feat: ict-teacher-secondary-school skill package v0.1.0

2026-08-14 17:14:17 +02:00
commit 51c2313330
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — ict-teacher-secondary-school
+
+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 — ict-teacher-secondary-school
+    "ESCO (occupation & competences)" : 61
+    "O*NET (tasks & tools)" : 97
+    "Job boards (market evidence)" : 53
+    "Anthropic official Claude skills" : 6
+    "External AI skill packs (mapped)" : 182
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 61 | 15.3 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 97 | 24.3 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 53 | 13.3 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 6 | 1.5 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 182 | 45.6 % | 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: ict-teacher-secondary-school
+description: "Occupational skill for the role 'ICT teacher secondary school' (also: secondary school computing teacher, high school ICT and computing teacher, teacher of ICT in secondary schools, secondary school ICT tutor, computing teacher, high school computing teacher). Use when the user asks for typical ICT teacher secondary school work such as: Develop and maintain Web sites for online courses.; Evaluate and grade students' class work, laboratory work, assignments, and papers.; Maintain student attendance records, grades, and other required records."
+---
+
+# Ict Teacher Secondary School
+
+ICT teachers at secondary schools provide education to students, commonly children and young adults, in a secondary school setting. They are usually subject teachers, specialised and instructing in their own field of study, ICT. They prepare lesson plans and materials, monitor the students' progress, assist individually when necessary, and evaluate the students' knowledge and performance on the subject of ICT through assignments, tests and examinations.
+
+## Core workflow
+
+1. Develop and maintain Web sites for online courses.
+2. Evaluate and grade students' class work, laboratory work, assignments, and papers.
+3. Maintain student attendance records, grades, and other required records.
+4. Prepare and deliver lectures to undergraduate or graduate students on topics such as programming, data structures, and software design.
+5. Prepare course materials, such as syllabi, homework assignments, and handouts.
+6. Compile, administer, and grade examinations or assign this work to others.
+7. Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.
+8. Initiate, facilitate, and moderate classroom discussions.
+
+## 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 intercultural teaching strategies
+- apply teaching strategies
+- assess students
+- assign homework
+- assist students in their learning
+- compile course material
+- computer science
+- computer technology
+- cooperate with education professionals
+- curriculum objectives
+- demonstrate when teaching
+- develop course outline
+- develop digital educational materials
+- e-learning
+
+## Hot technologies
+
+- Microsoft Access
+- C
+- Microsoft Visual Basic
+- Microsoft Outlook
+- Adobe Photoshop
+- C#
+- C++
+- Oracle Java
+- Python
+- Microsoft Office software
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/0d595b87-a1fc-410c-abbe-88b92cb0d334), O*NET 30.3 (25-1021.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,286 @@
+{
+  "name": "ict-teacher-secondary-school",
+  "title": "ICT teacher secondary school",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/0d595b87-a1fc-410c-abbe-88b92cb0d334",
+    "esco_code": "2330.1.9",
+    "isco_group": "2330",
+    "onet_soc": "25-1021.00",
+    "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": 26,
+    "dwas": 28,
+    "skills_essential": 38,
+    "skills_optional": 22,
+    "software": 42
+  },
+  "enrichment_ai_skills": {
+    "generated": "2026-07-14",
+    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
+    "sources": {
+      "anthropics/skills": {
+        "repo": "https://github.com/anthropics/skills",
+        "commit": "f6656c1",
+        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
+        "skills": 3
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 4
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 3
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 4
+      },
+      "michalparkola/tapestry-skills-for-claude-code": {
+        "repo": "https://github.com/michalparkola/tapestry-skills-for-claude-code",
+        "commit": "80e1dc5",
+        "license": "MIT",
+        "skills": 1
+      },
+      "softaworks/agent-toolkit": {
+        "repo": "https://github.com/softaworks/agent-toolkit",
+        "commit": "3027f20",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 12
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 2
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 6
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 7
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 4
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 4
+      },
+      "rohitg00/pro-workflow": {
+        "repo": "https://github.com/rohitg00/pro-workflow",
+        "commit": "5c313e2",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 2
+      },
+      "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
+      },
+      "ThinkInAIXYZ/deepchat": {
+        "repo": "https://github.com/ThinkInAIXYZ/deepchat",
