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

2026-08-14 17:14:52 +02:00
commit 8582105686
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — biology-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 — biology-teacher-secondary-school
+    "ESCO (occupation & competences)" : 54
+    "O*NET (tasks & tools)" : 95
+    "Job boards (market evidence)" : 50
+    "Anthropic official Claude skills" : 6
+    "External AI skill packs (mapped)" : 188
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 54 | 13.7 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 95 | 24.2 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 50 | 12.7 % | 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) | 188 | 47.8 % | 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: biology-teacher-secondary-school
+description: "Occupational skill for the role 'biology teacher secondary school' (also: biology teacher, high school tutor of biology, teacher of biology in secondary school, biology teacher high school, high school biology tutor, high school biology teacher). Use when the user asks for typical biology teacher secondary school work such as: Prepare materials for laboratory activities and course materials, such as syllabi, homework assignments, and handouts.; Assist students who need extra help with their coursework outside of class.; Provide students course-related experiences, such as field trips, outside the classroom."
+---
+
+# Biology Teacher Secondary School
+
+Biology 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, biology. 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 biology through assignments, tests and examinations.
+
+## Core workflow
+
+1. Prepare materials for laboratory activities and course materials, such as syllabi, homework assignments, and handouts.
+2. Assist students who need extra help with their coursework outside of class.
+3. Provide students course-related experiences, such as field trips, outside the classroom.
+4. Review papers for publication in journals.
+5. Maintain or repair lab equipment.
+6. Prepare and deliver lectures to undergraduate or graduate students on topics such as molecular biology, marine biology, and botany.
+7. Evaluate and grade students' class work, laboratory work, assignments, and papers.
+8. Compile, administer, and grade examinations, or assign this work to others.
+
+## 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
+- biology
+- botany
+- compile course material
+- curriculum objectives
+- demonstrate when teaching
+- develop course outline
+- ecopedagogy
+- evolutionary biology
+- give constructive feedback
+
+## Hot technologies
+
+- IBM SPSS Statistics
+- SAS
+- The MathWorks MATLAB
+- Microsoft Outlook
+- Microsoft Office software
+- Microsoft Windows
+- Microsoft PowerPoint
+- Microsoft Excel
+- Google Docs
+- Microsoft Word
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/8d315e32-73f6-463d-a335-c200e0bac97d), O*NET 30.3 (25-1042.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,298 @@
+{
+  "name": "biology-teacher-secondary-school",
+  "title": "biology teacher secondary school",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/8d315e32-73f6-463d-a335-c200e0bac97d",
+    "esco_code": "2330.1.2",
+    "isco_group": "2330",
+    "onet_soc": "25-1042.00",
+    "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": 27,
+    "dwas": 31,
+    "skills_essential": 29,
+    "skills_optional": 24,
+    "software": 36
+  },
+  "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": 4
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 9
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 6
+      },
+      "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
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 6
+      },
+      "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
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "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
+      },
+      "ThinkInAIXYZ/deepchat": {
+        "repo": "https://github.com/ThinkInAIXYZ/deepchat",
+        "commit": "f275c92",
+        "license": "Apache-2.0",
+        "skills": 4
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "AIDevGTM/gtm-cofounder": {
+        "repo": "https://github.com/AIDevGTM/gtm-cofounder",
+        "commit": "627d901",
+        "license": "MIT",
+        "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
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 1
+      },
+      "muratcankoylan/Agent-Skills-for-Context-Engineering": {
+        "repo": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering",
+        "commit": "c578e85",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 4
+      },
+      "ViryaZheng/recomby-geo": {
+        "repo": "https://github.com/ViryaZheng/recomby-geo",
+        "commit": "530d5e2",
+        "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
+      },
+      "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
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "silverstein/minutes": {
+        "repo": "https://github.com/silverstein/minutes",
+        "commit": "3fb2e83",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 3
+      },
+      "snyk/agent-scan": {
+        "repo": "https://github.com/snyk/agent-scan",
+        "commit": "f3a4621",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "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
+      },
+      "JasonColapietro/suede-creator-skills": {
+        "repo": "https://github.com/JasonColapietro/suede-creator-skills",
+        "commit": "0dc2aef",
+        "license": "MIT",
+        "skills": 1
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "ahacker-1/cre-agent-skills": {
+        "repo": "https://github.com/ahacker-1/cre-agent-skills",
+        "commit": "618734e",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "anthropics/claude-plugins-official": {
