feat: research-and-development-manager skill package v0.1.0

2026-08-14 16:24:20 +02:00
commit a9d5370fb1
9 changed files with 1179 additions and 0 deletions
--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — research-and-development-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-and-development-manager
+    "ESCO (occupation & competences)" : 83
+    "O*NET (tasks & tools)" : 73
+    "Job boards (market evidence)" : 124
+    "Anthropic official Claude skills" : 6
+    "External AI skill packs (mapped)" : 185
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 83 | 17.6 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 73 | 15.5 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 124 | 26.3 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 6 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 185 | 39.3 % | 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).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,61 @@
+---
+name: research-and-development-manager
+description: "Occupational skill for the role 'research and development manager' (also: market research manager, research and development associate, product research development manager, research and development director, researcher, research and development supervisor). Use when the user asks for typical research and development 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 And Development Manager
+
+Research and development managers coordinate the efforts of scientists, academical researchers, product developers, and market researchers towards the creation of new products, the improvement of current ones or other research activities, including scientific research. They manage and plan research and development activities of an organisation, specify goals and budget requirements and manage the staff.
+
+## 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)
+
+- analyse business plans
+- analyse external factors of companies
+- analyse internal factors of companies
+- assess the feasibility of implementing developments
+- carry out strategic research
+- corporate social responsibility
+- identify new business opportunities
+- industrial research and development
+- innovation processes
+- intellectual property law
+- interact professionally in research and professional environments
+- manage budgets
+- manage intellectual property rights
+- manage personal professional development
+- manage research and development projects
+
+## 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/73ceb2f9-18e3-4cfe-9c06-e9fb31ece440), O*NET 30.3 (11-9121.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,292 @@
+{
+  "name": "research-and-development-manager",
+  "title": "research and development manager",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/73ceb2f9-18e3-4cfe-9c06-e9fb31ece440",
+    "esco_code": "1223.2",
+    "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": 28,
+    "skills_optional": 54,
+    "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
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 11
+      },
+      "ferdinandobons/startup-skill": {
+        "repo": "https://github.com/ferdinandobons/startup-skill",
+        "commit": "a5f97c3",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Ericyoung-183/alpha-insights": {
+        "repo": "https://github.com/Ericyoung-183/alpha-insights",
+        "commit": "30c1e87",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ognjengt/founder-skills": {
+        "repo": "https://github.com/ognjengt/founder-skills",
+        "commit": "a45931c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 11
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 5
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 2
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 4
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "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
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 2
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "AlpacaLabsLLC/skills-for-architects": {
+        "repo": "https://github.com/AlpacaLabsLLC/skills-for-architects",
+        "commit": "4476576",
+        "license": "MIT",
+        "skills": 1
+      },
+      "coreyhaines31/makerskills": {
+        "repo": "https://github.com/coreyhaines31/makerskills",
+        "commit": "17218de",
+        "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": 2
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 2
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 1
+      },
+      "KhazP/vibe-coding-prompt-template": {
+        "repo": "https://github.com/KhazP/vibe-coding-prompt-template",
+        "commit": "e063721",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 5
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "alirezarezvani/claude-code-skill-factory": {
+        "repo": "https://github.com/alirezarezvani/claude-code-skill-factory",
+        "commit": "ba18b31",
+        "license": "MIT",
+        "skills": 1
+      },
+      "robertguss/claude-skills": {
+        "repo": "https://github.com/robertguss/claude-skills",
+        "commit": "c31f3be",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Eronred/aso-skills": {
+        "repo": "https://github.com/Eronred/aso-skills",
+        "commit": "e2a7c45",
+        "license": "MIT",
+        "skills": 1
+      },
+      "staruhub/ClaudeSkills": {
+        "repo": "https://github.com/staruhub/ClaudeSkills",
+        "commit": "3d4045d",
+        "license": "MIT",
+        "skills": 1
+      },
+      "himself65/finance-skills": {
+        "repo": "https://github.com/himself65/finance-skills",
+        "commit": "87f688e",
+        "license": "MIT",
+        "skills": 3
+      },
+      "gooseworks-ai/goose-skills": {