+        "commit": "f275c92",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "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
+      },
+      "AIDevGTM/gtm-cofounder": {
+        "repo": "https://github.com/AIDevGTM/gtm-cofounder",
+        "commit": "627d901",
+        "license": "MIT",
+        "skills": 1
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "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
+      },
+      "FlorianBruniaux/claude-code-ultimate-guide": {
+        "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide",
+        "commit": "5395214",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 3
+      },
+      "luongnv89/claude-howto": {
+        "repo": "https://github.com/luongnv89/claude-howto",
+        "commit": "a645ffe",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Li-Evan/Bloom": {
+        "repo": "https://github.com/Li-Evan/Bloom",
+        "commit": "31718b9",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ljagiello/ctf-skills": {
+        "repo": "https://github.com/ljagiello/ctf-skills",
+        "commit": "d19f35f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "TakaGoto/rag-learning-academy": {
+        "repo": "https://github.com/TakaGoto/rag-learning-academy",
+        "commit": "4af45ee",
+        "license": "MIT",
+        "skills": 1
+      },
+      "anthropics/claude-code": {
+        "repo": "https://github.com/anthropics/claude-code",
+        "commit": "988b3e5",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "anthropics/claude-plugins-official": {
+        "repo": "https://github.com/anthropics/claude-plugins-official",
+        "commit": "ba1611e",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Chachamaru127/claude-code-harness": {
+        "repo": "https://github.com/Chachamaru127/claude-code-harness",
+        "commit": "9851b1a",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 2
+      },
+      "JuneYaooo/nihaisha-nishi-tcm": {
+        "repo": "https://github.com/JuneYaooo/nihaisha-nishi-tcm",
+        "commit": "99d14b0",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "parcadei/Continuous-Claude-v3": {
+        "repo": "https://github.com/parcadei/Continuous-Claude-v3",
+        "commit": "d07ff4b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 77,
+      "adjacent": 3
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 61,
+      "onet": 97,
+      "jobads": 53,
+      "wiki_ai": 0,
+      "anthropic": 6,
+      "ai_skills": 182,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 15.3,
+      "onet": 24.3,
+      "jobads": 13.3,
+      "wiki_ai": 0.0,
+      "anthropic": 1.5,
+      "ai_skills": 45.6,
+      "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 — ict-teacher-secondary-school
+
+Proven, publicly available AI agent skills mapped to this occupation.
+Nothing is copied from the sources: every entry is a name, a one-line
+summary and a link to the upstream skill package. Each section names
+its source repository, commit, license and retrieval date.
+
+**Tiers:** `core` = the skill directly exercises a top market hard
+skill, tool or method (from gated job-ad evidence) or an essential
+ESCO competence of this occupation; `adjacent` =
+plausibly useful, secondary. Entries are capped at 12 per source
+and 80 in total per occupation (core first,
+strongest matches survive); everything beyond the caps is excluded
+and logged in the pipeline audit trail, not in this package.
+
+_Matched deterministically (ISCO group + title/competence keywords,
+tiered against market evidence + ESCO essentials) by
+`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
+
+## Source: anthropics/skills
+
+- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
+- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
+| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
+| `pptx` | adjacent | Use this skill any time a .pptx or .potx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx or .potx file (even … | [source](https://github.com/anthropics/skills/tree/main/skills/pptx) |
+
+## Source: 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 |
+|---|---|---|---|
+| `standards-alignment-mapping` | core | Systematically map curriculum content to educational standards with vertical and horizontal alignment documentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/education/skills/standards-alignment-mapping) |
+| `training-curriculum-designer` | core | 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) |
+| `curriculum-gap-analysis` | core | Identify gaps, overlaps, and misalignments in curriculum coverage through systematic comparison with standards and learning progressions | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/education/skills/curriculum-gap-analysis) |
+| `lms-configuration-administration` | core | 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) |
+| `lms-admin` | core | 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) |
+| `lessonly-training` | core | Lessonly (Seismic Learning) training platform integration | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/sales/skills/lessonly-training) |
+| `lessons-learned-repository` | core | Capture, categorize, and retrieve project lessons learned for organizational learning | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/project-management/skills/lessons-learned-repository) |
+
+## 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 |
+|---|---|---|---|
