feat: department-manager skill package v0.1.0

2026-08-14 16:22:47 +02:00
commit 3e39e566eb
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — department-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 — department-manager
+    "ESCO (occupation & competences)" : 81
+    "O*NET (tasks & tools)" : 111
+    "Job boards (market evidence)" : 78
+    "Anthropic official Claude skills" : 6
+    "External AI skill packs (mapped)" : 170
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 81 | 18.2 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 111 | 24.9 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 78 | 17.5 % | 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) | 170 | 38.1 % | 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 +1,64 @@
+---
+name: department-manager
+description: "Occupational skill for the role 'department manager' (also: business unit manager, unit manager, business unit coordinator, department coordinator, unit director, division manager). Use when the user asks for typical department manager work such as: typical department manager responsibilities"
+---
+
+# Department Manager
+
+Department managers are responsible for the operations of a certain division or department of a company. They ensure objectives and goals are reached and manage employees.
+
+## Core workflow
+
+
+## How to use this skill
+
+- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
+- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
+- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
+- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
+- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
+
+## Key competences (essential)
+
+- abide by business ethical code of conducts
+- assume responsibility for the management of a business
+- collaborate in company's daily operations
+- company policies
+- conclude business agreements
+- corporate social responsibility
+- create a financial plan
+- ensure lawful business operations
+- exercise stewardship
+- follow company standards
+- liaise with managers
+- manage staff
+- recruit employees
+- report on overall management of a business
+- strategic planning
+
+## Hot technologies
+
+- Adobe Acrobat
+- Adobe After Effects
+- Adobe InDesign
+- Adobe Photoshop
+- Autodesk AutoCAD
+- Intuit QuickBooks
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Outlook
+- Microsoft PowerPoint
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 31 gated job ads (see references/market.md, as of 2026-07-11):
+
+- Microsoft Office — 13 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/94e0bedd-e56e-42be-a5a4-b74a260f437c), O*NET 30.3 (11-3051.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,262 @@
+{
+  "name": "department-manager",
+  "title": "department manager",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/94e0bedd-e56e-42be-a5a4-b74a260f437c",
+    "esco_code": "1219.4",
+    "isco_group": "1219",
+    "onet_soc": "11-3051.00",
+    "crosswalk_match": "manual nearest via ISCO 1219 (Industrial Production Managers)"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 0,
+    "dwas": 0,
+    "skills_essential": 16,
+    "skills_optional": 64,
+    "software": 0
+  },
+  "enrichment_ai_skills": {
+    "generated": "2026-07-14",
+    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
+    "sources": {
+      "anthropics/skills": {
+        "repo": "https://github.com/anthropics/skills",
+        "commit": "f6656c1",
+        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
+        "skills": 3
+      },
+      "wshobson/agents": {
+        "repo": "https://github.com/wshobson/agents",
+        "commit": "6fd3247",
+        "license": "MIT (c) Seth Hobson",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 4
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 1
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 2
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 2
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 3
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 3
+      },
+      "ferdinandobons/startup-skill": {
+        "repo": "https://github.com/ferdinandobons/startup-skill",
+        "commit": "a5f97c3",
+        "license": "MIT",
+        "skills": 1
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 10
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 12
+      },
+      "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
+      },
+      "microsoft/power-platform-skills": {
+        "repo": "https://github.com/microsoft/power-platform-skills",
+        "commit": "0d7ed9a",
+        "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": 3
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 1
+      },
+      "AgriciDaniel/claude-seo": {
+        "repo": "https://github.com/AgriciDaniel/claude-seo",
+        "commit": "6cf1ea9",
+        "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
+      },
+      "indranilbanerjee/digital-marketing-pro": {
+        "repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
+        "commit": "a3d119c",
+        "license": "MIT",
+        "skills": 2
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 5
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 5
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "OpenRaiser/NanoResearch": {
+        "repo": "https://github.com/OpenRaiser/NanoResearch",
+        "commit": "7144364",
+        "license": "MIT",
+        "skills": 1
+      },
+      "AgriciDaniel/claude-blog": {
+        "repo": "https://github.com/AgriciDaniel/claude-blog",
