feat: activity-leader skill package v0.1.0

2026-08-14 18:51:39 +02:00
commit 737c0548e2
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — activity-leader
+
+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 — activity-leader
+    "ESCO (occupation & competences)" : 43
+    "O*NET (tasks & tools)" : 104
+    "Job boards (market evidence)" : 69
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 165
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 43 | 11.1 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 104 | 26.9 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 69 | 17.9 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 5 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 165 | 42.7 % | 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: activity-leader
+description: "Occupational skill for the role 'activity leader' (also: workshop leader, leisure activities leader, activities coordinator, holiday resort activity leader, youth coordinator, youth activities coordinator). Use when the user asks for typical activity leader work such as: Administer first aid in emergency situations.; Assign tasks and work hours to staff.; Calculate and record department expenses and revenue."
+---
+
+# Activity Leader
+
+Activity leaders provide recreational services to people and children on vacation. They organise activities such as games for children, sport competitions, cycling tours, shows and museum visits. Recreational animators also advertise their activities, manage the available budget for each event and consult their colleagues.
+
+## Core workflow
+
+1. Administer first aid in emergency situations.
+2. Assign tasks and work hours to staff.
+3. Calculate and record department expenses and revenue.
+4. Explain rules and regulations of facilities and entertainment attractions to customers.
+5. Interview and hire associates to fill staff vacancies.
+6. Plan programs of events or schedules of activities.
+7. Plan, organize, or lead group activities for customers, such as exercise routines, athletic events, or arts and crafts.
+8. Resolve customer complaints regarding worker performance or services rendered.
+
+## 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)
+
+- animate in the outdoors
+- apply organisational techniques
+- assess risk in the outdoors
+- communicate in an outdoor setting
+- communicate with youth
+- communication
+- communication principles
+- demonstrate games
+- entertain people
+- evaluate outdoor activities
+- give feedback on changing circumstances
+- implement risk management for outdoors
+- manage feedback
+- manage groups outdoors
+- manage outdoor resources
+
+## Hot technologies
+
+- Intuit QuickBooks
+- IBM SPSS Statistics
+- SAS
+- Slack
+- Salesforce software
+- Microsoft Access
+- Oracle Database
+- Microsoft Visual Basic
+- Microsoft Visual Basic for Applications VBA
+- Adobe Acrobat
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/234be692-befb-41df-bdf0-e1b2f4eaf5e7), O*NET 30.3 (11-9072.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,250 @@
+{
+  "name": "activity-leader",
+  "title": "activity leader",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/234be692-befb-41df-bdf0-e1b2f4eaf5e7",
+    "esco_code": "3423.1",
+    "isco_group": "3423",
+    "onet_soc": "11-9072.00",
+    "crosswalk_match": "closeMatch"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 17,
+    "dwas": 22,
+    "skills_essential": 22,
+    "skills_optional": 20,
+    "software": 64
+  },
+  "enrichment_ai_skills": {
+    "generated": "2026-07-14",
+    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
+    "sources": {
+      "anthropics/skills": {
+        "repo": "https://github.com/anthropics/skills",
+        "commit": "f6656c1",
+        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
+        "skills": 2
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 5
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 8
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 5
+      },
+      "googleworkspace/cli": {
+        "repo": "https://github.com/googleworkspace/cli",
+        "commit": "a3768d0",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 3
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "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": 4
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 4
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 3
+      },
+      "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
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 9
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 4
+      },
+      "zxkane/aws-skills": {
+        "repo": "https://github.com/zxkane/aws-skills",
+        "commit": "68530c6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "hoangsonww/Claude-Code-Agent-Monitor": {
+        "repo": "https://github.com/hoangsonww/Claude-Code-Agent-Monitor",
+        "commit": "8f87ce1",
+        "license": "MIT",
+        "skills": 2
+      },
+      "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
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 3
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 2
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "Chachamaru127/claude-code-harness": {
+        "repo": "https://github.com/Chachamaru127/claude-code-harness",
+        "commit": "9851b1a",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jezweb/claude-skills": {
+        "repo": "https://github.com/jezweb/claude-skills",
+        "commit": "e875a6b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 25,
+      "adjacent": 55
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 43,
+      "onet": 104,
+      "jobads": 69,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 165,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 11.1,
+      "onet": 26.9,
+      "jobads": 17.9,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 42.7,
+      "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 +1,338 @@
+# External AI agent skills — activity-leader
+
+Proven, publicly available AI agent skills mapped to this occupation.
+Nothing is copied from the sources: every entry is a name, a one-line
+summary and a link to the upstream skill package. Each section names
+its source repository, commit, license and retrieval date.
+
+**Tiers:** `core` = the skill directly exercises a top market hard
+skill, tool or method (from gated job-ad evidence) or an essential
+ESCO competence of this occupation; `adjacent` =
+plausibly useful, secondary. Entries are capped at 12 per source
+and 80 in total per occupation (core first,
+strongest matches survive); everything beyond the caps is excluded
+and logged in the pipeline audit trail, not in this package.