+        "repo": "https://github.com/gooseworks-ai/goose-skills",
+        "commit": "94ec916",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 2
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Paramchoudhary/ResumeSkills": {
+        "repo": "https://github.com/Paramchoudhary/ResumeSkills",
+        "commit": "74ae19e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 3
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 2
+      },
+      "malob/nix-config": {
+        "repo": "https://github.com/malob/nix-config",
+        "commit": "f2ed178",
+        "license": "MIT",
+        "skills": 1
+      },
+      "softaworks/agent-toolkit": {
+        "repo": "https://github.com/softaworks/agent-toolkit",
+        "commit": "3027f20",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 76,
+      "adjacent": 4
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 83,
+      "onet": 73,
+      "jobads": 124,
+      "wiki_ai": 0,
+      "anthropic": 6,
+      "ai_skills": 185,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 17.6,
+      "onet": 15.5,
+      "jobads": 26.3,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 39.3,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,394 @@
+# External AI agent skills — research-and-development-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 |
+|---|---|---|---|
+| `market-research-platform` | core | Integration with market research platforms and survey tools for primary and secondary research | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/marketing/skills/market-research-platform) |
+| `Persona Development` | core | Create and maintain user personas from research data for product targeting | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/persona-development) |
+| `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) |
+| `market-research-aggregator` | core | Market intelligence aggregation skill for synthesizing market data from multiple sources | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/decision-intelligence/skills/market-research-aggregator) |
+| `spec-creation` | core | Feature specification creation from codebase research. Produces requirements, acceptance criteria, architecture decisions, implementation plans, and risk analysis. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/claudekit/skills/spec-creation) |
+
+## 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 |
+|---|---|---|---|
+| `serp-analysis` | core | Use when the user asks to "analyze the SERP" or "SERP分析"; maps SERP features, layout, ranking factors, search intent, AI Overviews, and snippet opportunities for a query. Not for keyword demand discovery — use keyword-research. SERP分析/搜索结果 | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/seo-geo/research/serp-analysis) |
+
+## Source: affaan-m/everything-claude-code
+
+- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `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) |
+| `ito-data-atlas-agent` | core | Design background Data Atlas style agents for Itô basket research, market discovery, parameter drafting, and human-in-the-loop editing. Use for architecture and workflow planning, not live order execution. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/ito-data-atlas-agent) |
+| `ito-market-intelligence` | core | Research prediction-market events, venues, underliers, liquidity, and news context for Itô basket workflows. Use for read-only market intelligence, API-gated Itô exploration, and source-grounded prediction-market briefings without … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/ito-market-intelligence) |
+
+## 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) |
+
+## 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 |
+|---|---|---|---|
+| `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 for feature prioritization, user research synthesis, requirement … | [source](https://github.com/anbeime/skill/tree/ddad607/skills/product-manager-toolkit/product-manager-toolkit) |
+
+## 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) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `market-research` | core | Industry and market research. Market sizing, structure, competition, regulation, supply chains, pricing, M&A. Produces a single compact, source-cited research report with Porter's Five Forces, HHI / CR4, PESTLE, and trade flows. Supports … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/58-charlescoverdale-econstack/market-research) |
+| `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) |
+| `d4` | core | Agent D4 - Measurement Instrument Developer - Scale construction and psychometric validation. Covers item development, validity evidence, and reliability testing for social science research. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/d4) |
+| `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) |
+| `execute-plan` | core | Use when a research implementation plan exists in docs/superpapers/plans/ and the user is ready to execute it — collecting data, running analysis, producing outputs, writing the paper. Orchestrates task execution with replication-driven … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/60-regisely-superpapers/skills/execute-plan) |
+| `financial-data-analysis` | core | Methods for acquiring, cleaning, and analyzing financial datasets for research | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/finance/financial-data-analysis) |
+
+## Source: coreyhaines31/makerskills
+
+- Repository: [https://github.com/coreyhaines31/makerskills](https://github.com/coreyhaines31/makerskills) (commit `17218de`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | When you want multi-source, multi-step research on a topic — competitor research before a sales call, market research for a new business idea, positioning angles, due diligence on a partnership or podcast guest, tech decision research … | [source](https://github.com/coreyhaines31/makerskills/tree/17218de/skills/deep-research) |