+        "repo": "https://github.com/anthropics/claude-plugins-official",
+        "commit": "ba1611e",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "gooseworks-ai/goose-skills": {
+        "repo": "https://github.com/gooseworks-ai/goose-skills",
+        "commit": "94ec916",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 77,
+      "adjacent": 3
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 54,
+      "onet": 95,
+      "jobads": 50,
+      "wiki_ai": 0,
+      "anthropic": 6,
+      "ai_skills": 188,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 13.7,
+      "onet": 24.2,
+      "jobads": 12.7,
+      "wiki_ai": 0.0,
+      "anthropic": 1.5,
+      "ai_skills": 47.8,
+      "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 +1,402 @@
+# External AI agent skills — biology-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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `unified-memory` | core | Expert skill for CUDA Unified Memory and memory prefetching optimization. Configure managed memory allocations, implement memory prefetch strategies, handle page fault analysis, configure memory hints and advise, profile unified memory … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/unified-memory) |
+
+## Source: aaron-he-zhu/aaron-marketing-skills
+
+- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `content-gap-analysis` | core | Use when the user asks to "find content gaps", "竞品写了什么", or "还应该写什么"; builds a competitor-relative coverage map of missing topics, keyword gaps, and editorial-calendar opportunities. Not for raw keyword demand discovery — use … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/seo-geo/research/content-gap-analysis) |
+
+## Source: affaan-m/everything-claude-code
+
+- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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: ahacker-1/cre-agent-skills
+
+- Repository: [https://github.com/ahacker-1/cre-agent-skills](https://github.com/ahacker-1/cre-agent-skills) (commit `618734e`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cre-office` | core | CRE Office analysis suite - 8 specialist skills for U.S. office acquisitions, refinancings, lease-up, tenant credit, TI/LC underwriting, financing fit, and investment committee memo writing. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-office) |
+
+## 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-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-tasks` | core | Task management via Basic Memory schemas: create, track, and resume structured tasks that survive context compaction. Uses BM's schema system for uniform notes queryable through the knowledge graph. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-tasks) |
+
+## Source: 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) |
+| `education-data-source-crdc` | core | CRDC — biennial OCR survey of all U.S. public schools (2011-2021). Discipline, course access, harassment, restraint/seclusion by race/sex/disability/EL. Use for civil rights and equity analysis. 2020-21 COVID-impacted; 2011-14 sampled, not … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-crdc) |
+
+## Source: davepoon/buildwithclaude
+
+- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/docx) |
+| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/pptx) |
+| `xlsx` | core | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/xlsx) |
+
+## 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-memory-mcp` | core | A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-mcp) |
+| `Excel Analysis` | core | Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/excel-analysis) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `issue-triage` | core | 3-phase issue backlog management with audit, deep analysis, and validated triage actions. Use when triaging GitHub issues, sorting bug reports, cleaning up stale tickets, or detecting duplicate issues. Args: 'all' to analyze all, issue … | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/issue-triage) |
+| `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) |
+| `guide-recap` | core | Transform CHANGELOG entries into social content (LinkedIn, Twitter/X, Newsletter, Slack) in FR + EN. Use after releases or weekly to generate release notes, announcements, social media posts, or recap summaries from guide updates. | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/guide-recap) |
+
+## 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 |
+|---|---|---|---|
+| `scientific-critical-thinking` | core | 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: gooseworks-ai/goose-skills
+
+- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `investor-call-prep` | core | Prepare for investor calls by pulling upcoming meetings from Google Calendar, deeply researching each investor and their firm (website scraping, portfolio analysis, thesis extraction), checking for competitor conflicts, and outputting an … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/research/capabilities/investor-call-prep) |
+
+## 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-instagram-growth` | core | Suede-owned Instagram growth operating system for account-specific audits, Reels, carousels, Stories, conversion mapping, calendars, and daily candidate-production loops. Use when the user names Instagram, IG, Reels, Stories, asks to … | [source](https://github.com/JasonColapietro/suede-creator-skills/tree/0dc2aef/skills/suede-instagram-growth) |
+
+## 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) |
+| `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) |
+| `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) |
+| `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) |