+
+_Matched deterministically (ISCO group + title/competence keywords,
+tiered against market evidence + ESCO essentials) by
+`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
+
+## Source: anthropics/skills
+
+- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
+- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
+| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
+
+## Source: a5c-ai/babysitter
+
+- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `context-engineering` | core | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) |
+| `Stakeholder Communication` | core | Generate stakeholder-specific communications and presentations for product updates | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/stakeholder-comms) |
+| `embedded-docs` | core | Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/embedded-docs) |
+| `policy-communication` | core | Translate research findings into accessible policy briefs, presentations, and stakeholder communications | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/policy-communication) |
+| `knowledge-extractor` | core | Extract tribal knowledge from code, documentation, and commit history to preserve institutional memory | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/code-migration-modernization/skills/knowledge-extractor) |
+| `translation-management` | adjacent | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) |
+| `vector-memory` | adjacent | HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/ruflo/skills/vector-memory) |
+| `vulkan-compute` | adjacent | Vulkan compute shader development and pipeline configuration. Generate GLSL/HLSL compute shaders, compile to SPIR-V, configure compute pipelines, manage descriptor sets and resource bindings, implement memory barriers and synchronization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/vulkan-compute) |
+
+## Source: 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 |
+|---|---|---|---|
+| `google-workspace-ops` | core | Operate across Google Drive, Docs, Sheets, and Slides as one workflow surface for plans, trackers, decks, and shared documents. Use when the user needs to find, summarize, edit, migrate, or clean up Google Workspace assets without dropping … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/google-workspace-ops) |
+| `ck` | adjacent | Persistent per-project memory for Claude Code. Auto-loads project context on session start, tracks sessions with git activity, and writes to native memory. Commands run deterministic Node.js scripts — behavior is consistent across model … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/ck) |
+| `agentic-os` | adjacent | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) |
+
+## 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 |
+|---|---|---|---|
+| `compliance-readiness` | core | /cs:compliance-readiness <program> — Multi-framework compliance officer 6-question forcing interrogation of any compliance program. Use before starting a new framework, planning the annual audit calendar, or preparing for certification … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/compliance-os/skills/compliance-readiness) |
+| `google-workspace-cli` | core | Google Workspace administration via the gws CLI (github.com/googleworkspace/cli). Install, authenticate, and automate Gmail, Drive, Sheets, Calendar, Docs, Chat, and Tasks. Run security audits and use local recipe templates and persona … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering-team/google-workspace-cli/skills/google-workspace-cli) |
+| `ceo-advisor` | adjacent | Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/ceo-advisor) |
+| `founder-coach` | adjacent | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) |
+| `social-media-manager` | adjacent | When the user wants to develop social media strategy, plan content calendars, manage community engagement, or grow their social presence across platforms. Also use when the user mentions 'social media strategy,' 'social calendar,' … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/marketing-skill/skills/social-media-manager) |
+
+## 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-continue` | adjacent | Resume prior work by rebuilding context from the Basic Memory knowledge graph — pick up where you left off using memory:// URLs, recent activity, and search. Use when starting a session or when the user says 'continue with...', 'back … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-continue) |
+| `memory-reflect` | adjacent | Sleep-time memory reflection: review recent conversations and daily notes, extract insights, and consolidate into long-term memory. Use when triggered by cron, heartbeat, or explicit request to reflect on recent activity. Runs as … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-reflect) |
+| `memory-tasks` | adjacent | Task management via Basic Memory schemas: create, track, and resume structured tasks that survive context compaction. Uses BM's schema system for uniform notes queryable through the knowledge graph. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-tasks) |
+
+## Source: brycewang-stanford/Auto-Empirical-Research-Skills
+
+- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
+- License: CC-BY-4.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `hud` | adjacent | 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) |
+
+## Source: Chachamaru127/claude-code-harness
+
+- Repository: [https://github.com/Chachamaru127/claude-code-harness](https://github.com/Chachamaru127/claude-code-harness) (commit `9851b1a`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `harness-setup` | adjacent | HAR: Project init, tool setup, agent config, memory setup, skill mirror sync. Trigger: setup, init, new project, CI/Codex setup, harness-mem, mirror. Do NOT load for: implementation, review, release, planning. | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-setup) |
