feat: bakery-shop-manager skill package v0.1.0

This commit is contained in:
skillfactor-pipeline
2026-08-14 16:41:58 +02:00
commit 7c475db1e1
9 changed files with 1150 additions and 0 deletions

31
PROVENANCE.md Normal file
View File

@@ -0,0 +1,31 @@
# Data provenance — bakery-shop-manager
Where the content of this skill package comes from, counted by
content items (tasks, competences, tools, evidence entries, curated
knowledge). Rendered live by Gitea:
```mermaid
%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
pie showData
title Content sources — bakery-shop-manager
"ESCO (occupation & competences)" : 36
"O*NET (tasks & tools)" : 150
"Job boards (market evidence)" : 129
"Anthropic official Claude skills" : 5
"External AI skill packs (mapped)" : 180
```
| Source | Items | Share | Files |
|---|---|---|---|
| ESCO (occupation & competences) | 36 | 7.2 % | references/profile.md, references/skills.md |
| O*NET (tasks & tools) | 150 | 30.0 % | references/tasks.md, references/tools.md |
| Job boards (market evidence) | 129 | 25.8 % | references/market.md (full report) + "Market evidence" headline sections |
| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
| Anthropic official Claude skills | 5 | 1.0 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
| External AI skill packs (mapped) | 180 | 36.0 % | 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).

53
SKILL.md Normal file
View File

@@ -0,0 +1,53 @@
---
name: bakery-shop-manager
description: "Occupational skill for the role 'bakery shop manager' (also: bread and cakes shop manager, bread and cakes store manager, bakery department manager, patisserie shop manager, cake shop manager, bakery counter manager). Use when the user asks for typical bakery shop manager work such as: typical bakery shop manager responsibilities"
---
# Bakery Shop Manager
Bakery shop managers assume responsibility for baking activities and staff in bakeries.
## Core workflow
## How to use this skill
- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
## Key competences (essential)
- adhere to organisational guidelines
- apply health and safety standards
- bakery products
- composition of bakery goods
- employment law
- enforce health and safety regulations for bread products
- ensure client orientation
- ensure compliance with purchasing and contracting regulations
- ensure correct goods labelling
- exert quality control to processing food
- handle sensitive products
- maintain relationship with customers
- maintain relationship with suppliers
- manage budgets
- manage staff
## Hot technologies
- Adobe Acrobat
- Adobe Illustrator
- Adobe InDesign
- Adobe Photoshop
- Apple Safari
- Autodesk Revit
- Facebook
- Google Analytics
- Google Docs
- IBM SPSS Statistics
---
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/2afdf635-3cdb-4914-ab61-5dd7d7d46792), O*NET 30.3 (41-1011.00, manual nearest match). See manifest.json for licensing/attribution.*