+
+## 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 |
+|---|---|---|---|
+| `lead-research-assistant` | core | Identifies high-quality leads for your product or service by analyzing your business, searching for target companies, and providing actionable contact strategies. Perfect for sales, business development, and marketing professionals. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/lead-research-assistant) |
+| `market-research` | core | Manages the founder's market understanding — running initial market research, updating findings, and answering questions about market size, customer segments, buying behavior, pricing benchmarks, and industry trends. Use when the … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/startup-superpowers/skills/market-research) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `lead-research-assistant` | core | Identifies high-quality leads for your product or service by analyzing your business, searching for target companies, and providing actionable contact strategies. Perfect for sales, business development, and marketing professionals. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/lead-research-assistant) |
+| `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 for feature prioritization, user research synthesis, requirement … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/product-manager-toolkit) |
+| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/market-research-reports) |
+| `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) |
+| `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) |
+| `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) |
+| `salary-negotiation-prep` | core | Research market rates, build negotiation strategy, and create counter-offer scripts. Use when the user mentions salary negotiation, counter offer, compensation discussion, or pay raise conversation. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/career/salary-negotiation-prep) |
+| `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) |
+| `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) |
+| `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) |
+
+## 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: 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `market-research` | core | Research market trends, size, competitors, and growth opportunities | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/research/capabilities/market-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: himself65/finance-skills
+
+- Repository: [https://github.com/himself65/finance-skills](https://github.com/himself65/finance-skills) (commit `87f688e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `discord-reader` | core | Read Discord for financial research using opencli (read-only). Use this skill whenever the user wants to read Discord channels, search for messages in trading servers, view guild/channel info, monitor crypto or market discussion groups, or … | [source](https://github.com/himself65/finance-skills/tree/87f688e/plugins/social-readers/skills/discord-reader) |
+| `telegram-reader` | core | Read Telegram channels and groups for financial news and market research using tdl (read-only). Use this skill whenever the user wants to read Telegram channels, export messages from financial Telegram groups, list their Telegram chats, … | [source](https://github.com/himself65/finance-skills/tree/87f688e/plugins/social-readers/skills/telegram-reader) |
+| `twitter-reader` | core | Read Twitter/X for financial research using opencli (read-only). Use this skill whenever the user wants to read their Twitter feed, search for financial tweets, view bookmarks, look up user profiles, or gather market sentiment from … | [source](https://github.com/himself65/finance-skills/tree/87f688e/plugins/social-readers/skills/twitter-reader) |
+
+## 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) |
+| `salary-negotiation-prep` | core | Research market rates, build negotiation strategy, and create counter-offer scripts | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/salary-negotiation-prep) |
+
+## 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) |
+| `find-service-providers` | core | Use whenever the user wants to find, shortlist, vet, enrich, or research US professional-services firms — law, marketing, consulting, accounting, IT services, architecture, engineering, HR, PR, design, and similar B2B service providers. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/mcp/servicegraph/skills/find-service-providers) |
+
+## 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) |
+| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/market-research-reports) |
+
+## 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) |
+| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/market-research-reports) |
+
+## Source: KhazP/vibe-coding-prompt-template
+
+- Repository: [https://github.com/KhazP/vibe-coding-prompt-template](https://github.com/KhazP/vibe-coding-prompt-template) (commit `e063721`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `vibe-research` | core | Deep research and market validation for app ideas. Use when starting a new project, validating an idea, or when the user says "research my idea", "validate my app", or "help me start a new project". | [source](https://github.com/KhazP/vibe-coding-prompt-template/tree/e063721/.claude/skills/vibe-research) |
+
+## 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: 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 |