+
+## Source: davepoon/buildwithclaude
+
+- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `image-enhancer` | core | Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for preparing images for presentations, documentation, or social media posts. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/image-enhancer) |
+| `google-calendar-automation` | adjacent | Automate Google Calendar events, scheduling, availability checks, and attendee management via Rube MCP (Composio). Create events, find free slots, manage attendees, and list calendars programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/google-calendar-automation) |
+| `googlesheets-automation` | adjacent | Automate Google Sheets operations (read, write, format, filter, manage spreadsheets) via Rube MCP (Composio). Read/write data, manage tabs, apply formatting, and search rows programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/googlesheets-automation) |
+| `outlook-calendar-automation` | adjacent | Automate Outlook Calendar tasks via Rube MCP (Composio): create events, manage attendees, find meeting times, and handle invitations. Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/outlook-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 |
+|---|---|---|---|
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/latex-posters) |
+| `image-enhancer` | core | Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for preparing images for presentations, documentation, or social media posts. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/media/image-enhancer) |
+| `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) |
+| `treatment-plans` | adjacent | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/treatment-plans) |
+| `langchain` | adjacent | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agents-langchain) |
+| `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) |
+| `ai-agents-architect` | adjacent | Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool use, function calling. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/ai-agents-architect) |
+| `c-pro` | adjacent | Write efficient C code with proper memory management, pointer | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/c-pro) |
+| `code-review-excellence` | adjacent | Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systematic analysis, and collaborative improvement. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/code-review-excellence) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `treatment-plans` | adjacent | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/treatment-plans) |
+
+## Source: giuseppe-trisciuoglio/developer-kit
+
+- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-md-management` | adjacent | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) |
+
+## Source: googleworkspace/cli
+
+- Repository: [https://github.com/googleworkspace/cli](https://github.com/googleworkspace/cli) (commit `a3768d0`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `recipe-plan-weekly-schedule` | core | Review your Google Calendar week, identify gaps, and add events to fill them. | [source](https://github.com/googleworkspace/cli/tree/a3768d0/skills/recipe-plan-weekly-schedule) |
+| `recipe-share-event-materials` | core | Share Google Drive files with all attendees of a Google Calendar event. | [source](https://github.com/googleworkspace/cli/tree/a3768d0/skills/recipe-share-event-materials) |
+| `gws-calendar` | adjacent | Google Calendar: Manage calendars and events. | [source](https://github.com/googleworkspace/cli/tree/a3768d0/skills/gws-calendar) |
+
+## Source: hoangsonww/Claude-Code-Agent-Monitor
+
+- Repository: [https://github.com/hoangsonww/Claude-Code-Agent-Monitor](https://github.com/hoangsonww/Claude-Code-Agent-Monitor) (commit `8f87ce1`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cwd-rollup` | adjacent | Roll up Claude Code sessions by working directory (project) from Agent Monitor data — session count, total cost, total tokens, and last-active timestamp per cwd — so per-project activity can be compared at a glance. Use when summarizing … | [source](https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/8f87ce1/plugins/ccam-sessions/skills/cwd-rollup) |
+| `sprint-summary` | adjacent | Summarize a sprint's worth of Claude Code activity — sessions grouped by project (cwd), per-model cost breakdown, token efficiency (cache hit rate, compaction baselines), subagent effectiveness from workflow API, velocity metrics … | [source](https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/8f87ce1/plugins/ccam-productivity/skills/sprint-summary) |
+
+## 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) |
+| `granola-ci-integration` | core | Build automated pipelines from Granola meeting notes to GitHub Issues, Linear tasks, Slack notifications, and documentation updates using Zapier and GitHub Actions. Trigger: "granola CI", "granola automation pipeline", "granola to github", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/granola-pack/skills/granola-ci-integration) |
+| `windsurf-cascade-context` | adjacent | Manage Cascade context window and memory for complex projects. Activate when users mention "cascade context", "ai memory", "context management", "large codebase navigation", or "multi-session development". Handles context optimization and … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/skill-databases/windsurf/skills/windsurf-cascade-context) |
+| `crest-narrative` | adjacent | 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) |
+
+## Source: jezweb/claude-skills
+