+        "commit": "49842ea",
+        "license": "MIT",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 69,
+      "adjacent": 11
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 81,
+      "onet": 111,
+      "jobads": 78,
+      "wiki_ai": 0,
+      "anthropic": 6,
+      "ai_skills": 170,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 18.2,
+      "onet": 24.9,
+      "jobads": 17.5,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 38.1,
+      "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 +1,354 @@
+# External AI agent skills — department-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) |
+| `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) |
+| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
+
+## Source: wshobson/agents
+
+- Repository: [https://github.com/wshobson/agents](https://github.com/wshobson/agents) (commit `6fd3247`, retrieved 2026-07-14)
+- License: MIT (c) Seth Hobson
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `team-collaboration-dx-optimizer (agent)` | adjacent | Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed. | [source](https://github.com/wshobson/agents/tree/main/plugins/team-collaboration/agents/dx-optimizer.md) |
+
+## Source: a5c-ai/babysitter
+
+- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) |
+| `context-engineering` | core | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) |
+| `financial-calculator` | core | Automated calculation of business case financial metrics including NPV, IRR, ROI, and TCO | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/business-analysis/skills/financial-calculator) |
+
+## 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 |
+|---|---|---|---|
+| `agentic-os` | core | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) |
+| `investor-materials` | core | Create and update pitch decks, one-pagers, investor memos, accelerator applications, financial models, and fundraising materials. Use when the user needs investor-facing documents, projections, use-of-funds tables, milestone plans, or … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/investor-materials) |
+
+## Source: AgriciDaniel/claude-blog
+
+- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `blog-calendar` | core | Generate editorial calendars for blogs with topic clusters, publishing schedules, content decay detection, freshness update plans, seasonal opportunities, content mix formula, template integration, and distribution scheduling. Plans … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-calendar) |
+
+## Source: AgriciDaniel/claude-seo
+
+- Repository: [https://github.com/AgriciDaniel/claude-seo](https://github.com/AgriciDaniel/claude-seo) (commit `6cf1ea9`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `seo-plan` | core | Strategic SEO planning for new or existing websites. Industry-specific templates, competitive analysis, content strategy, and implementation roadmap. Use when user says "SEO plan", "SEO strategy", "SEO planning", "content strategy", … | [source](https://github.com/AgriciDaniel/claude-seo/tree/6cf1ea9/skills/seo-plan) |
+
+## Source: alirezarezvani/claude-skills
+
+- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ceo-advisor` | core | Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/ceo-advisor) |
+| `founder-coach` | core | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) |
+| `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: 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: basicmachines-co/basic-memory
+
+- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-tasks` | adjacent | Task management via Basic Memory schemas: create, track, and resume structured tasks that survive context compaction. Uses BM's schema system for uniform notes queryable through the knowledge graph. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-tasks) |
+
+## Source: brycewang-stanford/Auto-Empirical-Research-Skills
+
+- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
+- License: CC-BY-4.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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) |
+
+## Source: davepoon/buildwithclaude
+
+- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `google-calendar-automation` | core | Automate Google Calendar events, scheduling, availability checks, and attendee management via Rube MCP (Composio). Create events, find free slots, manage attendees, and list calendars programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/google-calendar-automation) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `product-strategist` | core | Strategic product leadership toolkit for Head of Product including OKR cascade generation, market analysis, vision setting, and team scaling. Use for strategic planning, goal alignment, competitive analysis, and organizational design. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/product-strategist) |
+| `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) |
+| `gptq` | core | Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with <2% perplexity degradation, or for faster inference (3-4× speedup) vs … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/optimization-gptq) |
+| `optimizing-attention-flash` | core | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/optimization-flash-attention) |
+| `quantizing-models-bitsandbytes` | core | Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 formats, QLoRA training, and 8-bit … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/optimization-bitsandbytes) |
