feat: outdoor-activities-instructor skill package v0.1.0

2026-08-14 18:49:58 +02:00
commit d687e1c458
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — outdoor-activities-instructor
+
+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 — outdoor-activities-instructor
+    "ESCO (occupation & competences)" : 42
+    "O*NET (tasks & tools)" : 60
+    "Job boards (market evidence)" : 81
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 183
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 42 | 11.3 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 60 | 16.2 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 81 | 21.8 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 5 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 183 | 49.3 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,49 @@
+---
+name: outdoor-activities-instructor
+description: "Occupational skill for the role 'outdoor activities instructor' (also: practitioner of instruction in outdoor activities, outdoor activities instruction practitioner, outdoor pursuits instructor, outdoor pursuits group leader, instructor in outdoor activities, instructor in outdoor pursuits). Use when the user asks for typical outdoor activities instructor work such as: typical outdoor activities instructor responsibilities"
+---
+
+# Outdoor Activities Instructor
+
+Outdoor activities instructors organise and lead recreational outdoor trips through which the participants learn skills such as hiking, climbing, skiing, snowboarding, canoeing, rafting, rope course climbing etc. They also provide team-building exercises and activity workshops for disadvantaged participants. They ensure the safety of the participants and the equipment and explain safety measures for the participants to understand themselves as well. Outdoor activities instructors should be prepared to deal with the consequences of bad weather conditions, accidents and should responsibly manage possible anxiety from participants concerning certain activities.
+
+## 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)
+
+- adapt teaching to student's capabilities
+- apply risk management in sports
+- apply teaching strategies
+- assess nature of injury in emergency
+- assist students in their learning
+- demonstrate when teaching
+- encourage students to acknowledge their achievements
+- give constructive feedback
+- guarantee students' safety
+- instruct in outdoor activities
+- motivate in sports
+- organise sporting environment
+- outdoor activities
+- protection from natural elements
+- provide first aid
+
+## Hot technologies
+
+- Intuit QuickBooks
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Outlook
+- Microsoft PowerPoint
+- Microsoft Word
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/55af6be8-039a-419c-b278-55b3f7d9ef92), O*NET 30.3 (39-9031.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,286 @@
+{
+  "name": "outdoor-activities-instructor",
+  "title": "outdoor activities instructor",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/55af6be8-039a-419c-b278-55b3f7d9ef92",
+    "esco_code": "3423.1.2.2",
+    "isco_group": "3423",
+    "onet_soc": "39-9031.00",
+    "crosswalk_match": "manual nearest via ISCO 3423 (Exercise Trainers and Group Fitness Instructors)"
+  },
+  "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": 17,
+    "skills_optional": 24,
+    "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": 2
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "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": 12
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 2
+      },
+      "bevibing/tutor-skills": {
+        "repo": "https://github.com/bevibing/tutor-skills",
+        "commit": "397110c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "RoundTable02/tutor-skills": {
+        "repo": "https://github.com/RoundTable02/tutor-skills",
+        "commit": "397110c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 8
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 3
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 1
+      },
+      "AIDevGTM/gtm-cofounder": {
+        "repo": "https://github.com/AIDevGTM/gtm-cofounder",
+        "commit": "627d901",
+        "license": "MIT",
+        "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
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 2
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 2
+      },
+      "anthropics/claude-plugins-official": {
+        "repo": "https://github.com/anthropics/claude-plugins-official",
+        "commit": "ba1611e",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 12
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 1
+      },
+      "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
+      },
+      "Eronred/aso-skills": {
+        "repo": "https://github.com/Eronred/aso-skills",
+        "commit": "e2a7c45",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ljagiello/ctf-skills": {
+        "repo": "https://github.com/ljagiello/ctf-skills",
+        "commit": "d19f35f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "open-gitagent/opengap": {
+        "repo": "https://github.com/open-gitagent/opengap",
+        "commit": "d7a8e2e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "syahiidkamil/Software-Engineer-AI-Agent-Atlas": {
+        "repo": "https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas",
+        "commit": "fc0bf11",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 3