+- Repository: [https://github.com/jezweb/claude-skills](https://github.com/jezweb/claude-skills) (commit `e875a6b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `shopify-products` | adjacent | Create and manage Shopify products via the Admin GraphQL API or CSV import. Workflow: gather data, choose method, execute, verify. Use whenever the user wants to add products to Shopify, bulk-import a catalog from CSV/spreadsheet/URL, … | [source](https://github.com/jezweb/claude-skills/tree/e875a6b/plugins/shopify/skills/shopify-products) |
+
+## 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 |
+|---|---|---|---|
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/latex-posters) |
+| `treatment-plans` | adjacent | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/treatment-plans) |
+
+## 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 |
+|---|---|---|---|
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/latex-posters) |
+| `treatment-plans` | adjacent | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/treatment-plans) |
+
+## 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 |
+|---|---|---|---|
+| `content-calendar` | core | Generate a structured content calendar for any brand, product, or creator. Use when asked for a content plan, editorial calendar, social media schedule, or weekly/monthly content strategy. Produces a calendar with topics, formats, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-gtm/skills/content-calendar) |
+| `kyc-escalation` | adjacent | Write an internal KYC/AML escalation memo: a factual time-stamped trigger description, customer-profile vs activity mismatch analysis, red-flag taxonomy mapping, outstanding information, and a recommendation with rationale. Use when asked … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-banking/skills/kyc-escalation) |
+| `roadmap-presentation` | adjacent | Create structured roadmap presentations calibrated to any audience. Use when asked to build a product roadmap, present roadmap to leadership, create a roadmap slide, or communicate quarterly plans to execs, teams, or customers. Produces an … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-planning/skills/roadmap-presentation) |
+| `win-loss-analysis` | adjacent | Analyze why deals are won and lost and turn it into an action plan. Use when asked to run a win/loss analysis, review closed-won and closed-lost deals, understand why the team is losing to a competitor, or summarize sales feedback into … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-pmm/skills/win-loss-analysis) |
+
+## 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) |
+| `performing-thick-client-application-penetration-test` | core | Conduct a thick client application penetration test to identify insecure local storage, hardcoded credentials, DLL hijacking, memory manipulation, and insecure API communication in desktop applications using dnSpy, Procmon, and Burp Suite. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-thick-client-application-penetration-test) |
+| `detecting-rootkit-activity` | adjacent | Detects rootkit presence on compromised systems by identifying hidden processes, hooked system calls, modified kernel structures, hidden files, and covert network connections using memory forensics, cross-view detection, and integrity … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-rootkit-activity) |
+| `performing-memory-forensics-with-volatility3` | adjacent | Analyze volatile memory dumps using Volatility 3 to extract running processes, network connections, loaded modules, and evidence of malicious activity. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-memory-forensics-with-volatility3) |
+| `hunting-advanced-persistent-threats` | adjacent | Proactively hunts for Advanced Persistent Threat (APT) activity within enterprise environments using hypothesis-driven searches across endpoint telemetry, network logs, and memory artifacts. Use when conducting scheduled threat hunting … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/hunting-advanced-persistent-threats) |
+
+## Source: nexscope-ai/eCommerce-Skills
+
+- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `tiktok-shop-content-strategy` | adjacent | TikTok Shop content creation strategy and planning. Trending formats, viral hooks, product showcasing, hashtag strategy, and content calendar development. Use when the user asks about TikTok content strategy, viral content creation, TikTok … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/tiktok-shop-content-strategy) |
+| `ecommerce-social-media-marketing` | adjacent | Social media marketing strategy for ecommerce brands. Content calendar planning, platform-specific strategies, social commerce optimization, influencer collaboration, and community building. Use when the user asks about social media … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-social-media-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 |
+|---|---|---|---|
+| `clinical-case-report` | core | Structured medical case presentation for clinical rounds, conferences, and documentation. Generates SOAP-format or narrative case reports with physiologically accurate vitals, labs, and evidence-based plans. Use when the brief mentions … | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/clinical-case-report) |
+| `image-enhancer` | core | Improve image and screenshot quality by enhancing resolution, sharpness, and clarity for professional presentations and documentation. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/image-enhancer) |
+| `orbit-general` | adjacent | Open Orbit briefing skill — selected by the Orbit pipeline when the user has two or more connectors connected. Pulls the past 24 hours of activity from every authenticated connector (GitHub, Linear, Notion, Slack, 飞书, Calendar, Gmail, … | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/orbit-general) |
+
+## Source: Orchestra-Research/AI-research-SKILLs
+
+- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `langchain` | adjacent | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/14-agents/langchain) |