280
manifest.json Normal file
View File

@@ -0,0 +1,280 @@
{
"name": "bakery-shop-manager",
"title": "bakery shop manager",
"version": "0.1.0",
"layer": "core",
"language": "en",
"generated": "2026-07-07",
"ids": {
"esco_uri": "http://data.europa.eu/esco/occupation/2afdf635-3cdb-4914-ab61-5dd7d7d46792",
"esco_code": "1420.4.5",
"isco_group": "1420",
"onet_soc": "41-1011.00",
"crosswalk_match": "manual nearest via ISCO 1420 (First-Line Supervisors of Retail Sales Workers)"
},
"sources": [
{
"name": "ESCO",
"version": "1.2.1",
"url": "https://esco.ec.europa.eu/"
},
{
"name": "O*NET",
"version": "30.3",
"url": "https://www.onetcenter.org/",
"license": "CC BY 4.0"
}
],
"attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
"counts": {
"tasks": 0,
"dwas": 0,
"skills_essential": 32,
"skills_optional": 3,
"software": 0
},
"enrichment_ai_skills": {
"generated": "2026-07-14",
"method": "deterministic mapping (ISCO prefix + title/competence keywords)",
"sources": {
"anthropics/skills": {
"repo": "https://github.com/anthropics/skills",
"commit": "f6656c1",
"license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
"skills": 2
},
"wshobson/agents": {
"repo": "https://github.com/wshobson/agents",
"commit": "6fd3247",
"license": "MIT (c) Seth Hobson",
"skills": 1
},
"samber/cc-skills-golang": {
"repo": "https://github.com/samber/cc-skills-golang",
"commit": "4881c01",
"license": "MIT",
"skills": 1
},
"davepoon/buildwithclaude": {
"repo": "https://github.com/davepoon/buildwithclaude",
"commit": "3c94e0c",
"license": "MIT",
"skills": 2
},
"a5c-ai/babysitter": {
"repo": "https://github.com/a5c-ai/babysitter",
"commit": "44a5d58b",
"license": "MIT",
"skills": 5
},
"davila7/claude-code-templates": {
"repo": "https://github.com/davila7/claude-code-templates",
"commit": "fa79251",
"license": "MIT",
"skills": 11
},
"giuseppe-trisciuoglio/developer-kit": {
"repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
"commit": "306f428",
"license": "MIT",
"skills": 1
},
"ruvnet/claude-code-flow": {
"repo": "https://github.com/ruvnet/claude-code-flow",
"commit": "73914bd",
"license": "MIT",
"skills": 3
},
"ruvnet/ruflo": {
"repo": "https://github.com/ruvnet/ruflo",
"commit": "73914bd",
"license": "MIT",
"skills": 3
},
"jeremylongshore/claude-code-plugins-plus-skills": {
"repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
"commit": "e112938a",
"license": "MIT",
"skills": 10
},
"brycewang-stanford/Auto-Empirical-Research-Skills": {
"repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
"commit": "85bf545",
"license": "CC-BY-4.0",
"skills": 1
},
"affaan-m/everything-claude-code": {
"repo": "https://github.com/affaan-m/everything-claude-code",
"commit": "ed38744",
"license": "MIT",
"skills": 2
},
"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": 2
},
"K-Dense-AI/scientific-agent-skills": {
"repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 1
},
"alirezarezvani/claude-skills": {
"repo": "https://github.com/alirezarezvani/claude-skills",
"commit": "0241f43",
"license": "MIT",
"skills": 3
},
"vibeeval/vibecosystem": {
"repo": "https://github.com/vibeeval/vibecosystem",
"commit": "cea9462",
"license": "MIT",
"skills": 3
},
"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": 6
},
"zechenzhangAGI/AI-research-SKILLs": {
"repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
"commit": "773a529",
"license": "MIT",
"skills": 5
},
"ThinkInAIXYZ/deepchat": {
"repo": "https://github.com/ThinkInAIXYZ/deepchat",
"commit": "f275c92",
"license": "Apache-2.0",
"skills": 1
},
"basicmachines-co/basic-memory": {
"repo": "https://github.com/basicmachines-co/basic-memory",
"commit": "53da71c",
"license": "custom (see upstream LICENSE)",
"skills": 2
},
"mukul975/Anthropic-Cybersecurity-Skills": {
"repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
"commit": "673da1f",
"license": "Apache-2.0",
"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
},
"alinaqi/claude-bootstrap": {
"repo": "https://github.com/alinaqi/claude-bootstrap",
"commit": "f61ec87",
"license": "MIT",
"skills": 1
},
"nWave-ai/nWave": {
"repo": "https://github.com/nWave-ai/nWave",
"commit": "1d0f13c",
"license": "MIT",
"skills": 1
},
"mohitagw15856/pm-claude-skills": {
"repo": "https://github.com/mohitagw15856/pm-claude-skills",
"commit": "876fa30",
"license": "MIT",
"skills": 1
},
"dotnet/skills": {
"repo": "https://github.com/dotnet/skills",
"commit": "79a2ada",
"license": "MIT",
"skills": 1
},
"nexu-io/open-design": {
"repo": "https://github.com/nexu-io/open-design",
"commit": "4b66023",
"license": "Apache-2.0",
"skills": 1
},
"AgriciDaniel/claude-blog": {
"repo": "https://github.com/AgriciDaniel/claude-blog",
"commit": "49842ea",
"license": "MIT",
"skills": 1
},
"infrasity-labs/dev-gtm-claude-skills": {
"repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
"commit": "02cfefb",
"license": "MIT",
"skills": 1
},
"indranilbanerjee/digital-marketing-pro": {
"repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
"commit": "a3d119c",
"license": "MIT",
"skills": 1
},
"nexscope-ai/eCommerce-Skills": {
"repo": "https://github.com/nexscope-ai/eCommerce-Skills",
"commit": "56f3288",
"license": "MIT",
"skills": 1
},
"parcadei/Continuous-Claude-v3": {
"repo": "https://github.com/parcadei/Continuous-Claude-v3",
"commit": "d07ff4b",
"license": "MIT",
"skills": 1
},
"OpenRaiser/NanoResearch": {
"repo": "https://github.com/OpenRaiser/NanoResearch",
"commit": "7144364",
"license": "MIT",
"skills": 1
}
},
"total_skills": 80,
"tiers": {
"core": 77,
"adjacent": 3
}
},
"provenance": {
"items": {
"esco": 36,
"onet": 150,
"jobads": 129,
"wiki_ai": 0,
"anthropic": 5,
"ai_skills": 180,
"stackx": 0
},
"share_percent": {
"esco": 7.2,
"onet": 30.0,
"jobads": 25.8,
"wiki_ai": 0.0,
"anthropic": 1.0,
"ai_skills": 36.0,
"stackx": 0.0
},
"method": "content items per source category"
},
"collar": "white",
"computer_work": true
}