+|---|---|---|---|
+| `user-interview-synthesis` | core | Synthesises user interview transcripts into structured research findings. Use when asked to analyse interview notes, synthesise qualitative research, identify themes from interviews, or turn raw interview data into actionable product … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-discovery/skills/user-interview-synthesis) |
+
+## Source: nexscope-ai/eCommerce-Skills
+
+- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `tiktok-shop-product-research` | core | Product research for TikTok Shop — viral potential scoring, creator demand, category analysis | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/tiktok-shop-product-research) |
+| `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-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: nexu-io/open-design
+
+- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `x-research` | core | X/Twitter public sentiment research for recent market, company, product, or community discourse. Use when the brief asks what people are saying on X, Twitter sentiment, CT sentiment, public opinion, expert posts, or social reaction around … | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/x-research) |
+
+## Source: nWave-ai/nWave
+
+- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `nw-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: Paramchoudhary/ResumeSkills
+
+- Repository: [https://github.com/Paramchoudhary/ResumeSkills](https://github.com/Paramchoudhary/ResumeSkills) (commit `74ae19e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `salary-negotiation-prep` | core | Research market rates, build negotiation strategy, and create counter-offer scripts | [source](https://github.com/Paramchoudhary/ResumeSkills/tree/74ae19e/skills/salary-negotiation-prep) |
+
+## 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 |
+|---|---|---|---|
+| `book-market-research` | core | Assess commercial viability of book concepts for Amazon KDP self-publishing. Use when the user has a Book Concept Document and wants to understand market demand, competition, pricing, and positioning before committing to write. Produces a … | [source](https://github.com/robertguss/claude-skills/tree/c31f3be/skills/non-fiction-book-factory/book-market-research) |
+
+## Source: sanjay3290/ai-skills
+
+- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) |
+
+## Source: 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: staruhub/ClaudeSkills
+
+- Repository: [https://github.com/staruhub/ClaudeSkills](https://github.com/staruhub/ClaudeSkills) (commit `3d4045d`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Use this skill when the user wants an evidence-based research memo, literature review, market/policy/technical landscape, or a multi-source decision brief with citations, trade-offs, and a clear conclusion. Best for tasks that need … | [source](https://github.com/staruhub/ClaudeSkills/tree/3d4045d/skills/Geek-skills-deep-research) |
+
+## Source: zebbern/claude-code-guide
+
+- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `vc-industry-research` | core | Generate professional primary market / venture capital industry research reports, including sector deep-dives, investment memos, and market analysis. Produces detailed PDF reports covering TMT, consumer, healthcare, and industrials. … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/vc-industry-research) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,65 @@
+# Market evidence report — research-and-development-manager
+
+Source: **8 real job ads** (JSearch API, countries: us 8), 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 | 7 | 88 % |
+| senior | 1 | 12 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | data analysis | 4 | 50 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Regional breakdown
+
+> **Corpus note:** 8 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** — 8 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### EU/DACH (de, at, ch, nl)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Assistant Manager of Fabric R&D - Production | 1 |
+| Assistant R&D Manager ( {{city}}) at CCI Prime Bethlehem, PA | 1 |
+| Brand Insights Lead - Hybrid Research Manager | 1 |
+| Healthcare Market Research Manager: Client Insight Lead | 1 |
+| Ice Cream R&D Innovator (Contract) — End 2027 | 1 |
+| Manager, Insurance Product Market Research | 1 |
+| Senior Director, Network Research and Development | 1 |
+| Senior Insights & Market Research Manager | 1 |
+
+Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,23 @@
+# Occupation profile — research and development manager
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/73ceb2f9-18e3-4cfe-9c06-e9fb31ece440
+- **ESCO code:** 1223.2
+- **ISCO-08 group:** 1223 — Research and development managers
+- **O*NET-SOC:** 11-9121.00 — Natural Sciences Managers (match: exactMatch)
+
+## Description (ESCO)
+
+Research and development managers coordinate the efforts of scientists, academical researchers, product developers, and market researchers towards the creation of new products, the improvement of current ones or other research activities, including scientific research. They manage and plan research and development activities of an organisation, specify goals and budget requirements and manage the staff.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- market research manager
+- research and development associate
+- product research development manager
+- research and development director
+- researcher
+- research and development supervisor
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,203 @@
+# Competences — research and development manager
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/73ceb2f9-18e3-4cfe-9c06-e9fb31ece440).