+
+## Source: rampstackco/claude-skills
+
+- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `content-strategy` | core | Develop a content strategy covering editorial positioning, content pillars, formats, calendar, governance, and topical authority planning. Use this skill whenever the user wants to plan a content program, define content pillars, build an … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/content-strategy) |
+
+## Source: ruvnet/claude-code-flow
+
+- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `AgentDB Memory Patterns` | 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) |
+| `memory-management` | adjacent | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) |
+| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+| `memory-management` | adjacent | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) |
+| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
+
+## Source: samber/cc-skills-golang
+
+- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `golang-security` | adjacent | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) |
+
+## Source: 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 |
+|---|---|---|---|
+| `google-calendar` | adjacent | Interact with Google Calendar - list calendars, view events, create/update/delete events, and find free time. Use when user asks to: check calendar, schedule a meeting, create an event, find available time, list upcoming events, delete or … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/google-calendar) |
+| `google-slides` | adjacent | Read and write Google Slides presentations - get text, find presentations, create presentations, add slides, replace text, and manage slide content. Use when user asks to: read a presentation, create slides, find slides, add a slide, … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/google-slides) |
+
+## 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 |
+|---|---|---|---|
+| `content-strategy` | adjacent | Content marketing strategy - content audit, editorial calendar, SEO optimization, content funnel (TOFU/MOFU/BOFU), performance metrics, developer content, social media planning | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/content-strategy) |
+
+## Source: zechenzhangAGI/AI-research-SKILLs
+
+- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `langchain` | adjacent | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/14-agents/langchain) |
+
+## Source: zxkane/aws-skills
+
+- Repository: [https://github.com/zxkane/aws-skills](https://github.com/zxkane/aws-skills) (commit `68530c6`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `aws-cost-operations` | adjacent | AWS cost optimization, monitoring, and operational excellence expert. Use when analyzing AWS bills, estimating costs, setting up CloudWatch alarms, querying logs, auditing CloudTrail activity, or assessing security posture. Essential when … | [source](https://github.com/zxkane/aws-skills/tree/68530c6/plugins/aws-cost-ops/skills/aws-cost-operations) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,94 @@
+# Berufsbild (Deutschland) — Animateur/in
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 14509,
+> KldB 2010: B 63132 · via öffentliche BERUFENET-API,
+> abgerufen 2026-07-12. Automatisches Label-Matching
+> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim
+> Original: https://web.arbeitsagentur.de/berufenet/beruf/14509
+
+## Steckbrief
+
+Berufstyp
+Ausbildungsberuf 
+Ausbildungsart
+Schulische Ausbildung an unterschiedlichen Bildungseinrichtungen (intern geregelt)
+Ausbildungsdauer
+ Unterschiedlich, je nach Bildungsangebot, Unterrichtszeit (Vollzeit/Teilzeit) und Lernform 
+Lernorte
+Bildungseinrichtung und ggf. Praktikumsbetrieb
+Was macht man in diesem Beruf?Animateure und Animateurinnen unterhalten die Gäste eines Hotels, einer Ferienanlage oder eines großen Campingplatzes mit einem bunten Angebot an Freizeit-, Sport-, aber auch kulturellen Aktivitäten. Dazu entwickeln sie eigene Konzepte, planen verschiedene Freizeitangebote und führen sie durch. Sie organisieren Spiele, Kanu-Ausflüge und sportliche Ereignisse wie Beachvolleyball- oder Tennisturniere. Sie bieten Bastel- und Malkurse an oder erteilen Unterricht im Tauchen, Segeln, Skifahren, Tennis oder in einer anderen Sportart. Für die kleinen Urlaubsgäste bieten sie kindgerechte Programme an. Je nach Arbeitsplatz sind Animateure und Animateurinnen auch für die Abendunterhaltung zuständig. Sie animieren die Gäste u.a. zu Gesellschaftsspielen, zum Erlernen landestypischer Volkstänze oder zur Teilnahme an Karaoke-Wettbewerben.
+Wo arbeitet man?Beschäftigungsbetriebe:Ani
+
+## Die Ausbildung im Überblick
+
+Animateur/in ist eine Ausbildung, die durch interne Vorschriften der Lehrgangsträger geregelt ist. 
+Je nach Lehrgangsträger können z.B. Zugangsvoraussetzungen, Dauer der Ausbildung und Abschlussbezeichnungen unterschiedlich sein.
+
+## Ausbildungsdauer
+
+Unterschiedlich, je nach Bildungsangebot, Unterrichtszeit (Vollzeit/Teilzeit) und Lernform
+
+## Ausbildungsinhalte
+
+Während der Ausbildung erwirbt man beispielsweise folgende Kenntnisse:Gästekontakt und Service
+
+Moderation, auch: Redekunst
+ Theorie und Praxis, in der Öffentlichkeit etwas sprachlich vorzutragen
+" name="Rhetorik">Rhetorik und Mikrofontraining
+
+Kinderanimation
+
+Sport- und Fitnessanimation
+
+Unterhaltungsanimation
+
+Abendprogramm (Tanztraining, Schauspiel- und Schminkschulung) 
+
+Ist ein Praktikum in die Ausbildung integriert oder schließt sich eine Praxisphase an die theoretische Ausbildung an, arbeiten die angehenden Animateure und Animateurinnen je nach Einsatzgebiet z.B. in Unternehmen der Tourismus- und Freizeitbranche im In- oder Ausland.
+
+## Lernorte
+
+Animateure und Animateurinnen werden in schulischer Form ausgebildet.
