | +| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) | +| `pptx` | adjacent | Use this skill any time a .pptx or .potx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx or .potx file (even … | [source](https://github.com/anthropics/skills/tree/main/skills/pptx) | + +## Source: 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)` | core | 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: 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) | +| `hardware-security` | core | Hardware and embedded security research capabilities. Interface with JTAG debuggers, analyze SPI/I2C communications, dump and analyze firmware, support fault injection, side-channel analysis, and hardware exploitation research. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/security-research/skills/hardware-security) | +| `meta-analysis-engine` | core | Skill for conducting meta-analyses of research findings | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/scientific-discovery/skills/meta-analysis-engine) | + +## 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 | +|---|---|---|---| +| `keyword-research` | core | Use when the user asks to "find keywords", "挖词", or "搜什么词"; prioritizes search volume, keyword difficulty, intent, and topic clusters from provided or connected data. Not for competitor-relative coverage gaps — use content-gap-analysis. … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/seo-geo/research/keyword-research) | + +## 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 | +|---|---|---|---| +| `prediction-market-oracle-research` | core | Research prediction markets as data sources or oracle signals for products, agents, dashboards, and corporate decision intelligence. Use for source-grounded analysis of market-implied probabilities, caveats, and integration patterns … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/prediction-market-oracle-research) | +| `market-research` | core | Conduct market research, competitive analysis, investor due diligence, and industry intelligence with source attribution and decision-oriented summaries. Use when the user wants market sizing, competitor comparisons, fund research, … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/market-research) | +| `ito-basket-compare` | core | Compare Itô prediction-market baskets against a user's knowledge base, portfolio notes, financial context, watchlist, or research thesis. Use for read-only basket comparison and gap analysis without investment advice or live trading. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/ito-basket-compare) | + +## Source: alirezarezvani/claude-code-skill-factory + +- Repository: [https://github.com/alirezarezvani/claude-code-skill-factory](https://github.com/alirezarezvani/claude-code-skill-factory) (commit `ba18b31`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `slash-command-factory` | core | Generate custom Claude Code slash commands through intelligent 5-7 question flow. Creates powerful commands for business research, content analysis, healthcare compliance, API integration, documentation automation, and workflow … | [source](https://github.com/alirezarezvani/claude-code-skill-factory/tree/ba18b31/generated-skills/slash-command-factory) | + +## 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 | +|---|---|---|---| +| `product-manager-toolkit` | core | Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use when prioritizing features, synthesizing user research, writing … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/product-team/skills/product-manager-toolkit) | + +## 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 | +|---|---|---|---| +| `demographics-analysis` | core | Research population, income, age, housing, and employment around a site. Use for census, demographic, or local-market questions tied to a location. | [source](https://github.com/AlpacaLabsLLC/skills-for-architects/tree/4476576/skills/demographics-analysis) | +| `environmental-analysis` | core | Research climate, sun, flood, seismic, soil, contamination, and topography for a site. Use for environmental site analysis or hazard questions tied to a location. | [source](https://github.com/AlpacaLabsLLC/skills-for-architects/tree/4476576/skills/environmental-analysis) | + +## Source: bitwize-music-studio/claude-ai-music-skills + +- Repository: [https://github.com/bitwize-music-studio/claude-ai-music-skills](https://github.com/bitwize-music-studio/claude-ai-music-skills) (commit `96446de`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `researcher` | core | Conducts investigative-grade research with primary source analysis, cross-verification, and trial-level depth. Use when an album needs factual research, source material, or verification of claims. | [source](https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/96446de/skills/researcher) | + +## 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 | +|---|---|---|---| +| `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) | +| `law-skills` | core | 9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/law) | +| `research-intake` | core | Bidirectional review — THE entry point for every research engagement. Reviews everything the researcher has (data, docs, code, instruments) and produces two outputs: (1) a gap analysis showing what their project needs to meet gold … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/61-phdemotions-research-methods/skills/research-intake) | +| `cs-skills` | core | 10 computer science skills. Trigger: algorithms, systems research, software engineering, security papers. Design: theory, complexity analysis, code-centric research, and security methods. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/cs) | +| `econ-audit` | core | Audit economic analysis outputs (fiscal briefings, macro briefings, market research, longlists, and other quantitative economic documents) against methodology standards, academic literature, and common errors. Runs structured checks across … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/58-charlescoverdale-econstack/econ-audit) | +| `psychology-research-guide` | core | Psychological research methods, experimental design, and analysis | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/social-science/psychology-research-guide) | +| `academic-baseline` | core | Use when working on any empirical academic research context — paper writing, data analysis, literature review, or any task involving citations, results, or publication artifacts. Establishes non-negotiable principles that govern all other … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/60-regisely-superpapers/skills/academic-baseline) | +| `distributed-systems-guide` | core | Distributed systems design patterns and analysis for CS research | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/cs/distributed-systems-guide) | +| `econometrics-r` | core | R-based econometric analysis for academic research. Use when writing R code for panel data, difference-in-differences, instrumental variables, spatial econometrics, or regression analysis. Covers data.table, fixest, sf, modelsummary, and … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/econometrics-r) | +| `humanities-skills` | core | 5 humanities skills. Trigger: textual analysis, archival research, digital humanities, philosophy. Design: digital tools and qualitative methods for humanities scholarship. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/humanities) | +| `methodology-skills` | core | 13 research methodology skills. Trigger: study design, methodology selection, scientific reasoning, mentoring. Design: rigorous methods frameworks covering qualitative, quantitative, and mixed approaches. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology) | +| `regulatory-compliance-guide` | core | Regulatory text mining, compliance research, and policy analysis tools | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/law/regulatory-compliance-guide) | + +## Source: claude-world/director-mode-lite + +- Repository: [https://github.com/claude-world/director-mode-lite](https://github.com/claude-world/director-mode-lite) (commit `9d0c333`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `handoff-gemini` | core | Delegate long-context analysis, research, and large-document summarization to Google Gemini CLI (1M-token context) via non-interactive `gemini -p`, preserving Claude context. Use when the user says 'use gemini'/'hand off to gemini' or a … | [source](https://github.com/claude-world/director-mode-lite/tree/9d0c333/skills/handoff-gemini) | + +## Source: davepoon/buildwithclaude + +- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `moodboard-creator` | core | Create visual moodboards from collected inspiration with iterative refinement. Use after trend research or website analysis to synthesize design direction before implementation. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/frontend-design-pro/skills/moodboard-creator) | + +## 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 | +|---|---|---|---| +| `scientific-critical-thinking` | core | Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-critical-thinking) | +| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/denario) | +| `gepetto` | core | Creates detailed, sectionized implementation plans through research, stakeholder interviews, and multi-LLM review. Use when planning features that need thorough pre-implementation analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/gepetto) | +| `brenda-database` | core | Access BRENDA enzyme database via SOAP API. Retrieve kinetic parameters (Km, kcat), reaction equations, organism data, and substrate-specific enzyme information for biochemical research and metabolic pathway analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/brenda-database) | +| `biomni` | core | Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis. Use this skill when conducting multi-step biomedical research including CRISPR … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/biomni) | +| `fda-database` | core | Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/fda-database) | +| `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) | +| `statistical-analysis` | core | Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption checks, APA reporting, for academic research. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/statistical-analysis) | +| `SEO Optimizer` | core | Search Engine Optimization specialist for content strategy, technical SEO, keyword research, and ranking improvements. Use when optimizing website content, improving search rankings, conducting keyword analysis, or implementing SEO best … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/seo-optimizer) | +| `deep-research-notebooklm` | core | Deep research skill powered by NotebookLM MCP. Conducts structured multi-source research (market analysis, competitive intel, trend analysis, prospect research) using Google NotebookLM as the research engine, then delivers formatted briefs … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/deep-research-notebooklm) | +| `ensembl-database` | core | Query Ensembl genome database REST API for 250+ species. Gene lookups, sequence retrieval, variant analysis, comparative genomics, orthologs, VEP predictions, for genomic research. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/ensembl-database) | + +## Source: Ericyoung-183/alpha-insights + +- Repository: [https://github.com/Ericyoung-183/alpha-insights](https://github.com/Ericyoung-183/alpha-insights) (commit `30c1e87`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `alpha-insights` | core | Business Analyst Skill. Triggered when users ask about business analysis, industry research, competitive analysis, product analysis, business model analysis, business opportunity discovery, market entry strategy, investment decisions, … | [source](https://github.com/Ericyoung-183/alpha-insights/tree/30c1e87) | + +## Source: Eronred/aso-skills + +- Repository: [https://github.com/Eronred/aso-skills](https://github.com/Eronred/aso-skills) (commit `e2a7c45`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `competitor-analysis` | core | When the user wants to analyze competitors' App Store strategy, find keyword gaps, or understand competitive positioning. Also use when the user mentions "competitor analysis", "competitive research", "keyword gap", "what are my … | [source](https://github.com/Eronred/aso-skills/tree/e2a7c45/skills/competitor-analysis) | + +## Source: ferdinandobons/startup-skill + +- Repository: [https://github.com/ferdinandobons/startup-skill](https://github.com/ferdinandobons/startup-skill) (commit `a5f97c3`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `startup-design` | core | Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and validation experiments. Trigger when the user has a startup … | [source](https://github.com/ferdinandobons/startup-skill/tree/a5f97c3/startup-design) | + +## Source: FlorianBruniaux/claude-code-ultimate-guide + +- Repository: [https://github.com/FlorianBruniaux/claude-code-ultimate-guide](https://github.com/FlorianBruniaux/claude-code-ultimate-guide) (commit `5395214`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `plan-pipeline-start` | core | 5-phase planning: PRD analysis, design review, technical decisions, dynamic research team, metrics. Produces a complete implementation plan + ADRs before any code is written. | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/plan-pipeline/start) | +| `talk-stage2-research` | core | Performs git archaeology, changelog analysis, and builds a verified factual timeline by cross-referencing git history with source material. REX mode only (skipped automatically in Concept mode). Use when building a REX talk and you need … | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/talk-pipeline/stage-2-research) | + +## Source: foryourhealth111-pixel/Vibe-Skills + +- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `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) | +| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/denario) | +| `fda-database` | core | Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/fda-database) | +| `statistical-analysis` | core | Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption checks, APA reporting, for academic research. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/statistical-analysis) | +| `market-research-reports` | core | Generate comprehensive market research reports and industry/competitive analysis in the style of top consulting firms. Use for market sizing, competitive landscape, market entry, investment thesis, strategic recommendations, and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/market-research-reports) | + +## Source: gooseworks-ai/goose-skills + +- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `launch-positioning-builder` | core | Research competitors, analyze their messaging, and generate a positioning document with category definition, differentiation claims, value propositions, and proof points. Chains web research, competitor site analysis, and review mining to … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/brand/composites/launch-positioning-builder) | +| `brand-research` | core | Kickoff research for a brand you haven't worked on before — web research, existing-ad analysis from the Meta Ad Library, editorial-grammar profiling, sourced + AI-generated brand assets, hook/CTA libraries, and an ad concept brief. … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/ads/composites/brand-research) | +| `google-ad-scraper` | core | Scrape competitor ads from Google Ads by domain. Returns ad creatives, formats, and campaign details. Use for competitive ad research and messaging analysis. | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/ads/capabilities/google-ad-scraper) | + +## Source: infrasity-labs/dev-gtm-claude-skills + +- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `product-manager-toolkit` | core | Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use when prioritizing features, synthesizing user research, writing … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/product-manager-toolkit) | +| `competitor-profiling` | core | When the user wants to research, profile, or analyze competitors from their URLs. Also use when the user mentions 'competitor profile,' 'competitor research,' 'competitor analysis,' 'profile this competitor,' 'analyze competitor,' … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/competitor-profiling) | +| `customer-research` | core | When the user wants to conduct, analyze, or synthesize customer research. Use when the user mentions "customer research," "ICP research," "talk to customers," "analyze transcripts," "customer interviews," "survey analysis," "support ticket … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/customer-research) | + +## 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 | +|---|---|---|---| +| `yt-research` | core | Research competitor YouTube channels, niches, and trending topics for your content strategy. Use this skill whenever the user says "research channels", "analyze competitors", "find trending topics", "niche analysis", "competitive … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/youtube-strategy/skills/yt-research) | +| `ink-seo` | core | SEO strategy and keyword research — build topic clusters, keyword gap analysis, on-page audit, and prioritized SEO roadmap. Use when asked to "improve our SEO", "do keyword research", "build a topic cluster", or "why aren't we ranking". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/ink-seo) | + +## 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 | +|---|---|---|---| +| `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) | +| `open-notebook` | core | Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis. Use when organizing research materials into notebooks, ingesting diverse content sources (PDFs, videos, audio, web pages, Office … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/open-notebook) | +| `statistical-analysis` | core | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/statistical-analysis) | + +## 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 | +|---|---|---|---| +| `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) | +| `open-notebook` | core | Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis. Use when organizing research materials into notebooks, ingesting diverse content sources (PDFs, videos, audio, web pages, Office … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/open-notebook) | +| `statistical-analysis` | core | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/statistical-analysis) | + +## Source: malob/nix-config + +- Repository: [https://github.com/malob/nix-config](https://github.com/malob/nix-config) (commit `f2ed178`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `deep-research-team` | core | This skill should be used when the user asks for "deep research", "research team", "comprehensive analysis", "research report", "investigate thoroughly", "compare X vs Y in depth", or needs synthesis across multiple sources with … | [source](https://github.com/malob/nix-config/tree/f2ed178/configs/claude/skills/deep-research-team) | + +## 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 | +|---|---|---|---| +| `wiki-researcher` | core | Conducts multi-turn iterative deep research on specific topics within a codebase with zero tolerance for shallow analysis. Use when the user wants an in-depth investigation, needs to understand how something works across multiple files, or … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/deep-wiki/skills/wiki-researcher) | + +## 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: muratcankoylan/ralph-wiggum-marketer + +- Repository: [https://github.com/muratcankoylan/ralph-wiggum-marketer](https://github.com/muratcankoylan/ralph-wiggum-marketer) (commit `4c1f5f3`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ralph-copywriter` | core | Use this skill when the user asks to "analyze my content", "learn my writing style", "research competitors", "find content angles", "improve my blog", "write like me", "embody my brand voice", or mentions content strategy, voice analysis, … | [source](https://github.com/muratcankoylan/ralph-wiggum-marketer/tree/4c1f5f3/skills/copywriter) | + +## 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 | +|---|---|---|---| +| `etsy-competitor-analysis` | core | Competitor research — pricing comparison, bestseller analysis, differentiation strategy | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/etsy-competitor-analysis) | +| `etsy-keyword-research` | core | Etsy search optimization — long-tail keywords, tag research, competitor analysis, seasonal trends | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/etsy-keyword-research) | +| `etsy-seo` | core | Etsy SEO analyzer and optimizer. Improve search visibility with title optimization, tag analysis, description scoring, and keyword research. Includes SEO scoring (0-100), long-tail keyword suggestions, and prioritized action plans. No API … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/etsy-seo) | + +## Source: nowork-studio/NotFair + +- Repository: [https://github.com/nowork-studio/NotFair](https://github.com/nowork-studio/NotFair) (commit `99bda4b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `seo-analysis` | core | Full SEO audit: Google Search Console data + URL Inspection API + PageSpeed Insights API + technical crawl + keyword research + metadata audit + schema markup audit + search intent analysis + Core Web Vitals monitoring. Feeds real GSC data … | [source](https://github.com/nowork-studio/NotFair/tree/99bda4b/seo/seo-analysis) | + +## 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-diverge` | core | Generates 3-5 divergent design directions through JTBD analysis, competitive research, structured brainstorming, and taste evaluation before convergence. Use when the team has a validated problem but hasn't chosen a solution approach. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-diverge) | + +## Source: ognjengt/founder-skills + +- Repository: [https://github.com/ognjengt/founder-skills](https://github.com/ognjengt/founder-skills) (commit `a45931c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `competitor-intel` | core | Analyzes competitors using web research to provide verified business metrics, actionable leverage strategies, and predicted next moves. Use when user needs competitive intelligence, competitor analysis, market positioning insights, or … | [source](https://github.com/ognjengt/founder-skills/tree/a45931c/skills/competitor-intel) | + +## 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 | +|---|---|---|---| +| `preregister` | core | Draft a structured preregistration document (OSF, AsPredicted, or AEA RCT Registry style) from a research spec or free-form study description. Output is a Markdown file with hypotheses, design, sampling plan, analysis plan, exclusions, and … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/preregister) | + +## Source: sanjay3290/ai-skills + +- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `deep-research` | core | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) | + +## Source: softaworks/agent-toolkit + +- Repository: [https://github.com/softaworks/agent-toolkit](https://github.com/softaworks/agent-toolkit) (commit `3027f20`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `gepetto` | core | Creates detailed, sectionized implementation plans through research, stakeholder interviews, and multi-LLM review. Use when planning features that need thorough pre-implementation analysis. | [source](https://github.com/softaworks/agent-toolkit/tree/3027f20/skills/gepetto) | + +## Source: zebbern/claude-code-guide + +- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `vc-industry-research` | core | Generate professional primary market / venture capital industry research reports, including sector deep-dives, investment memos, and market analysis. Produces detailed PDF reports covering TMT, consumer, healthcare, and industrials. … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/vc-industry-research) | diff --git a/references/berufsbild-de.md b/references/berufsbild-de.md new file mode 100644 index 0000000..b978a40 --- /dev/null +++ b/references/berufsbild-de.md @@ -0,0 +1,83 @@ +# Berufsbild (Deutschland) — Research-Manager/in + +> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 