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "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
+      },
+      "mcollina/skills": {
+        "repo": "https://github.com/mcollina/skills",
+        "commit": "5b2a813",
+        "license": "MIT",
+        "skills": 1
+      },
+      "hoangsonww/Claude-Code-Agent-Monitor": {
+        "repo": "https://github.com/hoangsonww/Claude-Code-Agent-Monitor",
+        "commit": "8f87ce1",
+        "license": "MIT",
+        "skills": 1
+      },
+      "inhouseseo/superseo-skills": {
+        "repo": "https://github.com/inhouseseo/superseo-skills",
+        "commit": "0d8b6fc",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rohitg00/pro-workflow": {
+        "repo": "https://github.com/rohitg00/pro-workflow",
+        "commit": "5c313e2",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "muratcankoylan/Agent-Skills-for-Context-Engineering": {
+        "repo": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering",
+        "commit": "c578e85",
+        "license": "MIT",
+        "skills": 1
+      },
+      "JasonColapietro/suede-creator-skills": {
+        "repo": "https://github.com/JasonColapietro/suede-creator-skills",
+        "commit": "0dc2aef",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 23,
+      "adjacent": 57
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 42,
+      "onet": 60,
+      "jobads": 81,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 183,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 11.3,
+      "onet": 16.2,
+      "jobads": 21.8,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 49.3,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,386 @@
+# External AI agent skills — outdoor-activities-instructor
+
+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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `lms-admin` | adjacent | Configure and manage Learning Management System operations including courses, enrollments, compliance training, and learning analytics | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/human-resources/skills/lms-admin) |
+| `lms-configuration-administration` | adjacent | Configure learning management system settings, user roles, course templates, gradebooks, and third-party integrations | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/education/skills/lms-configuration-administration) |
+| `training-curriculum-designer` | adjacent | Design training curricula and learning paths for change initiatives with competency-based learning | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/business-analysis/skills/training-curriculum-designer) |
+
+## 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 |
+|---|---|---|---|
+| `knowledge-ops` | adjacent | Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos). Use when the user wants to save, organize, sync, deduplicate, or search across their knowledge … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/knowledge-ops) |
+
+## Source: AIDevGTM/gtm-cofounder
+
+- Repository: [https://github.com/AIDevGTM/gtm-cofounder](https://github.com/AIDevGTM/gtm-cofounder) (commit `627d901`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `founder-led-content` | core | Build authority by teaching the problem space, not announcing features. Use when the founder finds \"marketing\" distasteful and does none, publishes only product updates, or wants a sustainable content and GitHub-README strategy that … | [source](https://github.com/AIDevGTM/gtm-cofounder/tree/627d901/skills/14-founder-led-content) |
+
+## 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) |
+| `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) |
+
+## Source: anthropics/claude-plugins-official
+
+- Repository: [https://github.com/anthropics/claude-plugins-official](https://github.com/anthropics/claude-plugins-official) (commit `ba1611e`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `example-skill` | core | This skill should be used when the user asks to "demonstrate skills", "show skill format", "create a skill template", or discusses skill development patterns. Provides a reference template for creating Claude Code plugin skills. | [source](https://github.com/anthropics/claude-plugins-official/tree/ba1611e/plugins/example-plugin/skills/example-skill) |
+
+## 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) |
+
+## Source: bevibing/tutor-skills
+
+- Repository: [https://github.com/bevibing/tutor-skills](https://github.com/bevibing/tutor-skills) (commit `397110c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `tutor` | core | Interactive quiz tutor for Obsidian StudyVault learning. Use when the user wants to: (1) Take a diagnostic assessment of their knowledge, (2) Study or review specific sections/topics, (3) Drill weak areas identified in previous sessions, … | [source](https://github.com/bevibing/tutor-skills/tree/397110c/skills/tutor) |
+
+## 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 |
+|---|---|---|---|
+| `education-skills` | adjacent | 7 education research skills. Trigger: pedagogical research, course design, learning analytics, assessment. Design: evidence-based teaching methods and educational measurement tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/education) |
+
+## 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 |
+|---|---|---|---|