+| `content-engine` | core | Create platform-native content systems for X, LinkedIn, TikTok, YouTube, newsletters, and repurposed multi-platform campaigns. Use when the user wants social posts, threads, scripts, content calendars, or one source asset adapted cleanly … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/content-engine) |
+
+## 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: anthropics/claude-code
+
+- Repository: [https://github.com/anthropics/claude-code](https://github.com/anthropics/claude-code) (commit `988b3e5`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Agent Development` | core | This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", "agent tools", "agent colors", "autonomous agent", or needs guidance … | [source](https://github.com/anthropics/claude-code/tree/988b3e5/plugins/plugin-dev/skills/agent-development) |
+
+## 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 |
+|---|---|---|---|
+| `agent-development` | core | This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", "agent tools", "agent colors", "autonomous agent", or needs guidance … | [source](https://github.com/anthropics/claude-plugins-official/tree/ba1611e/plugins/plugin-dev/skills/agent-development) |
+| `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: 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` | core | 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) |
+| `curriculum-design-guide` | core | Systematic approaches to curriculum design using backward design and alignment | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/education/curriculum-design-guide) |
+| `post-acceptance` | core | This skill should be used when the user asks to "prepare conference presentation", "create presentation slides", "design poster", "make academic poster", "write promotion content", "create Twitter thread", or mentions post-acceptance … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/post-acceptance) |
+
+## 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-plan-brief` | core | Generate a Plan Brief HTML for non-engineer vibecoders before implementation starts. Searches harness-mem (project-only) for relevant past decisions, patterns, and Plans archive entries, then renders a single-file HTML artifact summarizing … | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-plan-brief) |
+
+## 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 |
+|---|---|---|---|
+| `ship-learn-next` | core | Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework. Use when user wants to turn advice, lessons, or educational content into concrete action … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/ship-learn-next) |
+| `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) |
+| `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) |
+| `Agent Development` | core | This skill should be used when the user asks to "create an agent", "add an agent", "write a subagent", "agent frontmatter", "when to use description", "agent examples", "agent tools", "agent colors", "autonomous agent", or needs guidance … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/agent-development) |
+
+## Source: FlorianBruniaux/claude-code-ultimate-guide
+
+- Repository: [https://github.com/FlorianBruniaux/claude-code-ultimate-guide](https://github.com/FlorianBruniaux/claude-code-ultimate-guide) (commit `5395214`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `self-assessment` | core | Interactive skill assessment with personalized learning path generation | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/.agents/skills/self-assessment) |
+| `plan-pipeline-start` | core | 5-phase planning: PRD analysis, design review, technical decisions, dynamic research team, metrics. Produces a complete implementation plan + ADRs before any code is written. | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/plan-pipeline/start) |
+| `plan-pipeline` | core | Orchestrates the complete planning pipeline: product direction (ceo-review) -> architecture (eng-review) -> implementation plan (start) -> validation (validate) -> execution (execute). Run stages individually or let the orchestrator … | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/plan-pipeline) |
+
+## 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 |
+|---|---|---|---|
+| `coding-tutor` | core | Personalized coding tutorials that build on your existing knowledge and use your actual codebase for examples. Creates a persistent learning trail that compounds over time using the power of AI, spaced repetition and quizes. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/coding-tutor) |
+
+## 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 |
+|---|---|---|---|
+| `speak-enterprise-rbac` | core | Configure Speak for schools and organizations: SSO, teacher/student roles, class management, and usage reporting. Use when implementing enterprise rbac, or managing Speak language learning platform operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-enterprise-rbac) |
+| `speak-data-handling` | core | Handle student audio data, assessment records, and learning progress with GDPR/COPPA compliance. Use when implementing data handling, or managing Speak language learning platform operations. Trigger with phrases like "speak data handling", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-data-handling) |