+| `unsloth` | core | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/fine-tuning-unsloth) |
+| `gh-fix-ci` | core | Inspect GitHub PR checks with gh, pull failing GitHub Actions logs, summarize failure context, then create a fix plan and implement after user approval. Use when a user asks to debug or fix failing PR CI/CD checks on GitHub Actions and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/gh-fix-ci) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-slides) |
+| `it-operations` | adjacent | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) |
+| `agent-memory-mcp` | adjacent | A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-mcp) |
+
+## 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 |
+|---|---|---|---|
+| `unsloth` | core | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/unsloth) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) |
+
+## Source: 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 |
+|---|---|---|---|
+| `meeting-brief` | core | Daily meeting preparation system that checks your calendar each morning, deeply researches external attendees (LinkedIn, company info, GitHub, past notes), and sends you personalized briefs via email (1 per person). Use when you want … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/sales/composites/meeting-brief) |
+| `company-current-gtm-analysis` | adjacent | Comprehensive GTM analysis of any target company. Researches what a company is currently doing across all go-to-market dimensions — content/blog, founder LinkedIn activity, SEO/traffic, hiring signals, social/community presence, customer … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/competitive-intel/composites/company-current-gtm-analysis) |
+
+## Source: indranilbanerjee/digital-marketing-pro
+
+- Repository: [https://github.com/indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro) (commit `a3d119c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `content-calendar` | core | Plan content calendars. Use when: monthly or quarterly scheduling, platform assignments, content pillars, repurposing. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/content-calendar) |
+| `media-plan` | core | Create a paid media plan. Use when: building media buy schedules, cross-channel budget allocation, or creative rotation calendars. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/media-plan) |
+
+## 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) |
+| `seo-plan` | core | Strategic SEO planning for new or existing websites. Industry-specific templates, competitive analysis, content strategy, and implementation roadmap. Use when user says "SEO plan", "SEO strategy", "SEO planning", "content strategy", … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/seo-plan) |
+| `blog-calendar` | core | Generate editorial calendars for blogs with topic clusters, publishing schedules, content decay detection, freshness update plans, seasonal opportunities, content mix formula, template integration, and distribution scheduling. Plans … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-calendar) |
+
+## Source: jeremylongshore/claude-code-plugins-plus-skills
+
+- Repository: [https://github.com/jeremylongshore/claude-code-plugins-plus-skills](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) (commit `e112938a`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `apify-cost-tuning` | core | Optimize Apify platform costs through memory tuning, compute unit management, and proxy budgeting. Use when analyzing Apify billing, reducing Actor run costs, or implementing usage monitoring and budget alerts. Trigger: "apify cost", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-cost-tuning) |
+| `calendar-event-creator` | core | Create calendar event creator operations. Auto-activating skill for Business Automation. Triggers on: calendar event creator, calendar event creator Part of the Business Automation skill category. Use when working with calendar event … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/calendar-event-creator) |
+| `excel-macro-creator` | core | Create excel macro creator operations. Auto-activating skill for Business Automation. Triggers on: excel macro creator, excel macro creator Part of the Business Automation skill category. Use when working with excel macro creator … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/excel-macro-creator) |
+| `excel-formula-generator` | core | Generate excel formula generator operations. Auto-activating skill for Business Automation. Triggers on: excel formula generator, excel formula generator Part of the Business Automation skill category. Use when working with excel formula … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/excel-formula-generator) |
+| `crest-narrative` | core | Strategic narrative — write a standalone strategy memo that frames product direction, bets, and rationale for a planning horizon. Use when asked to "write a strategy doc", "product vision", "strategic narrative", "company strategy memo", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/crest-narrative) |
+| `meeting-prep` | core | Prepare briefings for today's meetings \u2014 attendee research, email\ \ history, past meeting notes, LinkedIn, and company context. Use when running the\ \ daily meeting prep cron, or when user asks to prepare for meetings, review who\ \ … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/executive-assistant-skills/skills/meeting-prep) |