+
+## Essential
+
+- **analyse business plans** (skill/competence)
+- **analyse external factors of companies** (skill/competence)
+- **analyse internal factors of companies** (skill/competence)
+- **assess the feasibility of implementing developments** (skill/competence)
+- **carry out strategic research** (skill/competence)
+- **corporate social responsibility** (knowledge)
+- **identify new business opportunities** (skill/competence)
+- **industrial research and development** (knowledge)
+- **innovation processes** (knowledge)
+- **intellectual property law** (knowledge)
+- **interact professionally in research and professional environments** (skill/competence)
+- **manage budgets** (skill/competence)
+- **manage intellectual property rights** (skill/competence)
+- **manage personal professional development** (skill/competence)
+- **manage research and development projects** (skill/competence)
+- **manage staff** (skill/competence)
+- **market research** (knowledge)
+- **marketing principles** (knowledge)
+- **mitigate waste of resources** (skill/competence)
+- **perform market research** (skill/competence)
+- **perform project management** (skill/competence)
+- **project management** (knowledge)
+- **report analysis results** (skill/competence)
+- **represent the organisation** (skill/competence)
+- **seek innovation in current practices** (skill/competence)
+- **speak different languages** (skill/competence)
+- **synthesise information** (skill/competence)
+- **think abstractly** (skill/competence)
+
+## Optional
+
+- analyse consumer buying trends (skill/competence)
+- analyse economic trends (skill/competence)
+- analyse financial risk (skill/competence)
+- analyse market financial trends (skill/competence)
+- analyse production processes for improvement (skill/competence)
+- apply blended learning (skill/competence)
+- apply for research funding (skill/competence)
+- apply research ethics and scientific integrity principles in research activities (skill/competence)
+- apply scientific methods (skill/competence)
+- assist scientific research (skill/competence)
+- collaborate with engineers (skill/competence)
+- commercial law (knowledge)
+- communicate with a non-scientific audience (skill/competence)
+- conduct research across disciplines (skill/competence)
+- conduct research interview (skill/competence)
+- contact scientists (skill/competence)
+- cost management (knowledge)
+- create a financial plan (skill/competence)
+- demonstrate disciplinary expertise (skill/competence)
+- develop product design (skill/competence)
+- develop product policies (skill/competence)
+- develop professional network with researchers and scientists (skill/competence)
+- disseminate results to the scientific community (skill/competence)
+- draft scientific or academic papers and technical documentation (skill/competence)
+- ensure finished product meet requirements (skill/competence)
+- evaluate research activities (skill/competence)
+- funding methods (knowledge)
+- identify customer's needs (skill/competence)
+- increase the impact of science on policy and society (skill/competence)
+- integrate gender dimension in research (skill/competence)
+- integrate shareholders' interests in business plans (skill/competence)
+- interview people (skill/competence)
+- interview techniques (knowledge)
+- keep up with trends (skill/competence)
+- keep updated on innovations in various business fields (skill/competence)
+- manage findable accessible interoperable and reusable data (skill/competence)
+- manage open publications (skill/competence)
+- manage product testing (skill/competence)
+- manage research data (skill/competence)
+- marketing management (knowledge)
+- mentor individuals (skill/competence)
+- operate open source software (skill/competence)
+- perform scientific research (skill/competence)
+- plan product management (skill/competence)
+- promote open innovation in research (skill/competence)
+- promote the participation of citizens in scientific and research activities (skill/competence)
+- promote the transfer of knowledge (skill/competence)
+- provide improvement strategies (skill/competence)
+- publish academic research (skill/competence)
+- risk management (knowledge)
+- sales strategies (knowledge)
+- teach in academic or vocational contexts (skill/competence)