378
references/ai-skills.md Normal file
View File

@@ -0,0 +1,378 @@
# External AI agent skills — bakery-shop-manager
Proven, publicly available AI agent skills mapped to this occupation.
Nothing is copied from the sources: every entry is a name, a one-line
summary and a link to the upstream skill package. Each section names
its source repository, commit, license and retrieval date.
**Tiers:** `core` = the skill directly exercises a top market hard
skill, tool or method (from gated job-ad evidence) or an essential
ESCO competence of this occupation; `adjacent` =
plausibly useful, secondary. Entries are capped at 12 per source
and 80 in total per occupation (core first,
strongest matches survive); everything beyond the caps is excluded
and logged in the pipeline audit trail, not in this package.
_Matched deterministically (ISCO group + title/competence keywords,
tiered against market evidence + ESCO essentials) by
`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
## Source: anthropics/skills
- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
## Source: wshobson/agents
- Repository: [https://github.com/wshobson/agents](https://github.com/wshobson/agents) (commit `6fd3247`, retrieved 2026-07-14)
- License: MIT (c) Seth Hobson
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `team-collaboration-dx-optimizer (agent)` | adjacent | Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed. | [source](https://github.com/wshobson/agents/tree/main/plugins/team-collaboration/agents/dx-optimizer.md) |
## Source: a5c-ai/babysitter
- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) |
| `context-engineering` | core | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) |
| `memory-summarization` | core | Conversation summarization for memory compression and context management | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ai-agents-conversational/skills/memory-summarization) |
| `unity-addressables` | core | Unity Addressables asset management skill for remote catalogs, content updates, asset bundles, and memory-efficient asset loading. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/unity-addressables) |
| `vector-memory` | core | HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/ruflo/skills/vector-memory) |
## 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 |
|---|---|---|---|
| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) |
## Source: affaan-m/everything-claude-code
- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `agentic-os` | core | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) |
| `knowledge-ops` | core | Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos). Use when the user wants to save, organize, sync, deduplicate, or search across their knowledge … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/knowledge-ops) |
## Source: AgriciDaniel/claude-blog
- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `blog-calendar` | core | Generate editorial calendars for blogs with topic clusters, publishing schedules, content decay detection, freshness update plans, seasonal opportunities, content mix formula, template integration, and distribution scheduling. Plans … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-calendar) |
## Source: alinaqi/claude-bootstrap
- Repository: [https://github.com/alinaqi/claude-bootstrap](https://github.com/alinaqi/claude-bootstrap) (commit `f61ec87`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `session-management` | core | Context preservation, tiered summarization, resumability | [source](https://github.com/alinaqi/claude-bootstrap/tree/f61ec87/skills/session-management) |
## Source: alirezarezvani/claude-skills
- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ceo-advisor` | core | Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/ceo-advisor) |
| `founder-coach` | core | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) |
| `social-media-manager` | core | When the user wants to develop social media strategy, plan content calendars, manage community engagement, or grow their social presence across platforms. Also use when the user mentions 'social media strategy,' 'social calendar,' … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/marketing-skill/skills/social-media-manager) |
## Source: basicmachines-co/basic-memory
- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14)
- License: custom (see upstream LICENSE)
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `memory-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) |
| `memory-schema` | core | Schema lifecycle management for Basic Memory: discover unschemaed notes, infer schemas, create and edit schema definitions, validate notes, and detect drift. Use when working with structured note types (Task, Person, Meeting, etc.) to … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-schema) |
## Source: brycewang-stanford/Auto-Empirical-Research-Skills
- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
- License: CC-BY-4.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) |
## Source: davepoon/buildwithclaude
- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `google-calendar-automation` | core | Automate Google Calendar events, scheduling, availability checks, and attendee management via Rube MCP (Composio). Create events, find free slots, manage attendees, and list calendars programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/google-calendar-automation) |
| `image-enhancer` | core | Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for preparing images for presentations, documentation, or social media posts. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/image-enhancer) |
## 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 |
|---|---|---|---|
| `it-operations` | core | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) |
| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/treatment-plans) |
| `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) |
| `context-window-management` | core | Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long context. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/context-window-management) |
| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agents-langchain) |
| `c-pro` | core | Write efficient C code with proper memory management, pointer | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/c-pro) |
| `image-enhancer` | core | Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for preparing images for presentations, documentation, or social media posts. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/media/image-enhancer) |
| `gptq` | core | Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with <2% perplexity degradation, or for faster inference (3-4× speedup) vs | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/optimization-gptq) |
| `optimizing-attention-flash` | core | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/optimization-flash-attention) |
| `quantizing-models-bitsandbytes` | core | Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 formats, QLoRA training, and 8-bit … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/optimization-bitsandbytes) |
| `unsloth` | core | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/fine-tuning-unsloth) |
## Source: dotnet/skills
- Repository: [https://github.com/dotnet/skills](https://github.com/dotnet/skills) (commit `79a2ada`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `mcp-csharp-test` | core | Test C# MCP servers at multiple levels: unit tests for individual tools and integration tests using the MCP client SDK. USE FOR: unit testing MCP tool methods, integration testing with in-memory MCP client/server, end-to-end testing via … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-ai/skills/mcp-csharp-test) |
## Source: foryourhealth111-pixel/Vibe-Skills
- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/treatment-plans) |
| `unsloth` | core | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/unsloth) |
## Source: giuseppe-trisciuoglio/developer-kit
- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `memory-md-management` | core | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) |
## Source: indranilbanerjee/digital-marketing-pro
- Repository: [https://github.com/indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro) (commit `a3d119c`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `content-calendar` | core | Plan content calendars. Use when: monthly or quarterly scheduling, platform assignments, content pillars, repurposing. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/content-calendar) |
## Source: infrasity-labs/dev-gtm-claude-skills
- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `blog-calendar` | core | Generate editorial calendars for blogs with topic clusters, publishing schedules, content decay detection, freshness update plans, seasonal opportunities, content mix formula, template integration, and distribution scheduling. Plans … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-calendar) |
## Source: jeremylongshore/claude-code-plugins-plus-skills
- Repository: [https://github.com/jeremylongshore/claude-code-plugins-plus-skills](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) (commit `e112938a`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `apify-cost-tuning` | core | Optimize Apify platform costs through memory tuning, compute unit management, and proxy budgeting. Use when analyzing Apify billing, reducing Actor run costs, or implementing usage monitoring and budget alerts. Trigger: "apify cost", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-cost-tuning) |
| `twinmind-data-handling` | core | Handle TwinMind meeting data with GDPR compliance: transcript storage, memory vault management, data export, and deletion policies. Use when implementing data handling, or managing TwinMind meeting AI operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-data-handling) |
| `windsurf-cascade-context` | core | Manage Cascade context window and memory for complex projects. Activate when users mention "cascade context", "ai memory", "context management", "large codebase navigation", or "multi-session development". Handles context optimization and … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/skill-databases/windsurf/skills/windsurf-cascade-context) |
| `form-deck` | core | Use when asked to design a pitch deck, presentation, or slide set. Examples: "design a pitch deck", "create a sales deck", "make a conference presentation", "build an investor deck", "help me present this to the board", "create slides for … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/form-deck) |
| `cursor-context-management` | core | Optimize context window usage in Cursor with @-mentions, context pills, and conversation strategy. Triggers on "cursor context", "context window", "context limit", "cursor memory", "context management", "@-mentions", "context pills". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/cursor-pack/skills/cursor-context-management) |
| `evernote-core-workflow-a` | core | Execute Evernote primary workflow: Note Creation and Management. Use when creating notes, organizing content, managing notebooks, or implementing note-taking features. Trigger with phrases like "create evernote note", "evernote note … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/evernote-pack/skills/evernote-core-workflow-a) |
| `memory-kit` | core | Persistent context management for Claude Code sessions. Save, load, update, share, and audit session memory via MEMORY.md. Prevents context loss on compaction or session restart. Use when starting a session, before compaction, syncing … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/claude-memory-kit/skills/memory-kit) |
| `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) |
| `calendar-to-workflow` | core | Converts calendar events and schedules into Claude Code workflows, meeting prep documents, and standup notes. Use when the user mentions calendar events, meeting prep, standup generation, or scheduling workflows. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/skill-enhancers/calendar-to-workflow/skills/calendar-to-workflow) |