+| `form-deck` | core | Use when asked to design a pitch deck, presentation, or slide set. Examples: "design a pitch deck", "create a sales deck", "make a conference presentation", "build an investor deck", "help me present this to the board", "create slides for … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-deck) |
+| `executive-digest` | core | Generate the daily executive digest \u2014 a single WhatsApp summary\ \ of everything needing attention: stalled scheduling, pending intros, unanswered\ \ emails, promised follow-ups, open Todoist tasks, and upcoming calendar events.\ \ … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/executive-assistant-skills/skills/executive-digest) |
+| `calendar-to-workflow` | core | Converts calendar events and schedules into Claude Code workflows, meeting prep documents, and standup notes. Use when the user mentions calendar events, meeting prep, standup generation, or scheduling workflows. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/skill-enhancers/calendar-to-workflow/skills/calendar-to-workflow) |
+| `ink-calendar` | core | Build a content calendar — editorial plan, publishing cadence, topic assignment, and distribution workflow. Use when asked to "build a content calendar", "plan our content for the quarter", "how often should we publish", or "create an … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/ink-calendar) |
+| `twinmind-data-handling` | adjacent | Handle TwinMind meeting data with GDPR compliance: transcript storage, memory vault management, data export, and deletion policies. Use when implementing data handling, or managing TwinMind meeting AI operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-data-handling) |
+| `notion-load-scale` | adjacent | High-volume Notion operations: parallel requests within 3 req/sec, worker queues, database pagination at scale, incremental sync for large workspaces, and memory management for bulk operations. Trigger with phrases like "notion scale", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/notion-pack/skills/notion-load-scale) |
+
+## 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 |
+|---|---|---|---|
+| `xlsx` | core | Create, edit, analyze, or convert Excel spreadsheets (.xlsx, .xlsm) where the workbook file is the primary deliverable. Use for formulas, formatting, financial models, multi-sheet workbooks, and tabular cleanup exported to Excel. Also … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/xlsx) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) |
+
+## Source: K-Dense-AI/scientific-agent-skills
+
+- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `xlsx` | core | Create, edit, analyze, or convert Excel spreadsheets (.xlsx, .xlsm) where the workbook file is the primary deliverable. Use for formulas, formatting, financial models, multi-sheet workbooks, and tabular cleanup exported to Excel. Also … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/xlsx) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) |
+
+## Source: microsoft/power-platform-skills
+
+- Repository: [https://github.com/microsoft/power-platform-skills](https://github.com/microsoft/power-platform-skills) (commit `0d7ed9a`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `add-excel` | core | Adds Excel Online (Business) connector to a Power Apps code app. Use when reading or writing Excel workbook data from OneDrive or SharePoint. | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/code-apps/skills/add-excel) |
+
+## 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 |
+|---|---|---|---|
+| `financial-due-diligence` | core | Generate a financial due diligence checklist and analysis framework for any investment, acquisition, or partnership. Use when asked for a due diligence checklist, M&A financial review, investment analysis framework, or vendor financial … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-finance/skills/financial-due-diligence) |
+
+## Source: mukul975/Anthropic-Cybersecurity-Skills
+
+- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
+
+## Source: 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 |
+|---|---|---|---|
+| `ecommerce-business-plan` | core | Create a comprehensive e-commerce business plan. Market analysis, financial projections, marketing strategy, operations planning, and milestone roadmap for new or growing e-commerce businesses. | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-business-plan) |
+| `ecommerce-content-marketing` | core | E-commerce content marketing strategy planner. Generates content calendars, topic ideas, and platform-specific strategies by analyzing customer reviews, trends, competitor content, and SEO opportunities. Two modes: (A) Build — create a … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-content-marketing) |
+
+## 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 |
+|---|---|---|---|
+| `html-ppt-graphify-dark-graph` | core | Open Design's feature business case for the plugin marketplace: the user pain, options, tradeoffs, and the measure of success. Built as a decision-grade product management deck for PM, eng, design, leadership. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-graphify-dark-graph) |
+| `field-notes-editorial-template` | core | Editorial "Field Notes" report template with soft paper background, serif hero typography, rounded pastel insight cards, and a retention chart panel. Use when users ask for a premium magazine-style business report, board memo one-pager, or … | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/field-notes-editorial-template) |