+| `academic-cv-builder` | core | Format CVs for academic positions, including publications, grants, teaching, and research experience. Use when the user mentions academic CV, faculty job, tenure-track, postdoc, PhD, research position, or needs to list publications, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/career/academic-cv-builder) |
+| `code-review-excellence` | core | 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) |
+| `knowledge-distillation` | core | Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained performance, transferring GPT-4 capabilities to open-source models, or reducing inference costs. … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/emerging-techniques-knowledge-distillation) |
+| `treatment-plans` | core | 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) |
+| `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) |
+| `moodle-external-api-development` | adjacent | Create custom external web service APIs for Moodle LMS. Use when implementing web services for course management, user tracking, quiz operations, or custom plugin functionality. Covers parameter validation, database operations, error … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/moodle-external-api-development) |
+| `swarmvault` | adjacent | Use SwarmVault when the user needs a local-first knowledge vault that writes durable markdown, graph, search, dashboard, review, and MCP artifacts to disk from books, notes, transcripts, exports, datasets, slide decks, files, URLs, code, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/swarmvault) |
+| `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) |
+
+## Source: Eronred/aso-skills
+
+- Repository: [https://github.com/Eronred/aso-skills](https://github.com/Eronred/aso-skills) (commit `e2a7c45`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `onboarding-optimization` | adjacent | When the user wants to improve their app's onboarding experience, increase activation rate, reduce Day 1 drop-off, or optimize the first-run flow. Use when the user mentions "onboarding", "first-run", "activation", "tutorial", "day 1 … | [source](https://github.com/Eronred/aso-skills/tree/e2a7c45/skills/onboarding-optimization) |
+
+## 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` | core | 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) |
+| `scientific-critical-thinking` | adjacent | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-critical-thinking) |
+
+## 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: 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) |
+
+## Source: inhouseseo/superseo-skills
+
+- Repository: [https://github.com/inhouseseo/superseo-skills](https://github.com/inhouseseo/superseo-skills) (commit `0d8b6fc`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `expert-interview` | adjacent | Use when extracting first-party expertise from a subject-matter expert before writing content. Produces a knowledge document of contrarian takes, specific examples, and surprising outcomes that AI can't fabricate. | [source](https://github.com/inhouseseo/superseo-skills/tree/0d8b6fc/skills/expert-interview) |
+
+## Source: JasonColapietro/suede-creator-skills
+
+- Repository: [https://github.com/JasonColapietro/suede-creator-skills](https://github.com/JasonColapietro/suede-creator-skills) (commit `0dc2aef`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `suede-offers` | adjacent | Suede-affiliated offer design for value framing, bonuses, guarantees, risk reversal, honest scarcity, naming, and payment structure. Use when the user is building or diagnosing a service, course, coaching, information-product, agency, or … | [source](https://github.com/JasonColapietro/suede-creator-skills/tree/0dc2aef/skills/suede-offers) |
+
+## 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 |
+|---|---|---|---|
+| `navigating-github` | core | First-time GitHub setup and interactive git learning. Walks users from\n\ zero to a working GitHub repo, then teaches git through 9 hands-on\nlessons on their\ \ actual project. Adapts language and depth to skill\nlevel \u2014 inferred … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/navigating-github/skills/navigating-github) |
+| `speak-hello-world` | adjacent | Create your first Speak AI tutoring session with pronunciation feedback. Use when starting a new Speak integration, testing your setup, or learning basic language learning API patterns. Trigger with phrases like "speak hello world", "speak … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-hello-world) |
+| `apify-hello-world` | adjacent | Run your first Apify Actor and retrieve results via apify-client. Use when starting a new Apify integration, testing connectivity, or learning the Actor call/dataset retrieval pattern. Trigger: "apify hello world", "apify example", "run an … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-hello-world) |
+| `attio-hello-world` | adjacent | Make your first Attio API calls -- list objects, create a person, query companies, and read attributes. Use when starting a new Attio integration or learning the API. Trigger: "attio hello world", "attio example", "first attio call", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/attio-pack/skills/attio-hello-world) |
+| `clade-hello-world` | adjacent | Send your first message to Claude using the Anthropic SDK. Use when starting a new Claude integration, testing your setup, or learning the Messages API basics. Trigger with phrases like "anthropic hello world", "claude api example", "first … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/claude-pack/skills/clade-hello-world) |