+| `notion-load-scale` | core | High-volume Notion operations: parallel requests within 3 req/sec, worker queues, database pagination at scale, incremental sync for large workspaces, and memory management for bulk operations. Trigger with phrases like "notion scale", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/notion-pack/skills/notion-load-scale) |
+| `assemblyai-core-workflow-a` | core | Execute AssemblyAI primary workflow: async transcription with audio intelligence. Use when transcribing audio/video files, enabling speaker diarization, sentiment analysis, entity detection, PII redaction, or content moderation. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/assemblyai-pack/skills/assemblyai-core-workflow-a) |
+| `excel-lbo-modeler` | core | Build leveraged buyout (LBO) models in Excel with debt schedules and IRR analysis. Use when structuring LBO transactions or analyzing PE returns. Trigger with phrases like ''excel lbo'', ''build lbo model'', ''calculate pe returns''.  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-lbo-modeler) |
+| `excel-variance-analyzer` | core | Analyze budget vs actual variances in Excel with drill-down and root cause analysis. Use when performing variance analysis or explaining budget differences. Trigger with phrases like ''excel variance'', ''analyze budget variance'', … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-variance-analyzer) |
+
+## 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: 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 |
+|---|---|---|---|
+| `scientific-critical-thinking` | core | 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 |
+|---|---|---|---|
+| `scientific-critical-thinking` | core | 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: 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: 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: mukul975/Anthropic-Cybersecurity-Skills
+
+- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
+
+## Source: 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 |
+|---|---|---|---|
+| `digital-brain` | core | This skill should be used for personal operating-system workflows: content creation, voice consistency, relationship lookup, meeting preparation, weekly review, goal tracking, personal brand management, and network management. | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/examples/digital-brain-skill) |
+
+## Source: nexu-io/open-design
+
+- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `html-ppt-zhangzara-pin-and-paper` | core | A field-biology capstone on urban pollinator decline — the survey design, the data, the contribution, and the caveats. Built as a decision-grade coursework defense deck for faculty reviewers. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-zhangzara-pin-and-paper) |
+| `hps-true-blueprint` | core | Open Design's engineering blueprint: how the sandbox, sidecar, and daemon fit — the system diagram and the invariants. Built as a decision-grade product management deck for engineering org. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/hps-true-blueprint) |
+| `trading-analysis-dashboard-template` | core | Professional trading analysis dashboard template (single-file HTML) with light/dark theme switch, dense market panels, chart interactions, demo/live playback, and command palette behavior. Use when users ask for a Wall-Street-style … | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/trading-analysis-dashboard-template) |
+| `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) |
+
+## 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$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) |
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$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) |
+
+## Source: silverstein/minutes
+
+- Repository: [https://github.com/silverstein/minutes](https://github.com/silverstein/minutes) (commit `3fb2e83`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `minutes-mirror` | core | Self-coaching analysis of your own behavior across meetings — talk-time ratio, filler words, hedging language, monologue length, energy patterns, and (when meetings are tagged via /minutes-tag) what your behavior in winning meetings looks … | [source](https://github.com/silverstein/minutes/tree/3fb2e83/.agents/skills/minutes/minutes-mirror) |
+
+## Source: snyk/agent-scan
+
+- Repository: [https://github.com/snyk/agent-scan](https://github.com/snyk/agent-scan) (commit `f3a4621`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/docx) |
+| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/pptx) |
+| `xlsx` | core | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/xlsx) |
+
+## 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: 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) |
+| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/docx) |
+| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/pptx) |
+| `xlsx` | core | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/xlsx) |
+
+## 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: ViryaZheng/recomby-geo
+
+- Repository: [https://github.com/ViryaZheng/recomby-geo](https://github.com/ViryaZheng/recomby-geo) (commit `530d5e2`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `keyword-research` | core | Discover, analyze, and prioritize keywords for SEO and GEO content strategies. Identifies high-value opportunities based on search volume, competition, intent, and business relevance. Generates topic clusters and content calendars. Use … | [source](https://github.com/ViryaZheng/recomby-geo/tree/530d5e2/plugins/recomby-geo/skills/keyword-research) |
+
+## 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 +1,78 @@
+# Market evidence report — biology-teacher-secondary-school
+
+Source: **13 real job ads** (JSearch API, countries: us 13), extracted into the MSSQL evidence store; as of 2026-07-09.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 13 | 100 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | curriculum development | 5 | 38 % |