+| `pptx` | core | Read, generate, and adjust PowerPoint slides, layouts, and templates. Useful for executive decks, training material, and product reviews. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/pptx) |
+| `html-ppt-zhangzara-cobalt-grid` | adjacent | Open Design renewal + seat-expansion business case for a growing customer: realized value, usage proof, and the expansion ROI. Built as a decision-grade B2B sales deck for champion, finance approver. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-zhangzara-cobalt-grid) |
+
+## Source: OpenRaiser/NanoResearch
+
+- Repository: [https://github.com/OpenRaiser/NanoResearch](https://github.com/OpenRaiser/NanoResearch) (commit `7144364`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `unsloth` | core | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/OpenRaiser/NanoResearch/tree/7144364/skills/vendor-ai-research/unsloth) |
+
+## Source: Orchestra-Research/AI-research-SKILLs
+
+- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `gptq` | core | Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with <2% perplexity degradation, or for faster inference (3-4× speedup) vs … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/10-optimization/gptq) |
+| `optimizing-attention-flash` | core | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/10-optimization/flash-attention) |
+| `pytorch-fsdp2` | core | Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you need DTensor-based sharding with … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/08-distributed-training/pytorch-fsdp2) |
+| `quantizing-models-bitsandbytes` | core | Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 formats, QLoRA training, and 8-bit … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/10-optimization/bitsandbytes) |
+| `unsloth` | core | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/03-fine-tuning/unsloth) |
+
+## Source: ruvnet/claude-code-flow
+
+- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+
+## Source: samber/cc-skills-golang
+
+- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `golang-security` | core | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) |
+
+## Source: vibeeval/vibecosystem
+
+- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `minimax-xlsx` | core | Open, create, read, analyze, edit, or validate Excel/spreadsheet files (.xlsx, .xlsm, .csv, .tsv). Use when the user asks to create, build, modify, analyze, read, validate, or format any Excel spreadsheet, financial model, pivot table, or … | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/minimax-xlsx) |
+
+## Source: zechenzhangAGI/AI-research-SKILLs
+
+- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `gptq` | core | Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with <2% perplexity degradation, or for faster inference (3-4× speedup) vs … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/10-optimization/gptq) |
+| `optimizing-attention-flash` | core | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/10-optimization/flash-attention) |
+| `pytorch-fsdp2` | core | Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you need DTensor-based sharding with … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/08-distributed-training/pytorch-fsdp2) |
+| `quantizing-models-bitsandbytes` | core | Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 formats, QLoRA training, and 8-bit … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/10-optimization/bitsandbytes) |
+| `unsloth` | core | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/03-fine-tuning/unsloth) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,132 @@
+# Market evidence report — department-manager
+
+Source: **31 real job ads** (JSearch API, countries: us 31), extracted into the MSSQL evidence store; as of 2026-07-11.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 23 | 74 % |
+| lead | 5 | 16 % |
+| senior | 2 | 6 % |
+| n/a | 1 | 3 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Microsoft Office | 4 | 13 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | inventory management | 14 | 45 % |
+| 2 | customer service | 7 | 23 % |
+| 3 | budget management | 5 | 16 % |
+| 4 | merchandising | 5 | 16 % |
+| 5 | sales promotion | 5 | 16 % |
+| 6 | scheduling | 5 | 16 % |
+| 7 | shift leadership | 5 | 16 % |
+| 8 | associate management | 4 | 13 % |
+| 9 | customer experience | 4 | 13 % |
+| 10 | delegation | 4 | 13 % |
+| 11 | sales leadership | 4 | 13 % |
+| 12 | team leadership | 4 | 13 % |
+| 13 | training delivery | 4 | 13 % |
+| 14 | financial analysis | 3 | 10 % |
+| 15 | food safety | 3 | 10 % |
+| 16 | food safety management | 3 | 10 % |
+| 17 | goal setting | 3 | 10 % |
+| 18 | problem solving | 3 | 10 % |
+| 19 | staff training | 3 | 10 % |
+| 20 | training | 3 | 10 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | team leadership | 5 | 16 % |
+| 2 | coaching associates | 4 | 13 % |
+| 3 | customer experience delivery | 4 | 13 % |
+| 4 | driving sales | 4 | 13 % |
+| 5 | ensuring customer experience | 4 | 13 % |
+| 6 | managing associates | 4 | 13 % |
+| 7 | overseeing merchandising | 4 | 13 % |
+| 8 | staff training | 4 | 13 % |
+| 9 | customer service delivery | 3 | 10 % |
+| 10 | food quality control | 3 | 10 % |
+| 11 | quality control | 3 | 10 % |
+| 12 | shift leadership | 3 | 10 % |
+| 13 | team management | 3 | 10 % |
+
+## Regional breakdown
+
+> **Corpus note:** 31 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+31 ads.