+| `speak-security-basics` | core | Security best practices for Speak API keys, audio data privacy, student data protection, and COPPA/FERPA compliance. Use when implementing security basics features, or troubleshooting Speak language learning integration issues. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-security-basics) |
+| `speak-migration-deep-dive` | core | Migrate between language learning platforms, import student progress, and transition from legacy speech APIs. Use when implementing migration deep dive, or managing Speak language learning platform operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-migration-deep-dive) |
+| `speak-webhooks-events` | core | Handle Speak lesson completion events, progress webhooks, and achievement notifications. Use when implementing webhooks events, or managing Speak language learning platform operations. Trigger with phrases like "speak webhooks events", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-webhooks-events) |
+| `alchemy-hello-world` | core | Create a minimal Alchemy Web3 example: get ETH balance, fetch NFTs, read token balances. Use when starting blockchain development, testing Alchemy setup, or learning basic blockchain query patterns. Trigger: "alchemy hello world", "alchemy … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/alchemy-pack/skills/alchemy-hello-world) |
+| `mnemos` | core | Persistent memory and learning-loop skills for AI coding agents using mnemos MCP tools. Use whenever mnemos_* MCP tools are available and you are doing work worth remembering. Cross-session memory, conventions, corrections, and … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/community/mnemos/.claude/skills/mnemos) |
+| `speak-local-dev-loop` | core | Configure Speak local development with mocked tutors and audio testing. Use when setting up a development environment, configuring test workflows, or building language learning features locally. Trigger with phrases like "speak dev setup", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-local-dev-loop) |
+| `form-social` | core | Use when asked to design social media graphics, ad creatives, or marketing assets. Examples: "design a LinkedIn post for our launch", "create ad creatives for our campaign", "make an Instagram story", "design a Twitter card", "create a … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-social) |
+| `klaviyo-hello-world` | core | Create a minimal working Klaviyo example with real API calls. Use when starting a new Klaviyo integration, testing your setup, or learning basic profile creation and event tracking patterns. Trigger with phrases like "klaviyo hello world", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/klaviyo-pack/skills/klaviyo-hello-world) |
+| `maintainx-hello-world` | core | 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` | core | 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: JuneYaooo/nihaisha-nishi-tcm
+
+- Repository: [https://github.com/JuneYaooo/nihaisha-nishi-tcm](https://github.com/JuneYaooo/nihaisha-nishi-tcm) (commit `99d14b0`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `nihaisha` | core | Use this skill when the user asks about Ni Haisha / 倪海厦 TCM course material, especially Shang Han Lun / 伤寒论, Jingui / 金匮要略, Zhongjing Xinfa / 仲景心法, clinical cases / 临床案例 / 倪师医案, Bagang Bianzheng / 八纲辨证, Fuyang Forum / 扶阳论坛, Yijinjing / … | [source](https://github.com/JuneYaooo/nihaisha-nishi-tcm/tree/99d14b0) |
+
+## Source: Li-Evan/Bloom
+
+- Repository: [https://github.com/Li-Evan/Bloom](https://github.com/Li-Evan/Bloom) (commit `31718b9`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `bloom-tutor` | core | Use when 用户想以一对一苏格拉底导师的方式系统学习一个课题——开一门新课、推进课题的下一篇、提交学习反馈或说「我读完了」、或整理/查看学习日志。基于 Bloom 2 Sigma 的交互式学习系统。触发词：开个文件夹学X、我想学X、帮我学X、继续、下一篇、我读完了、整理学习、查看学习日志、interactive Socratic tutoring、Bloom 2 sigma learning。 | [source](https://github.com/Li-Evan/Bloom/tree/31718b9/skills/bloom-tutor) |
+
+## 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` | core | 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: luongnv89/claude-howto
+
+- Repository: [https://github.com/luongnv89/claude-howto](https://github.com/luongnv89/claude-howto) (commit `a645ffe`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `self-assessment` | core | Comprehensive Claude Code self-assessment and learning path advisor. Runs a multi-category quiz covering 10 feature areas, produces a detailed skill profile with per-topic scores, identifies specific gaps, and generates a personalized … | [source](https://github.com/luongnv89/claude-howto/tree/a645ffe/.claude/skills/self-assessment) |
+
+## Source: michalparkola/tapestry-skills-for-claude-code
+
+- Repository: [https://github.com/michalparkola/tapestry-skills-for-claude-code](https://github.com/michalparkola/tapestry-skills-for-claude-code) (commit `80e1dc5`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ship-learn-next` | core | Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework. Use when user wants to turn advice, lessons, or educational content into concrete action … | [source](https://github.com/michalparkola/tapestry-skills-for-claude-code/tree/80e1dc5/ship-learn-next) |
+
+## Source: microsoft/skills
+
+- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `continual-learning` | core | Guide for implementing continual learning in AI coding agents — hooks, memory scoping, reflection patterns. Use when setting up learning infrastructure for agents. | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/skills/continual-learning) |
+
+## 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) |