136619, +> KldB 2010: B 91344 · 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/136619 + +## Aufgaben und Tätigkeiten kompakt + +Research-Manager und Research-Managerinnen planen Forschungsabläufe, koordinieren Termine und wählen geeignete Methoden wie Umfragen, Social-Media-Analysen oder die Auswertung vorhandener Daten. Sie entwickeln Instrumente wie Fragebögen oder Gesprächsleitfäden, organisieren die Datenerhebung und -aufbereitung und werten die Ergebnisse aus. Darauf basierend erarbeiten sie Handlungsempfehlungen für die Auftraggebenden und beraten diese zu Maßnahmen wie Produktoptimierungen, verbesserten Designs oder einer gezielteren Markt- und Kundenansprache. Als Vermittelnde stimmen sie sich inner- und außerbetrieblich mit den an Entwicklung, Umsetzung und Vermarktung Beteiligten ab. Sie begleiten Projekte über alle Entwicklungsphasen hinweg, überwachen den Erfolg umgesetzter Maßnahmen und berichten regelmäßig an Auftraggebende oder vorgesetzte Stellen. + +## Die Tätigkeit im Überblick + +Research-Manager und Research-Managerinnen entwickeln und koordinieren Markt- und Kundenanalysen, damit Unternehmen Kundenbedürfnisse besser erkennen und Produkte, Dienstleistungen und Marketingstrategien gezielt optimieren können. + +## Trends + +Affective Computing in der MarktforschungAffective Computing erfasst menschliche Gefühle mithilfe von Künstlicher Intelligenz (KI). Die KI-gestützte Sentimentanalyse ermittelt die Stimmung von Texten und Äußerungen. Große Datenmengen ermöglichen dann die Erstellung eines aussagekräftigen Stimmungsbildes. Die KI-gestützte Emotionsanalyse geht einen Schritt weiter. Sie erfasst menschliche Emotionen wie Freude, Überraschung oder Frustration anhand von Mimik, Gestik und Sprache. Diese Technologien ermöglichen z.B. der Marktforschung ein besseres Verständnis von emotionalem Kundenfeedback. Fachkräfte aus diesem Bereich werden sich daher zukünftig verstärkt mit dem Affective Computing auseinandersetzen. + +## Aufgaben und Tätigkeiten im Einzelnen + +Research-Projekte planen, entwickeln und durchführen + Informationen zu Produkten, Zielgruppen und Marketingzielen im Kundengespräch einholen + +Prozesse und Termine planen + + Zielgruppen identifizieren und Marktforschungsinstrumente wählen + + ggf. vorhandene Daten, Marktforschungsplattformen oder Social-Media-Feedback auswerten + + Fragebögen und Leitfäden für Umfragen oder Interviews entwickeln + + externe Dienstleistende oder interne Teams mit der Datenerhebung und -auswertung beauftragen, Termine und Etat, Haushaltsplan; Finanzplan für Einnahmen und Ausgaben +" name="Budget">Budgets überwachen + + bei der Entwicklung von Tools und Produkten mit Projekt- und Entwicklerteams zusammenarbeiten + + Ergebnisse auswerten, Bedürfnisse, Ziele und Probleme der Nutzenden analysieren + + +Ergebnisse präsentieren, Kunden und Kundinnen beraten + Daten z.B. von Marktforschungsinstituten analysieren, selbst erhobene Daten aufbereiten und auswerten + + Daten und Auswertungen z.B. in Form von Reports aufbereiten und den Auftraggebenden zur Verfügung stellen + + Handlungsempfehlungen erarbeiten, z.B. zu Design, Funktionen, Dienstleistungen und Markenentwicklung + +interne und externe Kunden/Kundinnen zu Optimierungen bei Vertriebswegen, Kundenansprache und Marktplatzierung beraten + + Produkte bzw. Projekte während der gesamten Entwicklungs- bzw. Optimierungsphasen begleiten und ggf. Akzeptanz sowie Optimierungspotenzial ermitteln + + +Erfolgscontrolling durchführen und den Auftraggebenden oder vorgesetzten betrieblichen Stellen berichten + +neue Market-Research-Verfahren entwickeln, einführen und an Marktveränderungen anpassen + +## Arbeitsbereiche/Branchen + +Research-Manager und Research-Managerinnen finden Beschäftigung +in Marktforschungsinstituten + +in der Unternehmensberatung + +im Bereich Marktforschung/Marketing in Unternehmen z.B. aus der IT-Branche oder dem Handel + +bei Dienstleistungsunternehmen + +an Hochschulen + +im Öffentlichen Dienst, z.B. bei Kommunalbehörden + +bei Wirtschaftsverbänden + +## Arbeitsorte + +Research-Manager und Research-Managerinnen arbeiten meist +in Büro- und Besprechungsräumen + +bei Kunden/Kundinnen + +Sie arbeiten ggf. auch +im Homeoffice bzw. mobil diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..b840fc4 --- /dev/null +++ b/references/market.md @@ -0,0 +1,80 @@ +# Market evidence report — research-manager + +Source: **20 real job ads** (JSearch API, countries: us 20), extracted into the MSSQL evidence store; as of 2026-07-19. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 13 | 65 % | +| senior | 6 | 30 % | +| lead | 1 | 5 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | Python | 5 | 25 % | +| 2 | Microsoft Office | 3 | 15 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | data analysis | 8 | 40 % | +| 2 | machine learning | 5 | 25 % | +| 3 | artificial intelligence | 3 | 15 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Regional breakdown + +> **Corpus note:** 20 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** — 20 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 | +|---|---| +| CLINICAL RESEARCH MANAGER | 2 | +| Research Scientist | 2 | +| ARLIS IHMS Open Rank (Assistant or Associate) Computer Vision Research Scientist | 1 | +| Client Service Healthcare Research Manager | 1 | +| Clinical Research Manager - Early Drug Development | 1 | +| MRI Research Manager Radiology - HUP | 1 | +| Principal Research Scientist - AI/ML, Applied Statistics & Advanced Analytics | 1 | +| Regulatory Bioassay Research Scientist Jobs | 1 | +| Research Manager | 1 | +| Senior Clinical Research Manager - Trials & Compliance | 1 | +| Senior Director - Americas Head of Multifamily Research | 1 | +| Senior Director -Policy and Research (Research Unit) | 1 | +| Senior Director, Research | 1 | +| Senior Machine Learning Research Scientist - Secure AI Lab | 1 | +| Senior Research Scientist | 1 | +| Senior Research Scientist - TS/SCI (FSP) | 1 | +| Sr. Clinical Research Manager; Neurology | 1 | +| Structural Biology Research Scientist Jobs | 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..cc12c56 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,24 @@ +# Occupation profile — research manager + +- **ESCO URI:** http://data.europa.eu/esco/occupation/c02ee787-c30b-4f0d-9d7f-6eb36fc44a5d +- **ESCO code:** 1223.2.2 +- **ISCO-08 group:** 1223 — Research and development managers +- **O*NET-SOC:** 11-9121.00 — Natural Sciences Managers (match: exactMatch) + +## Description (ESCO) + +Research managers oversee the research and development functions of a research facility or program or university. They support the executive staff, coordinate work activities, and monitor staff and research projects. They may work in a wide array of sectors, such as the chemical, technical and life sciences sector. Research managers can also advise on research and execute research themselves. + +## Definition + +nan + +## Alternative labels + +- research scientist +- chief science officer +- principal research scientist +- head laboratory analyst +- scientific research director +- head of laboratory +- scientific director diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..3374c3a --- /dev/null +++ b/references/skills.md @@ -0,0 +1,56 @@ +# Competences — research manager + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/c02ee787-c30b-4f0d-9d7f-6eb36fc44a5d). + +## Essential + +- **cope with challenging demands** (skill/competence) +- **discuss research proposals** (skill/competence) +- **estimate duration of work** (skill/competence) +- **manage budgets** (skill/competence) +- **manage research and development projects** (skill/competence) +- **manage staff** (skill/competence) +- **multidisciplinary research** (knowledge) +- **perform scientific research** (skill/competence) +- **project management** (knowledge) +- **provide project information on exhibitions** (skill/competence) +- **report analysis results** (skill/competence) +- **research design** (knowledge) +- **respect cultural differences in the field of exhibition** (skill/competence) +- **scientific research methodology** (knowledge) +- **study a collection** (skill/competence) +- **study topics** (skill/competence) +- **work independently on exhibitions** (skill/competence) + +## Optional + +- biology (knowledge) +- chemistry (knowledge) +- computational chemistry (knowledge) +- conduct qualitative research (skill/competence) +- conduct quantitative research (skill/competence) +- direct an artistic team (skill/competence) +- evaluate employees (skill/competence) +- image recognition (knowledge) +- interact with an audience (skill/competence) +- laboratory techniques (knowledge) +- liaise with cultural partners (skill/competence) +- perform project management (skill/competence) +- physics (knowledge) +- present exhibition (skill/competence) +- project management principles (knowledge) +- urban sustainability (knowledge) +- use ICT resources to solve work related tasks (skill/competence) + + + +## Market evidence (job-ad analysis, 20 ads, as of 2026-07-19) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- data analysis — **40 %** +- machine learning — **25 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..ea23996 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,53 @@ +# Tasks & work activities — research manager + +Source: O*NET 30.3, occupation 11-9121.00 (Natural Sciences Managers). + +## Task statements + +- **[Core]** Confer with scientists, engineers, regulators, or others to plan or review projects or to provide technical assistance. +- **[Core]** Develop client relationships and communicate with clients to explain proposals, present research findings, establish specifications, or discuss project status. +- **[Core]** Plan or direct research, development, or