+| 2 | lesson planning | 5 | 38 % |
+| 3 | student assessment | 5 | 38 % |
+| 4 | classroom management | 4 | 31 % |
+| 5 | data analysis | 4 | 31 % |
+| 6 | instructional design | 4 | 31 % |
+| 7 | biology teaching | 3 | 23 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | parent communication | 8 | 62 % |
+| 2 | instruction delivery | 4 | 31 % |
+| 3 | record maintenance | 3 | 23 % |
+| 4 | student progress monitoring | 3 | 23 % |
+
+## Regional breakdown
+
+> **Corpus note:** 13 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** — 13 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 |
+|---|---|
+| High School Biology Teacher | 2 |
+| Biology Teacher, HS | 1 |
+| High School Science Teacher | 1 |
+| HIGH SCHOOL SCIENCE TEACHER - BIOLOGY - SCHOOL YEAR 2026-2027 | 1 |
+| HS Biology Teacher | 1 |
+| HS Science Teacher: Chemistry/Biology, Project | 1 |
+| IB High School Science Teacher: Chemistry, Physics & Biology | 1 |
+| Online Secondary Science Teacher QTS Required 8 | 1 |
+| Secondary Biology Teacher: Inspire Student Achievement | 1 |
+| Secondary Science Teacher (School Year 2026-2027) | 1 |
+| Secondary Science Teacher Pool (Biology, Chemistry, Physics)($55,948+) | 1 |
+| Teacher - Biology | 1 |
+
+Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,29 @@
+# Occupation profile — biology teacher secondary school
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/8d315e32-73f6-463d-a335-c200e0bac97d
+- **ESCO code:** 2330.1.2
+- **ISCO-08 group:** 2330 — Secondary education teachers
+- **O*NET-SOC:** 25-1042.00 — Biological Science Teachers, Postsecondary (match: closeMatch)
+
+## Description (ESCO)
+
+Biology 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, biology. 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 biology through assignments, tests and examinations.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- biology teacher
+- high school tutor of biology
+- teacher of biology in secondary school
+- biology teacher high school
+- high school biology tutor
+- high school biology teacher
+- high school teacher of biology
+- secondary school teacher of biology
+- secondary school biology tutor
+- secondary school biology teacher
+- teacher of biology in high school
+- biology tutor in secondary school
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,99 @@
+# Competences — biology teacher secondary school
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/8d315e32-73f6-463d-a335-c200e0bac97d).
+
+## 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)
+- **biology** (knowledge)
+- **botany** (knowledge)
+- **compile course material** (skill/competence)
+- **curriculum objectives** (knowledge)
+- **demonstrate when teaching** (skill/competence)
+- **develop course outline** (skill/competence)
+- **ecopedagogy** (knowledge)
+- **evolutionary biology** (knowledge)
+- **give constructive feedback** (skill/competence)
+- **guarantee students' safety** (skill/competence)
+- **instructional strategies** (knowledge)
+- **learning difficulties** (knowledge)
+- **liaise with educational staff** (skill/competence)
+- **liaise with educational support staff** (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)
+- **perform classroom management** (skill/competence)
+- **post-secondary school procedures** (knowledge)
+- **prepare lesson content** (skill/competence)
+- **secondary school procedures** (knowledge)
+- **teach biology** (skill/competence)
+
+## Optional
+
+- adolescent socialisation behaviour (knowledge)
+- applied zoology (knowledge)
+- arrange parent teacher meeting (skill/competence)
+- assist in the organisation of school events (skill/competence)
+- assist students with equipment (skill/competence)
+- consult student's support system (skill/competence)
+- disability types (knowledge)
+- escort students on a field trip (skill/competence)
+- facilitate teamwork between students (skill/competence)
+- genetics (knowledge)
+- identify cross-curricular links with other subject areas (skill/competence)
+- identify learning disorders (skill/competence)
+- keep records of attendance (skill/competence)
+- laboratory techniques (knowledge)
+- laboratory-based sciences (knowledge)
+- manage resources for educational purposes (skill/competence)
+- molecular biology (knowledge)
+- monitor educational developments (skill/competence)
+- oversee extra-curricular activities (skill/competence)
+- perform playground surveillance (skill/competence)
+- prepare youths for adulthood (skill/competence)
+- provide lesson materials (skill/competence)
+- recognise indicators of gifted student (skill/competence)
+- work with virtual learning environments (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 13 ads, as of 2026-07-09)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- curriculum development — **38 %**
+- lesson planning — **38 %**
+- student assessment — **38 %**
+- instructional design — **31 %**
+- data analysis — **31 %**
+- classroom management — **31 %**
+- biology teaching — **23 %**
+- differentiated instruction — **15 %**
+
+### Methods
+
+- differentiated instruction — **15 %**
+- formative assessment — **15 %**
+- inquiry-based learning — **15 %**
+- data-driven instruction — **15 %**
+- summative assessment — **15 %**
+- synchronous learning — **15 %**
+
+### Responsibilities
+
+- parent communication — **62 %**
+- instruction delivery — **31 %**
+- record maintenance — **23 %**
+- student progress monitoring — **23 %**
+- student support — **15 %**
+- classroom management — **15 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,67 @@
+# Tasks & work activities — biology teacher secondary school
+
+Source: O*NET 30.3, occupation 25-1042.00 (Biological Science Teachers, Postsecondary).