+| `customerio-hello-world` | adjacent | Create a minimal working Customer.io example. Use when learning Customer.io basics, testing SDK setup, or creating your first identify + track integration. Trigger: "customer.io hello world", "first customer.io message", "test … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/customerio-pack/skills/customerio-hello-world) |
+| `elevenlabs-hello-world` | adjacent | Generate your first ElevenLabs text-to-speech audio file. Use when starting a new ElevenLabs integration, testing your setup, or learning basic TTS API patterns. Trigger: "elevenlabs hello world", "elevenlabs example", "elevenlabs quick … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/elevenlabs-pack/skills/elevenlabs-hello-world) |
+| `gamma-hello-world` | adjacent | Generate your first Gamma presentation via the API. Use when learning the generate-poll-retrieve workflow, testing API connectivity, or creating a minimal example. Trigger: "gamma hello world", "gamma quick start", "first gamma … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/gamma-pack/skills/gamma-hello-world) |
+| `klingai-hello-world` | adjacent | Create your first Kling AI video generation with a minimal working example. Use when learning Kling AI or testing your setup. Trigger with phrases like ''kling ai hello world'', ''first kling video'', ''klingai quickstart'', ''test … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/klingai-pack/skills/klingai-hello-world) |
+| `lindy-hello-world` | adjacent | Create your first Lindy AI agent with a real trigger and action. Use when starting with Lindy, testing your setup, or learning basic agent workflow patterns. Trigger with phrases like "lindy hello world", "lindy example", "lindy quick … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/lindy-pack/skills/lindy-hello-world) |
+| `maintainx-hello-world` | adjacent | Create a minimal working MaintainX example - your first work order. Use when starting a new MaintainX integration, testing your setup, or learning basic MaintainX API patterns. Trigger with phrases like "maintainx hello world", "maintainx … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/maintainx-pack/skills/maintainx-hello-world) |
+| `serpapi-hello-world` | adjacent | Run your first SerpApi search -- Google, Bing, or YouTube results as JSON. Use when starting with SerpApi, testing search queries, or learning the structured result format. Trigger: "serpapi hello world", "serpapi example", "serpapi first … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/serpapi-pack/skills/serpapi-hello-world) |
+
+## 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 |
+|---|---|---|---|
+| `treatment-plans` | core | 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) |
+| `scientific-critical-thinking` | adjacent | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-critical-thinking) |
+
+## 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 |
+|---|---|---|---|
+| `treatment-plans` | core | 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) |
+| `scientific-critical-thinking` | adjacent | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-critical-thinking) |
+
+## Source: ljagiello/ctf-skills
+
+- Repository: [https://github.com/ljagiello/ctf-skills](https://github.com/ljagiello/ctf-skills) (commit `d19f35f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ctf-ai-ml` | adjacent | Provides AI and machine learning techniques for CTF challenges. Use when attacking ML models, crafting adversarial examples, performing model extraction, prompt injection, membership inference, training data poisoning, fine-tuning … | [source](https://github.com/ljagiello/ctf-skills/tree/d19f35f/ctf-ai-ml) |
+
+## Source: mcollina/skills
+
+- Repository: [https://github.com/mcollina/skills](https://github.com/mcollina/skills) (commit `5b2a813`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `skill-optimizer` | adjacent | Optimizes AI skills for activation, clarity, and cross-model reliability. Use when creating or editing skill packs, diagnosing weak skill uptake, reducing regressions, tuning instruction salience, improving examples, shrinking context … | [source](https://github.com/mcollina/skills/tree/5b2a813/skills/skill-optimizer) |
+
+## 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 |
+|---|---|---|---|
+| `teaching-lesson-plan` | core | Design a structured lesson plan for any subject, audience, or format. Use when asked to write a lesson plan, course outline, teaching session, workshop curriculum, or training module. Produces a complete lesson plan with learning … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-cross/skills/teaching-lesson-plan) |
+| `lesson-plan` | core | Build a complete, standards-aligned lesson plan with clear objectives, a timed activity sequence, differentiation, and assessment. Use when asked to write a lesson plan, plan a class or lesson, design a teaching session, or structure … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-education/skills/lesson-plan) |
+| `student-feedback` | core | Write constructive, specific feedback on student work that motivates and tells the student exactly how to improve. Use when asked to give feedback on a student's work, write grading comments, respond to an essay or assignment, or coach a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-education/skills/student-feedback) |
+
+## 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 |