| `executive-digest` | core | Generate the daily executive digest \u2014 a single WhatsApp summary\ \ of everything needing attention: stalled scheduling, pending intros, unanswered\ \ emails, promised follow-ups, open Todoist tasks, and upcoming calendar events.\ \ … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/executive-assistant-skills/skills/executive-digest) |
## Source: K-Dense-AI/claude-scientific-skills
- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/treatment-plans) |
## Source: K-Dense-AI/scientific-agent-skills
- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/treatment-plans) |
## 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 |
|---|---|---|---|
| `kql` | core | KQL language expertise for writing correct, efficient Kusto Query Language queries. Covers syntax gotchas, join patterns, dynamic types, datetime pitfalls, regex patterns, serialization, memory management, result-size discipline, and … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/skills/kql) |
## Source: mohitagw15856/pm-claude-skills
- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `content-calendar` | core | Generate a structured content calendar for any brand, product, or creator. Use when asked for a content plan, editorial calendar, social media schedule, or weekly/monthly content strategy. Produces a calendar with topics, formats, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-gtm/skills/content-calendar) |
## Source: mukul975/Anthropic-Cybersecurity-Skills
- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
## Source: nexscope-ai/eCommerce-Skills
- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ecommerce-social-media-marketing` | core | Social media marketing strategy for ecommerce brands. Content calendar planning, platform-specific strategies, social commerce optimization, influencer collaboration, and community building. Use when the user asks about social media … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-social-media-marketing) |
## Source: nexu-io/open-design
- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `pptx` | core | Read, generate, and adjust PowerPoint slides, layouts, and templates. Useful for executive decks, training material, and product reviews. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/pptx) |
## Source: nWave-ai/nWave
- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `nw-production-readiness` | core | Monitoring, observability, operational procedures, CI/CD lessons learned, and quality gate definitions. Load when assessing production readiness or validating operational excellence. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-production-readiness) |
## Source: OpenRaiser/NanoResearch
- Repository: [https://github.com/OpenRaiser/NanoResearch](https://github.com/OpenRaiser/NanoResearch) (commit `7144364`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `unsloth` | core | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/OpenRaiser/NanoResearch/tree/7144364/skills/vendor-ai-research/unsloth) |
## Source: Orchestra-Research/AI-research-SKILLs
- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/14-agents/langchain) |
| `pytorch-fsdp2` | core | Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you need DTensor-based sharding with … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/08-distributed-training/pytorch-fsdp2) |
| `gptq` | core | Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with <2% perplexity degradation, or for faster inference (3-4× speedup) vs | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/10-optimization/gptq) |
| `optimizing-attention-flash` | core | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/10-optimization/flash-attention) |
| `quantizing-models-bitsandbytes` | core | Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 formats, QLoRA training, and 8-bit … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/10-optimization/bitsandbytes) |
| `unsloth` | core | Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/03-fine-tuning/unsloth) |
## Source: 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: ruvnet/claude-code-flow
- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) |
## Source: ruvnet/ruflo
- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$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) |
| `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) |
## Source: samber/cc-skills-golang
- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `golang-security` | core | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) |
## Source: 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 |
|---|---|---|---|
| `knowledge-management` | core | Proje bilgisini 4 katmanli yapida organize et. Aktif projeler, sorumluluk alanlari, referans kaynaklar ve arsiv. Progressive summarization ile bilgiyi katman katman ozumse. Second brain pattern'i ile codebase bilgisini yapilandir. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/knowledge-management) |
| `content-strategy` | core | Content marketing strategy - content audit, editorial calendar, SEO optimization, content funnel (TOFU/MOFU/BOFU), performance metrics, developer content, social media planning | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/content-strategy) |
| `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: zechenzhangAGI/AI-research-SKILLs
- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/14-agents/langchain) |
| `pytorch-fsdp2` | core | Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you need DTensor-based sharding with … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/08-distributed-training/pytorch-fsdp2) |
| `gptq` | core | Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with <2% perplexity degradation, or for faster inference (3-4× speedup) vs | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/10-optimization/gptq) |
| `optimizing-attention-flash` | core | Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/10-optimization/flash-attention) |
| `quantizing-models-bitsandbytes` | core | Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 formats, QLoRA training, and 8-bit … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/10-optimization/bitsandbytes) |