+
+## Task statements
+
+- **[Core]** Prepare materials for laboratory activities and course materials, such as syllabi, homework assignments, and handouts.
+- **[Core]** Assist students who need extra help with their coursework outside of class.
+- **[Core]** Provide students course-related experiences, such as field trips, outside the classroom.
+- **[Core]** Review papers for publication in journals.
+- **[Core]** Maintain or repair lab equipment.
+- **[Core]** Prepare and deliver lectures to undergraduate or graduate students on topics such as molecular biology, marine biology, and botany.
+- **[Core]** Evaluate and grade students' class work, laboratory work, assignments, and papers.
+- **[Core]** Compile, administer, and grade examinations, or assign this work to others.
+- **[Core]** Supervise students' laboratory work.
+- **[Core]** Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.
+- **[Core]** Maintain student attendance records, grades, and other required records.
+- **[Core]** Initiate, facilitate, and moderate classroom discussions.
+- **[Core]** Plan, evaluate, and revise curricula, course content, and course materials and methods of instruction.
+- **[Core]** Advise students on academic and vocational curricula and on career issues.
+- **[Core]** Maintain regularly scheduled office hours to advise and assist students.
+- **[Core]** Supervise undergraduate or graduate teaching, internship, and research work.
+- **[Core]** Select and obtain materials and supplies, such as textbooks and laboratory equipment.
+- **[Core]** Collaborate with colleagues to address teaching and research issues.
+- **[Core]** Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.
+- **[Core]** Serve on academic or administrative committees that deal with institutional policies, departmental matters, and academic issues.
+- **[Core]** Participate in student recruitment, registration, and placement activities.
+- **[Core]** Write grant proposals to procure external research funding.
+- **[Supplemental]** Participate in campus and community events, such as giving presentations to the public.
+- **[Supplemental]** Perform administrative duties, such as serving as department head.
+- **[Supplemental]** Act as advisers to student organizations.
+- **[Supplemental]** Compile bibliographies of specialized materials for outside reading assignments.
+- **[Supplemental]** Provide professional consulting services to government or industry.
+
+## 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.
+- Clean equipment, parts, or tools to repair or maintain them in good working order.
+- Compile specialized bibliographies or lists of materials.
+- Develop instructional materials.
+- Develop instructional objectives.
+- Direct department activities.
+- Evaluate effectiveness of educational programs.
+- Evaluate scholarly materials.
+- Evaluate student work.
+- Guide class discussions.
+- Maintain laboratory or technical equipment.
+- Maintain student records.
+- Order instructional or library materials or equipment.
+- Perform student enrollment or registration activities.
+- Plan community programs or activities for the general public.
+- Plan experiential learning activities.
+- 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.
+- Tutor students who need extra assistance.
+- Write articles, books or other original materials in area of expertise.
+- Write grant proposals.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,42 @@
+# Tools & technology — biology teacher secondary school
+
+Source: O*NET 30.3 'Software Skills' for 25-1042.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| IBM SPSS Statistics | Analytical or scientific software | yes |
+| SAS | Analytical or scientific software | yes |
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Google Docs | Word processing software | yes |
+| Microsoft Word | Word processing software | yes |
+| Aipotu | Analytical or scientific software |  |
+| Image analysis software | Analytical or scientific software |  |
+| Modeling software | Analytical or scientific software |  |
+| PLOS Computational Biology | Analytical or scientific software |  |
+| Sound pressure analysis equipment | Analytical or scientific software |  |
+| Statistical software | Analytical or scientific software |  |
+| The Gene Explorer | Analytical or scientific software |  |
+| The Mathworks SimBiology | Analytical or scientific software |  |
+| The Protein Investigator | Analytical or scientific software |  |
+| The Virtual Genetics Lab | Analytical or scientific software |  |
+| 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 |  |
+| National Instruments LabVIEW | Development environment software |  |
+| Email software | Electronic mail software |  |
+| Geographic information system GIS software | Geographic information system |  |
+| Graphics creation software | Graphics or photo imaging software |  |
+| DOC Cop | Information retrieval or search software |  |
+| iParadigms Turnitin | Information retrieval or search software |  |
+| Web browser software | Internet browser software |  |
+| Image scanning software | Optical character reader OCR or scanning software |  |
+| Collaborative editing software | Word processing software |  |