production activities. +- **[Core]** Prepare project proposals. +- **[Core]** Design or coordinate successive phases of problem analysis, solution proposals, or testing. +- **[Core]** Review project activities and prepare and review research, testing, or operational reports. +- **[Core]** Hire, supervise, or evaluate engineers, technicians, researchers, or other staff. +- **[Core]** Determine scientific or technical goals within broad outlines provided by top management and make detailed plans to accomplish these goals. +- **[Core]** Develop or implement policies, standards, or procedures for the architectural, scientific, or technical work performed to ensure regulatory compliance or operations enhancement. +- **[Core]** Develop innovative technology or train staff for its implementation. +- **[Core]** Conduct own research in field of expertise. +- **[Core]** Recruit personnel or oversee the development or maintenance of staff competence. +- **[Core]** Prepare and administer budgets, approve and review expenditures, and prepare financial reports. +- **[Core]** Make presentations at professional meetings to further knowledge in the field. +- **[Supplemental]** Provide for stewardship of plant or animal resources or habitats, studying land use, monitoring animal populations, or providing shelter, resources, or medical treatment for animals. +- **[Supplemental]** Advise or assist in obtaining patents or meeting other legal requirements. + +## Detailed work activities + +- Advise others about land management or conservation. +- Advise others on legal or regulatory compliance matters. +- Analyze data to inform operational decisions or activities. +- Approve expenditures. +- Communicate organizational information to customers or other stakeholders. +- Conduct employee training programs. +- Conduct research of processes in natural or industrial ecosystems. +- Conduct research to gain information about products or processes. +- Coordinate operational activities with external stakeholders. +- Develop operating strategies, plans, or procedures. +- Develop organizational goals or objectives. +- Develop organizational methods or procedures. +- Develop organizational policies or programs. +- Direct organizational operations, projects, or services. +- Establish interpersonal business relationships to facilitate work activities. +- Evaluate employee performance. +- Hire personnel. +- Implement organizational process or policy changes. +- Manage human resources activities. +- Manage operations, research, or logistics projects. +- Monitor animal behavior or condition. +- Prepare financial documents, reports, or budgets. +- Prepare operational budgets. +- Prepare operational progress or status reports. +- Prepare proposals or grant applications to obtain project funding. +- Present information to the public. +- Recruit personnel. +- Supervise employees. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..71b51aa --- /dev/null +++ b/references/tools.md @@ -0,0 +1,46 @@ +# Tools & technology — research manager + +Source: O*NET 30.3 'Software Skills' for 11-9121.00. + +| Software | Category | Hot technology | +|---|---|---| +| IBM SPSS Statistics | Analytical or scientific software | yes | +| SAS | Analytical or scientific software | yes | +| The MathWorks MATLAB | Analytical or scientific software | yes | +| Oracle Database | Data base management system software | yes | +| Microsoft Access | Data base user interface and query software | yes | +| Structured query language SQL | Data base user interface and query software | yes | +| Adobe Acrobat | Document management software | yes | +| Microsoft SharePoint | Document management software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| ESRI ArcGIS software | Geographic information system | yes | +| Adobe Photoshop | Graphics or photo imaging software | yes | +| R | Object or component oriented development software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Visio | Process mapping and design software | yes | +| Microsoft Project | Project management software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Microsoft Word | Word processing software | yes | +| Laboratory information management system LIMS | Analytical or scientific software | | +| StataCorp Stata | Analytical or scientific software | | +| STATISTICA | Analytical or scientific software | | +| SAP Business Objects | Data base reporting software | | +| Clinical trial management software | Data base user interface and query software | | +| Integrated development environment IDE software | Development environment software | | +| Graphics software | Graphics or photo imaging software | | +| Web browser software | Internet browser software | | +| IBM Lotus 1-2-3 | Spreadsheet software | | + + + +## Market evidence (job-ad analysis, 20 ads, as of 2026-07-19) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- Python — **25 %** + +