+| `parent-communication` | core | Draft clear, warm, professional messages to parents or guardians — progress notes, concerns, positive news, behaviour issues, or meeting requests. Use when asked to email a parent, write home about a student, raise a concern with a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-education/skills/parent-communication) |
+
+## 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 |
+|---|---|---|---|
+| `fs-notebook-tabs` | core | A computer-science capstone: an on-device ML keyboard that predicts next words privately — problem, method, evaluation, and defense answers. Built as a decision-grade coursework defense deck for professor, defense committee. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/fs-notebook-tabs) |
+| `html-ppt-graphify-dark-graph` | core | Open Design's feature business case for the plugin marketplace: the user pain, options, tradeoffs, and the measure of success. Built as a decision-grade product management deck for PM, eng, design, leadership. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-graphify-dark-graph) |
+| `replit-deck` | core | For product and technical management work: turn PRDs, roadmaps, RFCs, architecture reviews, and retros into decision documents. Built around the core query "pm-feature-business-case-deck", with product strategy lead judgment, buyer-ready … | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/replit-deck) |
+| `hr-onboarding` | core | 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-zhangzara-capsule` | core | A year-end self-review for a product manager — the role, the outcomes, the learning, and the ask, all evidence-backed. Built as a decision-grade career deck for manager, review committee. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-capsule) |
+| `social-media-dashboard` | core | Creator-facing social media analytics dashboard in a single HTML file. A platform switcher (X / LinkedIn / YouTube / Instagram), a row of KPI cards (followers, engagement rate, likes, reposts), a follower-growth chart, a "top post this … | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/social-media-dashboard) |
+
+## 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: parcadei/Continuous-Claude-v3
+
+- Repository: [https://github.com/parcadei/Continuous-Claude-v3](https://github.com/parcadei/Continuous-Claude-v3) (commit `d07ff4b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `remember` | core | Store a learning, pattern, or decision in the memory system for future recall | [source](https://github.com/parcadei/Continuous-Claude-v3/tree/d07ff4b/.claude/skills/remember) |
+
+## 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) |
+| `syllabus` | core | Build or restructure a course syllabus from a topic list or reading list — course description + prerequisites, week-by-week schedule (topic → readings → deliverables), measurable learning objectives, an assessment scheme + rubric, standard … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/syllabus) |
+
+## 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 |
+|---|---|---|---|
+| `lead-magnet-design` | core | Designing lead magnets that earn the email. The discipline of building gated content (ebooks, templates, checklists, swipe files, mini-courses, free tools) that delivers genuine standalone value while qualifying the lead and warming them … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/lead-magnet-design) |
+| `quiz-and-assessment-design` | core | Designing quizzes, personality assessments, and recommendation tools that segment users into actionable categories rather than generating clicks for clicks' sake. Question architecture, scoring algorithms, result categorization, … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/quiz-and-assessment-design) |
+
+## 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` | core | 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) |
+| `insights` | core | Show session analytics, learning patterns, correction trends, heatmaps, and productivity metrics. Computes stats from project memory and session history. Use when asking for stats, statistics, progress, how am I doing, coding history, or … | [source](https://github.com/rohitg00/pro-workflow/tree/5c313e2/skills/insights) |
+
+## 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 |
+|---|---|---|---|
+| `memory-management` | core | 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` | 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) |
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+| `ReasoningBank with AgentDB` | core | Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database. Includes trajectory tracking, verdict judgment, memory distillation, and pattern recognition. Use when building self-learning agents, optimizing … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/reasoningbank-agentdb) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) |
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
+| `ReasoningBank with AgentDB` | core | Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database. Includes trajectory tracking, verdict judgment, memory distillation, and pattern recognition. Use when building self-learning agents, optimizing … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/reasoningbank-agentdb) |
+
+## Source: softaworks/agent-toolkit
+