155
references/market.md Normal file
View File

@@ -0,0 +1,155 @@
# Market evidence report — bakery-shop-manager
Source: **60 real job ads** (JSearch API, countries: us 50, gb 10), 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 | 52 | 87 % |
| n/a | 4 | 7 % |
| junior | 2 | 3 % |
| lead | 2 | 3 % |
## Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | Learning Management System (LMS) | 7 | 12 % |
| 2 | Microsoft Excel | 6 | 10 % |
| 3 | Microsoft Outlook | 6 | 10 % |
| 4 | Microsoft Word | 6 | 10 % |
| 5 | hand trucks | 5 | 8 % |
| 6 | pallet jacks | 5 | 8 % |
| 7 | scales | 5 | 8 % |
| 8 | knives | 4 | 7 % |
## Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | inventory control | 22 | 37 % |
| 2 | customer service | 19 | 32 % |
| 3 | inventory management | 17 | 28 % |
| 4 | merchandising | 13 | 22 % |
| 5 | team leadership | 12 | 20 % |
| 6 | performance management | 11 | 18 % |
| 7 | scheduling | 10 | 17 % |
| 8 | baking | 8 | 13 % |
| 9 | cake decorating | 7 | 12 % |
| 10 | expense control | 7 | 12 % |
| 11 | product quality monitoring | 7 | 12 % |
| 12 | food safety | 6 | 10 % |
| 13 | product merchandising | 6 | 10 % |
| 14 | retail management | 6 | 10 % |
| 15 | training | 6 | 10 % |
| 16 | budget management | 5 | 8 % |
| 17 | labor management | 5 | 8 % |
| 18 | staff scheduling | 5 | 8 % |
| 19 | staff training | 5 | 8 % |
| 20 | employee scheduling | 4 | 7 % |
| 21 | food preparation | 4 | 7 % |
| 22 | food safety compliance | 4 | 7 % |
| 23 | performance review | 4 | 7 % |
| 24 | product rotation | 4 | 7 % |
| 25 | regulatory compliance | 4 | 7 % |
| 26 | shrink control | 4 | 7 % |
| 27 | stock management | 4 | 7 % |
| 28 | stocking | 4 | 7 % |
| 29 | cake production | 3 | 5 % |
| 30 | cash handling | 3 | 5 % |
| 31 | equipment maintenance | 3 | 5 % |
| 32 | health & safety compliance | 3 | 5 % |
| 33 | leadership | 3 | 5 % |
| 34 | ordering | 3 | 5 % |
| 35 | problem solving | 3 | 5 % |
| 36 | profit calculation | 3 | 5 % |
| 37 | record keeping | 3 | 5 % |
| 38 | sales growth | 3 | 5 % |
| 39 | waste reduction | 3 | 5 % |
## Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | 5S procedures | 4 | 7 % |
| 2 | continuous improvement | 4 | 7 % |
| 3 | HAACP | 4 | 7 % |
| 4 | visual merchandising | 3 | 5 % |
## Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | department supervision | 11 | 18 % |
| 2 | customer service | 9 | 15 % |
| 3 | customer order taking | 7 | 12 % |
| 4 | display building | 7 | 12 % |
| 5 | associate training | 6 | 10 % |
| 6 | customer service delivery | 6 | 10 % |
| 7 | delivery verification | 6 | 10 % |
| 8 | quality control | 6 | 10 % |
| 9 | team leadership | 6 | 10 % |
| 10 | employee training | 5 | 8 % |
| 11 | expense control | 5 | 8 % |
| 12 | ordering | 5 | 8 % |
| 13 | ordering and receiving | 5 | 8 % |
| 14 | department management | 4 | 7 % |
| 15 | department sanitation | 4 | 7 % |
| 16 | equipment operation | 4 | 7 % |
| 17 | invoice verification | 4 | 7 % |
| 18 | product stocking | 4 | 7 % |
| 19 | quality monitoring | 4 | 7 % |
| 20 | record maintenance | 4 | 7 % |
| 21 | safety compliance | 4 | 7 % |
| 22 | team supervision | 4 | 7 % |
| 23 | bakery operation oversight | 3 | 5 % |
| 24 | business updates | 3 | 5 % |
| 25 | cash handling | 3 | 5 % |
| 26 | colleague scheduling | 3 | 5 % |
| 27 | guest experience prioritization | 3 | 5 % |
| 28 | housekeeping | 3 | 5 % |
| 29 | inventory management | 3 | 5 % |
| 30 | invoice processing | 3 | 5 % |
| 31 | merchandising plan execution | 3 | 5 % |
| 32 | performance recognition | 3 | 5 % |
| 33 | product rotation enforcement | 3 | 5 % |
| 34 | property maintenance | 3 | 5 % |
| 35 | recipe adherence | 3 | 5 % |
| 36 | stock rotation | 3 | 5 % |
| 37 | team member training | 3 | 5 % |
| 38 | team recruitment | 3 | 5 % |
## Job title variants in the market
| Title | Ads |
|---|---|
| Assistant Bakery Manager | 14 |
| Bakery Manager | 12 |
| Multi-Site Retail Shop Manager | 2 |
| Assistant Deli Bakery Manager | 1 |
| Assistant Shop Manager | 1 |
| Bakery Assistant Department Manager | 1 |
| Bakery Assistant Store Manager - Lead, Coach & Own Ops | 1 |
| Bakery Café Store Manager — Lead Teams, Drive Growth | 1 |
| Bakery Café Store Manager — People, Ops, Growth | 1 |
| Bakery Manager Afternoon/Evening Shift- DC Bakery | 1 |
| Bakery Manager-Fairfax | 1 |
| Bakery Manager-Reston | 1 |
| Bakery Sales Manager | 1 |
| Bakery Shop Manager | 1 |
| Bakery Team Leader (Department Manager) | 1 |
| BAKERY/LEAD CAKE DECORATOR | 1 |
| Bench - Bakery Manager | 1 |
| Commercial Manager and Baker | 1 |
| Deli - Bakery Manager | 1 |
| Deli-Bakery Manager | 1 |
| Fresh Grocer - Bakery Manager | 1 |
| FT Assistant Manager Bakery | 1 |
| FT Bakery Manager Trainee (H) | 1 |
| FT Deli Bakery Sales Manager (H) | 1 |
| General Manager | 1 |
Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.