+
+**Top hard skills:**
+
+- inventory management — 45 % (14 ads)
+- customer service — 23 % (7 ads)
+- budget management — 16 % (5 ads)
+- merchandising — 16 % (5 ads)
+- sales promotion — 16 % (5 ads)
+- scheduling — 16 % (5 ads)
+- shift leadership — 16 % (5 ads)
+- associate management — 13 % (4 ads)
+- customer experience — 13 % (4 ads)
+- delegation — 13 % (4 ads)
+
+**Top tools:**
+
+- Microsoft Office — 13 % (4 ads)
+
+**Seniority:** mid 74 % · lead 16 % · senior 6 % · n/a 3 %
+
+### UK (gb)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### EU/DACH (de, at, ch, nl)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Department Manager | 11 |
+| 202-Elizabeth-Department Manager | 1 |
+| Anthropologie Department Manager - Service & Styling | 1 |
+| Cyber-Physical Systems New Professional Department Manager | 1 |
+| Department Manager - DC (Second Shift) | 1 |
+| Department Manager - Irrigation | 1 |
+| Director, Digital Standards Business Unit and Engagement | 1 |
+| District Manager/Multi-Unit Manager | 1 |
+| E-Commerce Associate Team Leader (In-Store Shopper Assistant Department Manager) | 1 |
+| Fish Department Manager (up to $30 + sign in BONUS) | 1 |
+| Future Opening: Division Manager - Commercial/Public | 1 |
+| General Manager, FDO (DC/VA) | 1 |
+| Grocery Department Manager | 1 |
+| Grocery Department Manager - Lead, Grow, Serve Customers | 1 |
+| Produce Department Manager | 1 |
+| Restaurant Department Manager: Fast-Paced Leadership | 1 |
+| Restaurant Department Manager: Lead Teams & Service | 1 |
+| Strategic Business Unit Manager | 1 |
+| Technical Business Unit Manager | 1 |
+| Unit Manager, Wealth Management & Trust | 1 |
+| Wood Department 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 +1,22 @@
+# Occupation profile — department manager
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/94e0bedd-e56e-42be-a5a4-b74a260f437c
+- **ESCO code:** 1219.4
+- **ISCO-08 group:** 1219 — Business services and administration managers not elsewhere classified
+
+## Description (ESCO)
+
+Department managers are responsible for the operations of a certain division or department of a company. They ensure objectives and goals are reached and manage employees.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- business unit manager
+- unit manager
+- business unit coordinator
+- department coordinator
+- unit director
+- division manager
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,102 @@
+# Competences — department manager
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/94e0bedd-e56e-42be-a5a4-b74a260f437c).
+
+## Essential
+
+- **abide by business ethical code of conducts** (skill/competence)
+- **assume responsibility for the management of a business** (skill/competence)
+- **collaborate in company's daily operations** (skill/competence)
+- **company policies** (knowledge)
+- **conclude business agreements** (skill/competence)
+- **corporate social responsibility** (knowledge)
+- **create a financial plan** (skill/competence)
+- **ensure lawful business operations** (skill/competence)
+- **exercise stewardship** (skill/competence)
+- **follow company standards** (skill/competence)
+- **liaise with managers** (skill/competence)
+- **manage staff** (skill/competence)
+- **recruit employees** (skill/competence)
+- **report on overall management of a business** (skill/competence)
+- **strategic planning** (knowledge)
+- **strive for company growth** (skill/competence)
+
+## Optional
+
+- accounting (knowledge)
+- align efforts towards business development (skill/competence)
+- analyse business plans (skill/competence)
+- analyse business processes (skill/competence)
+- analyse financial risk (skill/competence)
+- analyse market financial trends (skill/competence)
+- apply business acumen (skill/competence)
+- banking activities (knowledge)
+- build business relationships (skill/competence)
+- business law (knowledge)
+- business loans (knowledge)
+- business management principles (knowledge)
+- business process modelling (knowledge)
+- control financial resources (skill/competence)
+- corporate law (knowledge)
+- cost management (knowledge)
+- create a financial report (skill/competence)
+- create a work atmosphere of continuous improvement (skill/competence)
+- describe the financial situation of a region (skill/competence)
+- develop company strategies (skill/competence)
+- develop organisational policies (skill/competence)
+- develop professional network (skill/competence)
+- develop revenue generation strategies (skill/competence)
+- establish communication with foreign cultures (skill/competence)
+- evaluate employees (skill/competence)
+- evaluate performance of organisational collaborators (skill/competence)
+- execute marketing plan (skill/competence)
+- financial forecasting (knowledge)
+- financial jurisdiction (knowledge)
+- financial management (knowledge)
+- financial statements (knowledge)