+Lernorte sind
+bei Präsenzveranstaltungen: Unterrichtsräume an der Bildungseinrichtung, Sport- und Freizeitplätze
+
+bei Lernformen, bei denen die Wissensvermittlung ausschließlich über digitale Medien, z.B. elektronische Lernplattformen und -systeme, erfolgt; dazu gehören beispielsweise Online-Seminare oder Echtzeit-Unterricht im virtuellen Klassenzimmern
+" name="Digitale Lernformen">digitalen Lernformen (z.B. virtuelles Klassenzimmer): zu Hause, ggf. Unterrichtsräume, Sport- und Freizeitplätze bei Präsenzphasen
+
+ggf. im Praktikum: Unternehmen der Tourismus- und Freizeitbranche im In- oder Ausland
+
+## Ausbildungssituation
+
+Auf folgende Bedingungen und Anforderungen sollte man sich einstellen:
+Theoretischer Unterricht:Unterrichtszeitbei Vollzeit: ganztägiger Unterricht an mindestens vier Wochentagen
+
+bei Teilzeit: Unterricht i.d.R. am Wochenende oder am Abend bzw. Blockunterricht
+
+Lernformbei Präsenzveranstaltungen: Teilnahme am Unterricht an der Bildungseinrichtung zusammen mit anderen angehenden Animateuren und Animateurinnen (ggf. nicht am Wohnort), Aufarbeitung der Inhalte zu Hause
+
+bei Lernformen, bei denen die Wissensvermittlung ausschließlich über digitale Medien, z.B. elektronische Lernplattformen und -systeme, erfolgt; dazu gehören beispielsweise Online-Seminare oder Echtzeit-Unterricht im virtuellen Klassenzimmern
+" name="Digitale Lernformen">digitalen Lernformen (z.B. virtuelles Klassenzimmer): ausschließliches Lernen über elektronische Lernplattformen und -systeme (vorwiegend im Klassenverband von zu Hause aus)
+
+Praktische Übungen/Praktikum:ggf. praktische Mitarbeit (unter Anleitung), z.B. in Hotels, Ferienanlagen und -clubs, auf großen Campingplätzen oder in Erholungs- und Ferienheimen
+
+Anforderungen:
+Kommunikationsfähigkeit, Einfühlungsvermögen und Kunden- und Serviceorientierung (z.B. Gäste bei Freizeitaktivitäten anleiten, dabei auf deren Wünsche und Rückfragen eingehen)
+
+Kontaktbereitschaft und interkulturelle Kompetenz (z.B. rasch und unkompliziert Kontakte zu (ausländischen) Gästen aufbauen und halten)
+
+Körperbeherrschung und Geschicklichkeit (z.B. Techniken, beispielsweise im Tauchen oder beim Skifahren, Surfen oder Segeln demonstrieren)
+
+Kreativität und pädagogische Fähigkeiten (z.B. Aktivitäten für die Gäste oder kindgerechte sportliche und kreative Aktivitäten im Rahmen der Kinderbetreuung entwickeln, Gäste zum Mitmachen motivieren)
+
+Organisatorische Fähigkeiten und Teamfähigkeit (z.B. Freizeitangebote planen, dabei mit Kollegen beim Realisieren des Gesamt-Animationsprogramms zusammenarbeiten)
+
+## Wichtige Schulfächer
+
+Vertiefte Kenntnisse in folgenden Schulfächern sind gute Voraussetzungen für eine erfolgreiche Ausbildung:
+Sport: z.B. Kenntnisse in Sportphysiologie
+
+Englisch und weitere Fremdsprachen: z.B. um fremdsprachige Gäste zu betreuen
+
+Deutsch: z.B. um Gruppen bei Freizeitaktivitäten anzuleiten
+
+Darstellendes Spiel/Musik: z.B. um Unterhaltungsprogramme wie Theateraufführungen oder Shows zu gestalten
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,99 @@
+# Market evidence report — activity-leader
+
+Source: **68 real job ads** (JSearch API, countries: us 68), extracted into the MSSQL evidence store; as of 2026-07-08.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 32 | 47 % |
+| n/a | 24 | 35 % |
+| junior | 7 | 10 % |
+| lead | 4 | 6 % |
+| senior | 1 | 1 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Microsoft Excel | 4 | 6 % |
+| 2 | Microsoft Office | 3 | 4 % |
+| 3 | Microsoft Word | 3 | 4 % |
+| 4 | Zoom | 3 | 4 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | activity planning | 19 | 28 % |
+| 2 | program development | 8 | 12 % |
+| 3 | activity leadership | 5 | 7 % |
+| 4 | documentation | 5 | 7 % |
+| 5 | curriculum development | 4 | 6 % |
+| 6 | program implementation | 4 | 6 % |
+| 7 | record maintenance | 4 | 6 % |
+| 8 | resident assessment | 4 | 6 % |
+| 9 | staff supervision | 4 | 6 % |
+| 10 | workshop facilitation | 4 | 6 % |
+| 11 | activity conduction | 3 | 4 % |
+| 12 | budget management | 3 | 4 % |
+| 13 | event planning | 3 | 4 % |
+| 14 | individualized activity care | 3 | 4 % |
+| 15 | program evaluation | 3 | 4 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | resident-centered activities | 3 | 4 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | activity leadership | 5 | 7 % |
+| 2 | workshop delivery | 5 | 7 % |
+| 3 | resident engagement | 4 | 6 % |
+| 4 | schedule management | 4 | 6 % |
+| 5 | workshop leadership | 4 | 6 % |
+| 6 | community involvement encouragement | 3 | 4 % |
+| 7 | group activity facilitation | 3 | 4 % |
+| 8 | interdisciplinary team participation | 3 | 4 % |
+| 9 | resident socialization | 3 | 4 % |
+| 10 | safe environment maintenance | 3 | 4 % |
+| 11 | teamwork | 3 | 4 % |
+| 12 | workshop facilitation | 3 | 4 % |
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Activities Director | 6 |
+| Activity Director | 5 |
+| Activities Leader | 3 |
+| Activities Leader, Part Time | 2 |
+| Memory Care Activity Leader — Inspire & Engage Seniors | 2 |