29
references/profile.md Normal file
View File

@@ -0,0 +1,29 @@
# Occupation profile — bakery shop manager
- **ESCO URI:** http://data.europa.eu/esco/occupation/2afdf635-3cdb-4914-ab61-5dd7d7d46792
- **ESCO code:** 1420.4.5
- **ISCO-08 group:** 1420 — Retail and wholesale trade managers
## Description (ESCO)
Bakery shop managers assume responsibility for baking activities and staff in bakeries.
## Definition
nan
## Alternative labels
- bread and cakes shop manager
- bread and cakes store manager
- bakery department manager
- patisserie shop manager
- cake shop manager
- bakery counter manager
- pastries shop manager
- bread and pastries shop manager
- bakers store manager
- patisserie store manager
- bakery store manager
- bread and pastries store manager
- pastries store manager

60
references/skills.md Normal file
View File

@@ -0,0 +1,60 @@
# Competences — bakery shop manager
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/2afdf635-3cdb-4914-ab61-5dd7d7d46792).
## Essential
- **adhere to organisational guidelines** (skill/competence)
- **apply health and safety standards** (skill/competence)
- **bakery products** (knowledge)
- **composition of bakery goods** (knowledge)
- **employment law** (knowledge)
- **enforce health and safety regulations for bread products** (skill/competence)
- **ensure client orientation** (skill/competence)
- **ensure compliance with purchasing and contracting regulations** (skill/competence)
- **ensure correct goods labelling** (skill/competence)
- **exert quality control to processing food** (skill/competence)
- **handle sensitive products** (skill/competence)
- **maintain relationship with customers** (skill/competence)
- **maintain relationship with suppliers** (skill/competence)
- **manage budgets** (skill/competence)
- **manage staff** (skill/competence)
- **manage theft prevention** (skill/competence)
- **maximise sales revenues** (skill/competence)
- **measure customer feedback** (skill/competence)
- **monitor customer service** (skill/competence)
- **negotiate buying conditions** (skill/competence)
- **negotiate sales contracts** (skill/competence)
- **obtain relevant licenses** (skill/competence)
- **order supplies** (skill/competence)
- **oversee promotional sales prices** (skill/competence)
- **perform procurement processes** (skill/competence)
- **recruit employees** (skill/competence)
- **sales activities** (knowledge)
- **set sales goals** (skill/competence)
- **set up pricing strategies** (skill/competence)
- **study sales levels of products** (skill/competence)
- **supervise merchandise displays** (skill/competence)
- **use different communication channels** (skill/competence)
## Optional
- develop new bakery products (skill/competence)
- direct the preparation of food (skill/competence)
- place orders for bakery ingredients (skill/competence)
<!-- market-evidence -->
## Market evidence (job-ad analysis, 60 ads, as of 2026-07-09)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Hard skills
- inventory control — **37 %**
- customer service — **32 %**
- inventory management — **28 %**
- merchandising — **22 %**
- team leadership — **20 %**
<!-- market-evidence -->