+- Repository: [https://github.com/softaworks/agent-toolkit](https://github.com/softaworks/agent-toolkit) (commit `3027f20`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ship-learn-next` | core | Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework. Use when user wants to turn advice, lessons, or educational content into concrete action … | [source](https://github.com/softaworks/agent-toolkit/tree/3027f20/skills/ship-learn-next) |
+
+## 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` | core | 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: TakaGoto/rag-learning-academy
+
+- Repository: [https://github.com/TakaGoto/rag-learning-academy](https://github.com/TakaGoto/rag-learning-academy) (commit `4af45ee`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `start` | core | Begin your RAG learning journey — assess your level and pick a learning path | [source](https://github.com/TakaGoto/rag-learning-academy/tree/4af45ee/.claude/skills/start) |
+
+## Source: ThinkInAIXYZ/deepchat
+
+- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | Guide the agent to recall, remember, and route durable learning into Memory, Skills, Scheduled Tasks, or Tape. | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/memory-management) |
+
+## 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 |
+|---|---|---|---|
+| `remember` | core | Store a learning, pattern, or decision in the memory system for future recall. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/remember) |
+
+## Source: zebbern/claude-code-guide
+
+- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cross-examine` | core | Interview the user relentlessly about a plan or design until reaching shared understanding, resolving each branch of the decision tree. Use when user wants to stress-test a plan, get grilled on their design, or mentions "grill me". | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/cross-examine) |
+
+## 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 +1,86 @@
+# Market evidence report — ict-teacher-secondary-school
+
+Source: **17 real job ads** (JSearch API, countries: us 17), extracted into the MSSQL evidence store; as of 2026-07-14.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 16 | 94 % |
+| n/a | 1 | 6 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | curriculum development | 9 | 53 % |
+| 2 | student assessment | 9 | 53 % |
+| 3 | instructional planning | 7 | 41 % |
+| 4 | classroom management | 6 | 35 % |
+| 5 | lesson planning | 4 | 24 % |
+| 6 | differentiated instruction | 3 | 18 % |
+| 7 | lesson plan implementation | 3 | 18 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | differentiated instruction | 4 | 24 % |
+| 2 | Understanding by Design framework | 3 | 18 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | parent communication | 5 | 29 % |
+| 2 | family communication | 4 | 24 % |
+| 3 | classroom management | 3 | 18 % |
+| 4 | collaboration with co-teachers | 3 | 18 % |
+| 5 | instruction delivery | 3 | 18 % |
+| 6 | record maintenance | 3 | 18 % |
+
+## Regional breakdown
+
+> **Corpus note:** 17 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** — 17 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### EU/DACH (de, at, ch, nl)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Secondary Computer Science Teacher Open Contract Candidate Pool | 2 |
+| Secondary Computer Science Teacher Pool | 2 |
+| Computer Science Teacher - 195 Day | 1 |
+| Computer Science Teacher-Maternity Cover | 1 |
+| Dynamic High School Computer Science Educator | 1 |
+| Dynamic Secondary Computer Science Educator | 1 |
+| Dynamic Secondary Computer Science Teacher | 1 |
+| High School Computer Science Teacher | 1 |
+| Secondary Computer Science Teacher Candidate Pool | 1 |
+| STEAM & Computer Science Teacher, ES | 1 |
+| T26/Business & Information Technology Teacher; Pool | 1 |
+| Teacher - Computer Science (2026-2027) | 1 |
+| Teacher Computer Science, Secondary (26-27) | 1 |
+| Teacher of Computer Science | 1 |
+| Teacher, Technology Education (Cybersecurity) (Part-Time) | 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 +1,28 @@
+# Occupation profile — ICT teacher secondary school
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/0d595b87-a1fc-410c-abbe-88b92cb0d334
+- **ESCO code:** 2330.1.9
+- **ISCO-08 group:** 2330 — Secondary education teachers
+- **O*NET-SOC:** 25-1021.00 — Computer Science Teachers, Postsecondary (match: closeMatch)
+
+## Description (ESCO)
+
+ICT teachers at secondary schools provide education to students, commonly children and young adults, in a secondary school setting. They are usually subject teachers, specialised and instructing in their own field of study, ICT. They prepare lesson plans and materials, monitor the students' progress, assist individually when necessary, and evaluate the students' knowledge and performance on the subject of ICT through assignments, tests and examinations.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- secondary school computing teacher
+- high school ICT and computing teacher
+- teacher of ICT in secondary schools
+- secondary school ICT tutor
+- computing teacher
+- high school computing teacher
+- high school information and communication technology teacher
+- teacher of ICT in high school
+- high school ICT teacher
+- ICT teacher high school
+- ICT teacher
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,101 @@
+# Competences — ICT teacher secondary school
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/0d595b87-a1fc-410c-abbe-88b92cb0d334).