+- wind energy (knowledge)
+- write scientific publications (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 8 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- data analysis — **50 %**
+- market research — **25 %**
+- product development — **25 %**
+- project management — **12 %**
+- prototype scale-up — **12 %**
+- market monitoring — **12 %**
+- process optimization — **12 %**
+- quality assurance — **12 %**
+- regulatory compliance — **12 %**
+- research — **12 %**
+- research and development — **12 %**
+- market trend analysis — **12 %**
+- ingredient functionality analysis — **12 %**
+- network architecture — **12 %**
+- network engineering — **12 %**
+- optical systems — **12 %**
+- consumer behavior analysis — **12 %**
+- consumer segmentation — **12 %**
+- ai infrastructure — **12 %**
+- automation — **12 %**
+- bom maintenance — **12 %**
+- client relationship management — **12 %**
+- competitive intelligence — **12 %**
+- formulation — **12 %**
+- garment costing — **12 %**
+- financial target management — **12 %**
+- food product development — **12 %**
+- healthcare strategy — **12 %**
+- ip networking — **12 %**
+- research project management — **12 %**
+- security — **12 %**
+- sensory evaluation — **12 %**
+- shelf-life studies — **12 %**
+- scientific analysis — **12 %**
+- strategic consulting — **12 %**
+- survey design — **12 %**
+- technology strategy — **12 %**
+
+### Methods
+
+- USDA regulations — **12 %**
+- validation — **12 %**
+- structured experiments — **12 %**
+- secondary research — **12 %**
+- stop/continue decision-making — **12 %**
+- GMP — **12 %**
+- HACCP — **12 %**
+- experimentation — **12 %**
+- FDA regulations — **12 %**
+- quantitative research — **12 %**
+- qualitative research — **12 %**
+- market assessment — **12 %**
+- primary research — **12 %**
+
+### Responsibilities
+
+- primary research execution — **12 %**
+- problem solving — **12 %**
+- product development — **12 %**
+- product performance analysis — **12 %**
+- research process management — **12 %**
+- renovation support — **12 %**
+- partner across functions — **12 %**
+- ingredient sourcing — **12 %**
+- innovation support — **12 %**
+- insight delivery — **12 %**
+- insight translation — **12 %**
+- market trend analysis — **12 %**
+- market trend monitoring — **12 %**
+- data manipulation — **12 %**
+- deadline monitoring — **12 %**
+- define rd charter — **12 %**
+- documentation maintenance — **12 %**
+- drive stop/continue decisions — **12 %**
+- establish reporting mechanisms — **12 %**
+- competitor activity analysis — **12 %**
+- communication with asia-based teams — **12 %**
+- brand health monitoring — **12 %**
+- build rd team — **12 %**
+- client communication — **12 %**
+- client relationship development — **12 %**
+- influence enterprise strategy — **12 %**
+- formula optimization — **12 %**
+- issue resolution — **12 %**
+- large data set handling — **12 %**
+- lead network r&d — **12 %**
+- liability management — **12 %**
+- manage rd portfolio — **12 %**
+- manufacturing process implementation — **12 %**
+- margin improvement — **12 %**
+- market analysis — **12 %**
+- rd activities support — **12 %**
+- secondary research execution — **12 %**
+- successful launch driving — **12 %**
+- supplier coordination — **12 %**
+- strategy execution — **12 %**
+- research project management — **12 %**
+- research summary development — **12 %**
+- translate technology trends — **12 %**
+- survey design — **12 %**
+- technical support — **12 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,53 @@
+# Tasks & work activities — research and development 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.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,57 @@
+# Tools & technology — research and development 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 -->
+
+## Market evidence (job-ad analysis, 8 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Microsoft Excel — **25 %**
+- Microsoft Outlook — **12 %**
+- Microsoft PowerPoint — **12 %**
+- Microsoft Word — **12 %**
+- PLM system — **12 %**
+- Microsoft Access — **12 %**
+- Microsoft Dynamics GP — **12 %**
+- R (optional) — **12 %**
+- Python (optional) — **12 %**
+- SAGE X3 — **12 %**
+- SAP PLM — **12 %**
+- SQL — **12 %**
+
+<!-- market-evidence -->