+| Summer Camp Activity Leader | 2 |
+| Activities Assistant | 1 |
+| Activities Leader - On-Call | 1 |
+| Activities Leader - On-Call - Healthcare Center | 1 |
+| Activities Leader- Fulltime | 1 |
+| Activities Leader Part Time | 1 |
+| Activities Leader, Full Time and Part Time | 1 |
+| Activity Coordinator | 1 |
+| Activity Director- Certified | 1 |
+| Activity Leader | 1 |
+| Activity Leader - Memory Care Assisted Living | 1 |
+| ACTIVITY LEADER/DRIVER PRN | 1 |
+| Aegis - AN/SPY Customer Trainer Stf Team Lead | 1 |
+| Assistant Workshop Leader - Experience-First Retail | 1 |
+| Birthday Party Host & Activity Leader | 1 |
+| Business Growth Coach & Workshop Leader | 1 |
+| Club Activity Leader | 1 |
+| Contract Producer for Virtual Instructor-Led Workshops (can be located anywhere) | 1 |
+| Education Workshop Leader | 1 |
+| Elite Sales Workshop Facilitator | 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 +1,29 @@
+# Occupation profile — activity leader
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/234be692-befb-41df-bdf0-e1b2f4eaf5e7
+- **ESCO code:** 3423.1
+- **ISCO-08 group:** 3423 — Fitness and recreation instructors and program leaders
+- **O*NET-SOC:** 11-9072.00 — Entertainment and Recreation Managers, Except Gambling (match: closeMatch)
+
+## Description (ESCO)
+
+Activity leaders provide recreational services to people and children on vacation. They organise activities such as games for children, sport competitions, cycling tours, shows and museum visits. Recreational animators also advertise their activities, manage the available budget for each event and consult their colleagues.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- workshop leader
+- leisure activities leader
+- activities coordinator
+- holiday resort activity leader
+- youth coordinator
+- youth activities coordinator
+- workshop presenter
+- cultural activities leader
+- holiday village activity leader
+- youth leader
+- youth activities leader
+- recreational activities leader
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,63 @@
+# Competences — activity leader
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/234be692-befb-41df-bdf0-e1b2f4eaf5e7).
+
+## Essential
+
+- **animate in the outdoors** (skill/competence)
+- **apply organisational techniques** (skill/competence)
+- **assess risk in the outdoors** (skill/competence)
+- **communicate in an outdoor setting** (skill/competence)
+- **communicate with youth** (skill/competence)
+- **communication** (knowledge)
+- **communication principles** (knowledge)
+- **demonstrate games** (skill/competence)
+- **entertain people** (skill/competence)
+- **evaluate outdoor activities** (skill/competence)
+- **give feedback on changing circumstances** (skill/competence)
+- **implement risk management for outdoors** (skill/competence)
+- **manage feedback** (skill/competence)
+- **manage groups outdoors** (skill/competence)
+- **manage outdoor resources** (skill/competence)
+- **organise camp activities** (skill/competence)
+- **plan schedule** (skill/competence)
+- **plan youth activities** (skill/competence)
+- **play with children** (skill/competence)
+- **react acordingly to unexpected events outdoors** (skill/competence)
+- **supervise children** (skill/competence)
+- **support children's wellbeing** (skill/competence)
+
+## Optional
+
+- cooperate with colleagues (skill/competence)
+- coordinate community arts activities (skill/competence)
+- coordinate events (skill/competence)
+- develop recreation programmes (skill/competence)
+- empathise with outdoor groups (skill/competence)
+- features of sporting equipment (knowledge)
+- geographic areas (knowledge)
+- geographical areas relevant to tourism (knowledge)
+- geographical routes (knowledge)
+- liaise with colleagues (skill/competence)
+- manage budgets (skill/competence)
+- manage visitor flows in natural protected areas (skill/competence)
+- monitor artistic activities (skill/competence)
+- outdoor activities (knowledge)
+- promote recreation activities (skill/competence)
+- recreation activities (knowledge)
+- research areas for outdoor activity (skill/competence)
+- sport games rules (knowledge)
+- structure information (skill/competence)
+- table tennis (knowledge)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 68 ads, as of 2026-07-08)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- activity planning — **28 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,48 @@
+# Tasks & work activities — activity leader
+
+Source: O*NET 30.3, occupation 11-9072.00 (Entertainment and Recreation Managers, Except Gambling).
+
+## Task statements
+
+- **[Core]** Administer first aid in emergency situations.
+- **[Core]** Assign tasks and work hours to staff.
+- **[Core]** Calculate and record department expenses and revenue.
+- **[Core]** Explain rules and regulations of facilities and entertainment attractions to customers.
+- **[Core]** Interview and hire associates to fill staff vacancies.
+- **[Core]** Plan programs of events or schedules of activities.