+|---|---|---|---|
+| `detecting-t1003-credential-dumping-with-edr` | core | Detect OS credential dumping techniques targeting LSASS memory, SAM database, NTDS.dit, and cached credentials using EDR telemetry, Sysmon process access monitoring, and Windows security event correlation. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-t1003-credential-dumping-with-edr) |
+
+## Source: muratcankoylan/Agent-Skills-for-Context-Engineering
+
+- Repository: [https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering) (commit `c578e85`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `reasoning-trace-optimizer` | adjacent | Debug and optimize AI agents by analyzing reasoning traces, context degradation, tool confusion, instruction drift, repeated task failures, and performance regressions. | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/examples/interleaved-thinking) |
+
+## 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 |
+|---|---|---|---|
+| `refine-critique-loop` | core | Use this plugin when the user has an existing Open Design artifact and wants targeted critique, patching, brand tightening, responsive fixes, or quality improvement without starting over. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/spec/examples/refine-critique-loop) |
+| `hr-onboarding` | adjacent | A new-hire onboarding plan as a single page — first week schedule, buddy + manager intro, learning track, equipment checklist, and "you're set when…" outcomes. Use when the brief mentions "onboarding", "new hire", "first week plan", or … | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/hr-onboarding) |
+| `html-ppt-obsidian-claude-gradient` | adjacent | Open Design's enterprise AI-adoption brief: local-first agents at work, the risk controls, the ROI, and the rollout plan. Built as a decision-grade AI literacy deck for leadership, IT, security. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-obsidian-claude-gradient) |
+| `html-ppt-zhangzara-daisy-days` | adjacent | A customer-success workshop onboarding users to a project-management app — the first-value path and the habits that retain. Built as a decision-grade professional training deck for new customers, CS team. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-daisy-days) |
+| `html-ppt-testing-safety-alert` | adjacent | A hospital data-governance briefing: patient-data risk, the control framework, accountability, and the approval the board must give. Built as a decision-grade policy briefing deck for health-system board, regulators. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-testing-safety-alert) |
+| `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) |
+| `orbit-gmail` | adjacent | Open Orbit briefing skill — selected by the Orbit pipeline when Gmail is the user's only connected connector, or when the user explicitly scopes their daily digest to Gmail. Pulls the past 24 hours of inbox activity (replies awaited, … | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/orbit-gmail) |
+| `flowai-live-dashboard-template` | adjacent | Team-management dashboard skill in the FlowAI aesthetic — three tabs (Team Members, Team Details, Activity Log), KPI stat row, member table, role distribution bar chart, online presence and activity sparklines, and a top-contributors … | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/flowai-live-dashboard-template) |
+| `github-dashboard` | adjacent | GitHub repository analytics dashboard — stars, forks, contributors, issues, pull requests, recent activity, and top contributors. Use when the brief asks for a GitHub repo dashboard, open-source growth report, repository health page, or … | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/github-dashboard) |
+| `html-ppt-course-module` | adjacent | A first-30-days onboarding module for new hospitality hires — the behaviors, the practice, the checks, and the manager follow-up. Built as a decision-grade professional training deck for new hires, managers. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-course-module) |
+| `html-ppt-zhangzara-creative-mode` | adjacent | A brand visual-identity system reveal for an outdoor label — logo, color, type, and the rules that keep it consistent. Built as a decision-grade design craft deck for brand team, client. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-creative-mode) |
+| `html-ppt-zhangzara-retro-windows` | adjacent | An IT security-awareness training on spotting phishing — the tells, the drill, and what to do in the first 60 seconds. Built as a decision-grade professional training deck for all employees. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-retro-windows) |
+
+## Source: open-gitagent/opengap
+
+- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `get-started` | adjacent | Guides installation of gitagent and creation of first agent with scaffolding, configuration, and validation. Use when the user is new to gitagent, asks how to get started, wants to install gitagent, set up their first agent, or says 'how … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/gitagent-helper/skills/get-started) |
+
+## 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 |
+|---|---|---|---|
+| `knowledge-distillation` | core | Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained performance, transferring GPT-4 capabilities to open-source models, or reducing inference costs. … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/19-emerging-techniques/knowledge-distillation) |