+
+## Essential
+
+- **adapt teaching to student's capabilities** (skill/competence)
+- **apply intercultural teaching strategies** (skill/competence)
+- **apply teaching strategies** (skill/competence)
+- **assess students** (skill/competence)
+- **assign homework** (skill/competence)
+- **assist students in their learning** (skill/competence)
+- **compile course material** (skill/competence)
+- **computer science** (knowledge)
+- **computer technology** (knowledge)
+- **cooperate with education professionals** (skill/competence)
+- **curriculum objectives** (knowledge)
+- **demonstrate when teaching** (skill/competence)
+- **develop course outline** (skill/competence)
+- **develop digital educational materials** (skill/competence)
+- **e-learning** (knowledge)
+- **give constructive feedback** (skill/competence)
+- **guarantee students' safety** (skill/competence)
+- **ICT hardware specifications** (knowledge)
+- **ICT software specifications** (knowledge)
+- **instructional strategies** (knowledge)
+- **learning difficulties** (knowledge)
+- **liaise with educational staff** (skill/competence)
+- **liaise with educational support staff** (skill/competence)
+- **maintain computer hardware** (skill/competence)
+- **maintain students' discipline** (skill/competence)
+- **manage student relationships** (skill/competence)
+- **monitor developments in field of expertise** (skill/competence)
+- **monitor student's behaviour** (skill/competence)
+- **office software** (knowledge)
+- **perform classroom management** (skill/competence)
+- **post-secondary school procedures** (knowledge)
+- **prepare lesson content** (skill/competence)
+- **secondary school procedures** (knowledge)
+- **teach computer science** (skill/competence)
+- **teach digital literacy** (skill/competence)
+- **technology education** (knowledge)
+- **use IT tools** (skill/competence)
+- **work with virtual learning environments** (skill/competence)
+
+## Optional
+
+- adolescent socialisation behaviour (knowledge)
+- arrange parent teacher meeting (skill/competence)
+- assist in the organisation of school events (skill/competence)
+- assist students with equipment (skill/competence)
+- computer history (knowledge)
+- consult student's support system (skill/competence)
+- disability types (knowledge)
+- escort students on a field trip (skill/competence)
+- facilitate teamwork between students (skill/competence)
+- human-computer interaction (knowledge)
+- ICT communications protocols (knowledge)
+- identify cross-curricular links with other subject areas (skill/competence)
+- identify learning disorders (skill/competence)
+- keep records of attendance (skill/competence)
+- manage resources for educational purposes (skill/competence)
+- monitor educational developments (skill/competence)
+- oversee extra-curricular activities (skill/competence)
+- pedagogy (knowledge)
+- perform ICT troubleshooting (skill/competence)
+- prepare youths for adulthood (skill/competence)
+- provide lesson materials (skill/competence)
+- recognise indicators of gifted student (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 17 ads, as of 2026-07-14)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- curriculum development — **53 %**
+- student assessment — **53 %**
+- instructional planning — **41 %**
+- classroom management — **35 %**
+- lesson planning — **24 %**
+- lesson plan implementation — **18 %**
+- differentiated instruction — **18 %**
+
+### Methods
+
+- differentiated instruction — **24 %**
+- Understanding by Design framework — **18 %**
+
+### Responsibilities
+
+- parent communication — **29 %**
+- family communication — **24 %**
+- instruction delivery — **18 %**
+- classroom management — **18 %**
+- collaboration with co-teachers — **18 %**
+- record maintenance — **18 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,63 @@
+# Tasks & work activities — ICT teacher secondary school
+
+Source: O*NET 30.3, occupation 25-1021.00 (Computer Science Teachers, Postsecondary).
+
+## Task statements
+
+- **[Core]** Develop and maintain Web sites for online courses.
+- **[Core]** Evaluate and grade students' class work, laboratory work, assignments, and papers.
+- **[Core]** Maintain student attendance records, grades, and other required records.
+- **[Core]** Prepare and deliver lectures to undergraduate or graduate students on topics such as programming, data structures, and software design.
+- **[Core]** Prepare course materials, such as syllabi, homework assignments, and handouts.
+- **[Core]** Compile, administer, and grade examinations or assign this work to others.
+- **[Core]** Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.
+- **[Core]** Initiate, facilitate, and moderate classroom discussions.
+- **[Core]** Plan, evaluate, and revise curricula, course content, and course materials and methods of instruction.
+- **[Core]** Maintain regularly scheduled office hours to advise and assist students.
+- **[Core]** Select and obtain materials and supplies, such as textbooks and laboratory equipment.