+- **[Core]** Plan, organize, or lead group activities for customers, such as exercise routines, athletic events, or arts and crafts.
+- **[Core]** Resolve customer complaints regarding worker performance or services rendered.
+- **[Core]** Store and retrieve equipment, such as vehicles, radios, and ride components.
+- **[Core]** Talk to coworkers using electronic devices, such as computers and radios.
+- **[Core]** Talk to customers to convey information about events or activities.
+- **[Core]** Train workers in company procedures or policy.
+- **[Core]** Write and present strategies for recreational facility programming using customer or employee data.
+- **[Core]** Write budgets to plan recreational activities or programs.
+- **[Supplemental]** Clean equipment and areas of amusement park, cruise ship, or other recreational facility.
+- **[Supplemental]** Inspect equipment, such as rides, games, and vehicles, to detect wear and damage.
+- **[Supplemental]** Operate, drive, or explain the use of mechanical equipment in amusement parks, cruise ships, or other recreational facilities.
+
+## Detailed work activities
+
+- Apply bandages, dressings, or splints.
+- Assign duties or work schedules to employees.
+- Clean equipment or supplies.
+- Clean facilities or sites.
+- Conduct eligibility or selection interviews.
+- Confer with personnel to coordinate business operations.
+- Develop organizational policies or programs.
+- Exchange information with colleagues.
+- Explain regulations, policies, or procedures.
+- Explain use of products or services.
+- Hire personnel.
+- Inspect condition or functioning of facilities or equipment.
+- Lead classes or community events.
+- Maintain supply or equipment inventories.
+- Operate vehicles or material-moving equipment.
+- Plan community programs or activities for the general public.
+- Plan conferences, programs, or special events.
+- Prepare financial documents, reports, or budgets.
+- Provide attraction or event information to patrons.
+- Reconcile records of sales or other financial transactions.
+- Resolve customer complaints or problems.
+- Train service staff.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,70 @@
+# Tools & technology — activity leader
+
+Source: O*NET 30.3 'Software Skills' for 11-9072.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Intuit QuickBooks | Accounting software | yes |
+| IBM SPSS Statistics | Analytical or scientific software | yes |
+| SAS | Analytical or scientific software | yes |
+| Slack | Cloud-based data access and sharing software | yes |
+| Salesforce software | Customer relationship management CRM software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Oracle Database | Data base user interface and query software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Visual Basic for Applications VBA | Development environment software | yes |
+| Adobe Acrobat | Document management software | yes |
+| Microsoft SharePoint | Document management software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Oracle PeopleSoft | Enterprise resource planning ERP software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Apple macOS | Operating system software | yes |
+| Linux | Operating system software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Atlassian Confluence | Project management software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft Teams | Project management software | yes |
+| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
+| HubSpot software | Sales and marketing software | yes |
+| Marketo Marketing Automation | Sales and marketing software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Cisco Webex | Video conferencing software | yes |
+| Facebook | Web page creation and editing software | yes |
+| Google Docs | Word processing software | yes |
+| Microsoft Word | Word processing software | yes |
+| IBM Cognos Impromptu | Business intelligence and data analysis software |  |
+| Oracle Business Intelligence Enterprise Edition | Business intelligence and data analysis software |  |
+| Qlik Tech QlikView | Business intelligence and data analysis software |  |
+| Dropbox | Cloud-based data access and sharing software |  |
+| Google Drive | Cloud-based data access and sharing software |  |
+| Blackboard software | Computer based training software |  |
+| SAP Crystal Reports | Data base reporting software |  |
+| Airtable | Data base user interface and query software |  |
+| Eko | Desktop communications software |  |
+| IBM Notes | Electronic mail software |  |
+| Microsoft Exchange | Electronic mail software |  |
+| Microsoft Dynamics | Enterprise resource planning ERP software |  |
+| Microsoft Dynamics GP | Enterprise resource planning ERP software |  |
+| NetSuite ERP | Enterprise resource planning ERP software |  |
+| Oracle Hyperion | Enterprise resource planning ERP software |  |
+| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software |  |
+| ADP Workforce Now | Human resources software |  |
+| Oracle Taleo | Human resources software |  |
+| Blink | Instant messaging software |  |
+| GroupMe | Instant messaging software |  |
+| LogMeIn GoToWebinar | Network conferencing software |  |
+| Hewlett-Packard HP OpenVMS | Operating system software |  |
+| Apple Keynote | Presentation software |  |
+| Google Slides | Presentation software |  |
+| Google Ads | Sales and marketing software |  |
+| Google Meet | Video conferencing software |  |
+| LogMeIn GoToMeeting | Video conferencing software |  |
+| Flipgrid | Video creation and editing software |  |
+| Loom | Video creation and editing software |  |
+| YouTube | Video creation and editing software |  |
+| LinkedIn | Web page creation and editing software |  |
+| Social media sites | Web page creation and editing software |  |
+| Evernote | Word processing software |  |