+
+## Source: pedrohcgs/claude-code-my-workflow
+
+- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `respond-to-eval` | core | Turn student course evaluations (free-text + numeric) into an actionable teaching-improvement plan — the teaching analogue of /respond-to-referees. Clusters comments into themes, separates signal from noise, classifies each theme Keep / … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/respond-to-eval) |
+| `teach-from-paper` | adjacent | Turn a research paper into teaching materials — a lecture outline, the 3-5 results worth presenting (with intuition), a slide skeleton ready for `/create-lecture`, discussion questions, and a problem-set brief. Reads the paper end-to-end … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/teach-from-paper) |
+
+## 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: rohitg00/pro-workflow
+
+- Repository: [https://github.com/rohitg00/pro-workflow](https://github.com/rohitg00/pro-workflow) (commit `5c313e2`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `learn-rule` | adjacent | Capture a correction or lesson as a persistent learning rule with category, mistake, and correction. Stores, categorises, and retrieves rules for future sessions. Use after mistakes or when the user says "remember this", "don't forget", … | [source](https://github.com/rohitg00/pro-workflow/tree/5c313e2/skills/learn-rule) |
+
+## Source: RoundTable02/tutor-skills
+
+- Repository: [https://github.com/RoundTable02/tutor-skills](https://github.com/RoundTable02/tutor-skills) (commit `397110c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `tutor` | core | Interactive quiz tutor for Obsidian StudyVault learning. Use when the user wants to: (1) Take a diagnostic assessment of their knowledge, (2) Study or review specific sections/topics, (3) Drill weak areas identified in previous sessions, … | [source](https://github.com/RoundTable02/tutor-skills/tree/397110c/skills/tutor) |
+
+## 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` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+| `memory-management` | adjacent | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) |
+| `AgentDB Memory Patterns` | adjacent | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$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) |
+| `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) |
+| `AgentDB Memory Patterns` | adjacent | 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: syahiidkamil/Software-Engineer-AI-Agent-Atlas
+
+- Repository: [https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas](https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas) (commit `fc0bf11`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `learning-from-mistakes` | adjacent | Record a hard-won engineering lesson after a bug or mistake is resolved. Use when a bug resisted ATLAS until Boss's guidance cracked it, or when a long debugging hunt ended in an aha moment worth never relearning. | [source](https://github.com/syahiidkamil/Software-Engineer-AI-Agent-Atlas/tree/fc0bf11/.claude/skills/learning-from-mistakes) |
+
+## 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 |
+|---|---|---|---|
+| `knowledge-distillation` | core | Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained performance, transferring GPT-4 capabilities to open-source models, or reducing inference costs. … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/19-emerging-techniques/knowledge-distillation) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,133 @@
+# Market evidence report — outdoor-activities-instructor
+
+Source: **53 real job ads** (JSearch API, countries: gb 37, us 16), extracted into the MSSQL evidence store; as of 2026-07-18.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 29 | 55 % |
+| n/a | 18 | 34 % |
+| junior | 4 | 8 % |
+| lead | 2 | 4 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | outdoor education | 12 | 23 % |
+| 2 | group leadership | 7 | 13 % |
+| 3 | outdoor activity instruction | 7 | 13 % |
+| 4 | activity instruction | 6 | 11 % |
+| 5 | equipment maintenance | 6 | 11 % |
+| 6 | first aid | 6 | 11 % |
+| 7 | outdoor instruction | 5 | 9 % |
+| 8 | risk assessment | 5 | 9 % |
+| 9 | lesson planning | 4 | 8 % |
+| 10 | program planning | 4 | 8 % |
+| 11 | activity delivery | 3 | 6 % |
+| 12 | archery instruction | 3 | 6 % |
+| 13 | child welfare | 3 | 6 % |
+| 14 | curriculum development | 3 | 6 % |
+| 15 | environmental education | 3 | 6 % |
+| 16 | first aid administration | 3 | 6 % |
+| 17 | hiking | 3 | 6 % |
+| 18 | hiking leadership | 3 | 6 % |
+| 19 | program delivery | 3 | 6 % |
+| 20 | risk management | 3 | 6 % |
+| 21 | rock climbing | 3 | 6 % |
+| 22 | safety management | 3 | 6 % |
+| 23 | team building | 3 | 6 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | activity delivery | 6 | 11 % |
+| 2 | equipment maintenance | 6 | 11 % |
+| 3 | activity leadership | 5 | 9 % |
+| 4 | activity facilitation | 4 | 8 % |
+| 5 | activity instruction | 4 | 8 % |
+| 6 | activity planning | 4 | 8 % |
+| 7 | pastoral care | 4 | 8 % |
+| 8 | session delivery | 4 | 8 % |
+| 9 | policy adherence | 3 | 6 % |
+| 10 | program assistance | 3 | 6 % |
+| 11 | program leadership | 3 | 6 % |
+| 12 | safety assurance | 3 | 6 % |
+
+## Regional breakdown
+
+> **Corpus note:** 53 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+**Insufficient evidence** — 16 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+37 ads.