+- follow the statutory obligations (skill/competence)
+- human resource management (knowledge)
+- impart business plans to collaborators (skill/competence)
+- integrate headquarter's guidelines into local operations (skill/competence)
+- integrate strategic foundation in daily performance (skill/competence)
+- interact with the board of directors (skill/competence)
+- international trade (knowledge)
+- keep updated on the political landscape (skill/competence)
+- liaise with local authorities (skill/competence)
+- maintain relationship with customers (skill/competence)
+- make strategic business decisions (skill/competence)
+- manage budgets (skill/competence)
+- manage contracts (skill/competence)
+- manage financial risk (skill/competence)
+- manage office facility systems (skill/competence)
+- market entry planning (knowledge)
+- marketing management (knowledge)
+- marketing principles (knowledge)
+- negotiate with stakeholders (skill/competence)
+- oversee quality control (skill/competence)
+- plan health and safety procedures (skill/competence)
+- plan medium to long term objectives (skill/competence)
+- prepare financial statements (skill/competence)
+- project management (knowledge)
+- prospect new regional contracts (skill/competence)
+- shape corporate culture (skill/competence)
+- shape organisational teams based on competencies (skill/competence)
+- share good practices across subsidiaries (skill/competence)
+- speak different languages (skill/competence)
+- subsidiary operations (knowledge)
+- supply chain management (knowledge)
+- synthesise financial information (skill/competence)
+- track key performance indicators (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 31 ads, as of 2026-07-11)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- inventory management — **45 %**
+- customer service — **23 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,61 @@
+# Tasks & work activities — department manager
+
+Source: O*NET 30.3, occupation 11-3051.00 (Industrial Production Managers) — manual nearest-occupation mapping via ISCO group 1219; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[nan]** Conduct site audits to ensure adherence to safety and environmental regulations.
+- **[nan]** Develop or enforce procedures for normal operation of manufacturing systems.
+- **[nan]** Implement operational and emergency procedures.
+- **[nan]** Maintain records to demonstrate compliance with safety and environmental laws, regulations, or policies.
+- **[nan]** Monitor permit requirements for updates.
+- **[nan]** Optimize operational costs and productivity consistent with safety and environmental rules and regulations.
+- **[nan]** Prepare reports on operations and system productivity or efficiency.
+- **[nan]** Supervise subordinate employees.
+- **[Core]** Direct or coordinate production, processing, distribution, or marketing activities of industrial organizations.
+- **[Core]** Develop budgets or approve expenditures for supplies, materials, or human resources, ensuring that materials, labor, or equipment are used efficiently to meet production targets.
+- **[Core]** Review processing schedules or production orders to make decisions concerning inventory requirements, staffing requirements, work procedures, or duty assignments, considering budgetary limitations and time constraints.
+- **[Core]** Review operations and confer with technical or administrative staff to resolve production or processing problems.
+- **[Core]** Hire, train, evaluate, or discharge staff or resolve personnel grievances.
+- **[Core]** Initiate or coordinate inventory or cost control programs.
+- **[Core]** Prepare and maintain production reports or personnel records.
+- **[Core]** Set and monitor product standards, examining samples of raw products or directing testing during processing, to ensure finished products are of prescribed quality.
+- **[Core]** Develop or implement production tracking or quality control systems, analyzing production, quality control, maintenance, or other operational reports to detect production problems.
+- **[Core]** Review plans and confer with research or support staff to develop new products or processes.
+- **[Core]** Coordinate or recommend procedures for facility or equipment maintenance or modification, including the replacement of machines.
+- **[Core]** Maintain current knowledge of the quality control field, relying on current literature pertaining to materials use, technological advances, or statistical studies.
+- **[Supplemental]** Negotiate materials prices with suppliers.
+
+## Detailed work activities
+
+- Analyze data to inform operational decisions or activities.
+- Approve expenditures.
+- Conduct employee training programs.
+- Conduct environmental audits.
+- Confer with organizational members to accomplish work activities.
+- Design industrial processing systems.
+- Develop operating strategies, plans, or procedures.