+- **[Core]** Advise students on academic and vocational curricula and on career issues.
+- **[Core]** Participate in student recruitment, registration, and placement activities.
+- **[Core]** Collaborate with colleagues to address teaching and research issues.
+- **[Core]** Serve on academic or administrative committees that deal with institutional policies, departmental matters, and academic issues.
+- **[Core]** Participate in campus and community events.
+- **[Supplemental]** Maintain computer equipment used in instruction.
+- **[Supplemental]** Supervise students' laboratory work.
+- **[Supplemental]** Act as advisers to student organizations.
+- **[Supplemental]** Supervise undergraduate or graduate teaching, internship, and research work.
+- **[Supplemental]** Perform administrative duties, such as serving as department head.
+- **[Supplemental]** Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.
+- **[Supplemental]** Direct research of other teachers or of graduate students working for advanced academic degrees.
+- **[Supplemental]** Provide professional consulting services to government or industry.
+- **[Supplemental]** Compile bibliographies of specialized materials for outside reading assignments.
+- **[Supplemental]** Write grant proposals to procure external research funding.
+
+## Detailed work activities
+
+- Administer tests to assess educational needs or progress.
+- Advise educators on curricula, instructional methods, or policies.
+- Advise students on academic or career matters.
+- Attend training sessions or professional meetings to develop or maintain professional knowledge.
+- Compile specialized bibliographies or lists of materials.
+- Design websites or web applications.
+- Develop instructional materials.
+- Develop instructional objectives.
+- Direct activities of subordinates.
+- Direct department activities.
+- Evaluate effectiveness of educational programs.
+- Evaluate student work.
+- Guide class discussions.
+- Maintain computer equipment or software.
+- Order instructional or library materials or equipment.
+- Perform student enrollment or registration activities.
+- Plan community programs or activities for the general public.
+- Prepare tests.
+- Promote educational institutions or programs.
+- Research topics in area of expertise.
+- Select educational materials or equipment.
+- Serve on institutional or departmental committees.
+- Stay informed about current developments in field of specialization.
+- Supervise laboratory work.
+- Supervise student research or internship work.
+- Teach physical science or mathematics courses at the college level.
+- Write articles, books or other original materials in area of expertise.
+- Write grant proposals.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,48 @@
+# Tools & technology — ICT teacher secondary school
+
+Source: O*NET 30.3 'Software Skills' for 25-1021.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Microsoft Access | Data base user interface and query software | yes |
+| C | Development environment software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Adobe Photoshop | Graphics or photo imaging software | yes |
+| C# | Object or component oriented development software | yes |
+| C++ | Object or component oriented development software | yes |
+| Oracle Java | Object or component oriented development software | yes |
+| Python | Object or component oriented development software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Linux | Operating system software | yes |
+| UNIX | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Hypertext markup language HTML | Web platform development software | yes |
+| PHP | Web platform development software | yes |
+| Google Docs | Word processing software | yes |
+| Microsoft Word | Word processing software | yes |
+| Blackboard Learn | Computer based training software |  |
+| Course management system software | Computer based training software |  |
+| Desire2Learn LMS software | Computer based training software |  |
+| Learning management system LMS | Computer based training software |  |
+| Moodle | Computer based training software |  |
+| Sakai CLE | Computer based training software |  |
+| Blackboard software | Data base user interface and query software |  |
+| Database software | Data base user interface and query software |  |
+| OpenAI ChatGPT | Development environment software |  |
+| Programming languages | Development environment software |  |
+| Software development tools | Development environment software |  |
+| Email software | Electronic mail software |  |
+| Management information systems MIS | Enterprise resource planning ERP software |  |
+| DOC Cop | Information retrieval or search software |  |
+| iParadigms Turnitin | Information retrieval or search software |  |
+| Web browser software | Internet browser software |  |
+| Firewall software | Network security and virtual private network VPN equipment software |  |
+| Network intrusion detection software | Network security and virtual private network VPN equipment software |  |
+| Virtual private networking VPN software | Network security or virtual private network VPN management software |  |
+| Microsoft Visual Basic.NET | Object or component oriented development software |  |
+| Object oriented programming software | Object oriented data base management software |  |
+| Adobe Premiere Pro | Video creation and editing software |  |
+| Adobe Dreamweaver | Web page creation and editing software |  |
+| Collaborative editing software | Word processing software |  |