+
+**Top hard skills:**
+
+- outdoor education — 24 % (9 ads)
+- group leadership — 16 % (6 ads)
+- outdoor activity instruction — 16 % (6 ads)
+- activity instruction — 14 % (5 ads)
+- equipment maintenance — 11 % (4 ads)
+- program delivery — 8 % (3 ads)
+- risk assessment — 8 % (3 ads)
+- activity delivery — 5 % (2 ads)
+- activity planning — 5 % (2 ads)
+- archery instruction — 5 % (2 ads)
+
+**Seniority:** mid 54 % · n/a 35 % · junior 5 % · lead 5 %
+
+### 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 |
+|---|---|
+| Outdoor Activity Instructor | 4 |
+| Outdoor Education Instructor | 4 |
+| Outdoor Specialty Instructor | 2 |
+| 2 year Trainee Instructor programme | 1 |
+| Activities Instructor | 1 |
+| Activity Instructor | 1 |
+| Activity Instructors | 1 |
+| Adjunct Outdoor & Community Recreation Instructor | 1 |
+| Adventure Camp Field Instructor at The Mountaineers Washington DC | 1 |
+| Adventure Program Instructor | 1 |
+| Field Studies Instructor: Outdoor Education & Adventure | 1 |
+| Lead Instructor | 1 |
+| Mobile Outdoor Instructor | 1 |
+| Multi-Activity Instructors | 1 |
+| Outdoor Activities Instructor — Training & Youth Impact | 1 |
+| Outdoor Activity Instructor - Brentwood, Essex | 1 |
+| Outdoor Activity Instructor - Godalming, Surrey | 1 |
+| Outdoor Activity Instructor - Haywards Heath, West Sussex | 1 |
+| Outdoor Activity Instructor — Lead Thrills in Scotland | 1 |
+| Outdoor Activity Instructor Apprentice | 1 |
+| Outdoor Activity Instructor: Lead Fun and Safe Adventures | 1 |
+| Outdoor Activity Leader | 1 |
+| Outdoor Adventure Educator - Seasonal Programs | 1 |
+| Outdoor Adventure Instructor (Staff Wage) | 1 |
+| Outdoor Adventure Leader — Kayak, Climb & Hike | 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 — outdoor activities instructor
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/55af6be8-039a-419c-b278-55b3f7d9ef92
+- **ESCO code:** 3423.1.2.2
+- **ISCO-08 group:** 3423 — Fitness and recreation instructors and program leaders
+
+## Description (ESCO)
+
+Outdoor activities instructors organise and lead recreational outdoor trips through which the participants learn skills such as hiking, climbing, skiing, snowboarding, canoeing, rafting, rope course climbing etc. They also provide team-building exercises and activity workshops for disadvantaged participants. They ensure the safety of the participants and the equipment and explain safety measures for the participants to understand themselves as well. Outdoor activities instructors should be prepared to deal with the consequences of bad weather conditions, accidents and should responsibly manage possible anxiety from participants concerning certain activities.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- practitioner of instruction in outdoor activities
+- outdoor activities instruction practitioner
+- outdoor pursuits instructor
+- outdoor pursuits group leader
+- instructor in outdoor activities
+- instructor in outdoor pursuits
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,62 @@
+# Competences — outdoor activities instructor
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/55af6be8-039a-419c-b278-55b3f7d9ef92).
+
+## Essential
+
+- **adapt teaching to student's capabilities** (skill/competence)
+- **apply risk management in sports** (skill/competence)
+- **apply teaching strategies** (skill/competence)
+- **assess nature of injury in emergency** (skill/competence)
+- **assist students in their learning** (skill/competence)
+- **demonstrate when teaching** (skill/competence)
+- **encourage students to acknowledge their achievements** (skill/competence)
+- **give constructive feedback** (skill/competence)
+- **guarantee students' safety** (skill/competence)
+- **instruct in outdoor activities** (skill/competence)
+- **motivate in sports** (skill/competence)
+- **organise sporting environment** (skill/competence)
+- **outdoor activities** (knowledge)
+- **protection from natural elements** (knowledge)
+- **provide first aid** (skill/competence)
+- **provide lesson materials** (skill/competence)
+- **use rope access techniques** (skill/competence)
+
+## Optional
+
+- assess students (skill/competence)
+- belay techniques (knowledge)
+- climb trees (skill/competence)
+- compass navigation (knowledge)
+- facilitate teamwork between students (skill/competence)
+- inspire enthusiasm for nature (skill/competence)
+- lead hiking trips (skill/competence)
+- lip reading (knowledge)
+- maintain customer service (skill/competence)
+- manage resources for educational purposes (skill/competence)
+- plan sports instruction programme (skill/competence)
+- prepare lesson content (skill/competence)
+- read maps (skill/competence)
+- represent the organisation (skill/competence)
+- rope lashing (knowledge)
+- skateboard (knowledge)
+- teach windsurfing (skill/competence)
+- team building (knowledge)
+- teamwork principles (knowledge)
+- use geographic memory (skill/competence)
+- use modern electronic navigational aids (skill/competence)
+- use rigging tools (skill/competence)
+- water skiing (knowledge)
+- work with different target groups (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 53 ads, as of 2026-07-18)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- outdoor education — **23 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,46 @@
+# Tasks & work activities — outdoor activities instructor
+
+Source: O*NET 30.3, occupation 39-9031.00 (Exercise Trainers and Group Fitness Instructors) — manual nearest-occupation mapping via ISCO group 3423; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Explain and enforce safety rules and regulations governing sports, recreational activities, and the use of exercise equipment.