+- Develop organizational methods or procedures.
+- Develop specifications for new products or processes.
+- Direct facility maintenance or repair activities.
+- Direct operational or production activities.
+- Direct organizational operations, projects, or services.
+- Direct sales, marketing, or customer service activities.
+- Evaluate employee performance.
+- Evaluate quality of materials or products.
+- Hire personnel.
+- Implement design or process improvements.
+- Implement organizational process or policy changes.
+- Maintain knowledge of current developments in area of expertise.
+- Maintain personnel records.
+- Maintain regulatory or compliance documentation.
+- Manage control system activities in organizations.
+- Monitor external affairs or events affecting business operations.
+- Monitor organizational procedures to ensure proper functioning.
+- Negotiate sales or lease agreements for products or services.
+- Prepare operational budgets.
+- Prepare operational progress or status reports.
+- Prepare operational reports.
+- Recommend organizational process or policy changes.
+- Respond to emergencies to provide assistance.
+- Supervise employees.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,64 @@
+# Tools & technology — department manager
+
+Source: O*NET 30.3, occupation 11-3051.00 (Industrial Production Managers) — manual nearest-occupation mapping via ISCO group 1219; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Adobe Acrobat | Document management software | yes |
+| Adobe After Effects | Video creation and editing software | yes |
+| Adobe InDesign | Desktop publishing software | yes |
+| Adobe Photoshop | Graphics or photo imaging software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Intuit QuickBooks | Accounting software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft Word | Word processing software | yes |
+| Oracle PeopleSoft | Enterprise resource planning ERP software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| ABB Optimize IT Predict & Control | Facilities management software |  |
+| Apple Final Cut Pro | Video creation and editing software |  |
+| AVEVA InTouch HMI | Industrial control software |  |
+| Citect IIM | Industrial control software |  |
+| CitectSCADA Reports | Industrial control software |  |
+| Clockware | Human resources software |  |
+| Computer integrated manufacturing CIM software | Calendar and scheduling software |  |
+| Computer integrated manufacturing CIM time manager software | Human resources software |  |
+| Computer integrated manufacturing CIM warehouse shipping manager software | Inventory management software |  |
+| Computerized maintenance management system CMMS | Facilities management software |  |
+| Database software | Data base user interface and query software |  |
+| Distributed control system DCS | Industrial control software |  |
+| Eko | Desktop communications software |  |
+| Email software | Electronic mail software |  |
+| Employee performance management system | Human resources software |  |
+| Employee scheduling software | Calendar and scheduling software |  |
+| Exact Software JobBOSS | Data base user interface and query software |  |
+| FileMaker Pro | Data base user interface and query software |  |
+| Financial planning software | Financial analysis software |  |
+| IBM Notes | Electronic mail software |  |
+| IBM Rational ClearQuest | Development environment software |  |
+| Industrial production manager and stock control software | Industrial control software |  |
+| JamBoard | Graphics or photo imaging software |  |
+| Landfill gas analysis software | Analytical or scientific software |  |
+| Landtec System Software LFG Pro | Analytical or scientific software |  |
+| Marel production system MPS | Industrial control software |  |
+| Minitab | Analytical or scientific software |  |
+| NetSuite ERP | Enterprise resource planning ERP software |  |
+| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software |  |
+| Plant management software | Facilities management software |  |
+| ProcessPro Premier | Enterprise resource planning ERP software |  |
+| Prosys Open Platform Communications unified architecture software | Industrial control software |  |
+| PTC Creo Parametric | Computer aided design CAD software |  |
+| Qlik Tech QlikView | Business intelligence and data analysis software |  |
+| QUMAS quality management solution software | Document management software |  |
+| SAP Business Objects | Enterprise resource planning ERP software |  |
+| Scadex Technologies MAESTRO | Data base user interface and query software |  |
+| Schneider Electric CitectSCADA | Industrial control software |  |
+| Statistical process control SPC software | Industrial control software |  |
+| Supervisory control and data acquisition SCADA software | Industrial control software |  |
+| Web browser software | Internet browser software |  |
+| WorkSchedule.net | Calendar and scheduling software |  |
+| WorkTech MAXIMO | Enterprise resource planning ERP software |  |
+| YouTube | Video creation and editing software |  |