+- **[Core]** Offer alternatives during classes to accommodate different levels of fitness.
+- **[Core]** Plan routines, choose appropriate music, and choose different movements for each set of muscles, depending on participants' capabilities and limitations.
+- **[Core]** Observe participants and inform them of corrective measures necessary for skill improvement.
+- **[Core]** Teach proper breathing techniques used during physical exertion.
+- **[Core]** Instruct participants in maintaining exertion levels to maximize benefits from exercise routines.
+- **[Core]** Teach and demonstrate use of gymnastic and training equipment, such as trampolines and weights.
+- **[Core]** Maintain fitness equipment.
+- **[Supplemental]** Conduct therapeutic, recreational, or athletic activities.
+- **[Core]** Monitor participants' progress and adapt programs as needed.
+- **[Core]** Evaluate individuals' abilities, needs, and physical conditions, and develop suitable training programs to meet any special requirements.
+- **[Supplemental]** Plan physical education programs to promote development of participants' physical attributes and social skills.
+- **[Core]** Provide students with information and resources regarding nutrition, weight control, and lifestyle issues.
+- **[Core]** Administer emergency first aid, wrap injuries, treat minor chronic disabilities, or refer injured persons to physicians.
+- **[Core]** Advise clients about proper clothing and shoes.
+- **[Supplemental]** Teach individual and team sports to participants through instruction and demonstration, using knowledge of sports techniques and of participants' physical capabilities.
+- **[Supplemental]** Promote health clubs through membership sales, and record member information.
+- **[Core]** Maintain equipment inventories, and select, store, or issue equipment as needed.
+- **[Supplemental]** Organize and conduct competitions and tournaments.
+- **[Supplemental]** Advise participants in use of heat or ultraviolet treatments and hot baths.
+
+## Detailed work activities
+
+- Administer first aid.
+- Advise customers on the use of products or services.
+- Demonstrate activity techniques or equipment use.
+- Develop educational or training programs.
+- Distribute resources to patrons or employees.
+- Enforce rules or regulations.
+- Evaluate capabilities or training needs.
+- Explain regulations, policies, or procedures.
+- Maintain client information or service records.
+- Maintain supply or equipment inventories.
+- Organize recreational activities or events.
+- Perform basic equipment maintenance.
+- Promote products, services, or programs.
+- Provide medical or cosmetic advice for clients.
+- Sell products or services.
+- Teach exercise or fitness techniques.
+- Teach health or hygiene practices.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,28 @@
+# Tools & technology — outdoor activities instructor
+
+Source: O*NET 30.3, occupation 39-9031.00 (Exercise Trainers and Group Fitness Instructors) — manual nearest-occupation mapping via ISCO group 3423; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| 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 Word | Word processing software | yes |
+| Appointment scheduling software | Calendar and scheduling software |  |
+| BioEx Systems Exercise Expert | Data base user interface and query software |  |
+| BioEx Systems Fitness Maker | Project management software |  |
+| BioEx Systems Nutrition Maker Plus | Medical software |  |
+| Blink | Instant messaging software |  |
+| DaySmart Software Appointment-Plus | Calendar and scheduling software |  |
+| DietMaster Systems DietMaster | Data base user interface and query software |  |
+| Email software | Electronic mail software |  |
+| EZFacility Trainer Management System | Enterprise resource planning ERP software |  |
+| ICTraining | Data base user interface and query software |  |
+| MYOB BusinessEssentials | Accounting software |  |
+| Online River Software Personal Trainer Pro | Project management software |  |
+| Sage 50 Accounting | Accounting software |  |
+| Sage Simply Accounting | Accounting software |  |
+| Visual Health Information The Trainer's Exercise Toolbox | Desktop publishing software |  |
+| Web browser software | Internet browser software |  |