51
references/tasks.md Normal file
View File

@@ -0,0 +1,51 @@
# Tasks & work activities — bakery shop manager
Source: O*NET 30.3, occupation 41-1011.00 (First-Line Supervisors of Retail Sales Workers) — manual nearest-occupation mapping via ISCO group 1420; the official ESCO crosswalk has no entry for this ESCO occupation.
## Task statements
- **[Core]** Provide customer service by greeting and assisting customers and responding to customer inquiries and complaints.
- **[Core]** Monitor sales activities to ensure that customers receive satisfactory service and quality goods.
- **[Core]** Assign employees to specific duties.
- **[Core]** Direct and supervise employees engaged in sales, inventory-taking, reconciling cash receipts, or in performing services for customers.
- **[Core]** Inventory stock and reorder when inventory drops to a specified level.
- **[Core]** Keep records of purchases, sales, and requisitions.
- **[Core]** Enforce safety, health, and security rules.
- **[Core]** Examine products purchased for resale or received for storage to assess the condition of each product or item.
- **[Supplemental]** Hire, train, and evaluate personnel in sales or marketing establishments, promoting or firing workers when appropriate.
- **[Core]** Perform work activities of subordinates, such as cleaning and organizing shelves and displays and selling merchandise.
- **[Core]** Establish and implement policies, goals, objectives, and procedures for the department.
- **[Core]** Instruct staff on how to handle difficult and complicated sales.
- **[Supplemental]** Formulate pricing policies for merchandise, according to profitability requirements.
- **[Core]** Estimate consumer demand and determine the types and amounts of goods to be sold.
- **[Core]** Examine merchandise to ensure that it is correctly priced and displayed and that it functions as advertised.
- **[Core]** Plan and prepare work schedules and keep records of employees' work schedules and time cards.
- **[Core]** Review inventory and sales records to prepare reports for management and budget departments.
- **[Supplemental]** Plan and coordinate advertising campaigns and sales promotions and prepare merchandise displays and advertising copy.
- **[Core]** Confer with company officials to develop methods and procedures to increase sales, expand markets, and promote business.
- **[Supplemental]** Establish credit policies and operating procedures.
- **[Supplemental]** Plan budgets and authorize payments and merchandise returns.
## Detailed work activities
- Answer customer questions about goods or services.
- Assign duties or work schedules to employees.
- Authorize financial actions.
- Clean work areas.
- Coordinate sales campaigns.
- Develop marketing plans or strategies.
- Establish operational policies.
- Examine condition of property or products.
- Greet customers, patrons, or visitors.
- Maintain records of sales or other business transactions.
- Monitor inventories of products or materials.
- Monitor market conditions or trends.
- Monitor sales activities.
- Monitor work areas to provide security.
- Prepare financial documents, reports, or budgets.
- Prepare operational budgets.
- Purchase stocks of merchandise or supplies.
- Sell products or services.
- Set up merchandise displays.
- Supervise sales or support personnel.
- Train sales personnel.

113
references/tools.md Normal file
View File

@@ -0,0 +1,113 @@
# Tools & technology — bakery shop manager
Source: O*NET 30.3, occupation 41-1011.00 (First-Line Supervisors of Retail Sales Workers) — manual nearest-occupation mapping via ISCO group 1420; the official ESCO crosswalk has no entry for this ESCO occupation.
| Software | Category | Hot technology |
|---|---|---|
| Adobe Acrobat | Document management software | yes |
| Adobe Illustrator | Graphics or photo imaging software | yes |
| Adobe InDesign | Desktop publishing software | yes |
| Adobe Photoshop | Graphics or photo imaging software | yes |
| Apple Safari | Internet browser software | yes |
| Autodesk Revit | Computer aided design CAD software | yes |
| Facebook | Web page creation and editing software | yes |
| Google Analytics | Data mining software | yes |
| Google Docs | Word processing software | yes |
| IBM SPSS Statistics | Analytical or scientific software | yes |
| Kronos Workforce Timekeeper | Time accounting software | yes |
| Microsoft Access | Data base user interface and query software | yes |
| Microsoft Edge | Internet browser software | yes |
| Microsoft Excel | Spreadsheet software | yes |
| Microsoft Office software | Office suite software | yes |
| Microsoft Outlook | Electronic mail software | yes |
| Microsoft PowerPoint | Presentation software | yes |
| Microsoft Project | Project management software | yes |
| Microsoft SharePoint | Document management software | yes |
| Microsoft Visio | Process mapping and design software | yes |
| Microsoft Windows | Operating system software | yes |
| Microsoft Word | Word processing software | yes |
| Mozilla Firefox | Internet browser software | yes |
| Oracle Database | Data base user interface and query software | yes |
| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
| R | Object or component oriented development software | yes |
| Salesforce software | Customer relationship management CRM software | yes |
| SAP software | Enterprise resource planning ERP software | yes |
| SAS | Analytical or scientific software | yes |
| Tableau | Business intelligence and data analysis software | yes |
| Teradata Database | Data base management system software | yes |
| Yardi software | Data base user interface and query software | yes |
| American Precision Instruments Regit | Point of sale POS software | |
| Apple Final Cut Pro | Video creation and editing software | |
| ASI Point of Sale | Point of sale POS software | |
| Attitude POS itive AccuPOS Retail | Point of sale POS software | |
| Bibase 4POS Retail | Point of sale POS software | |
| CAP Automation SellWise | Point of sale POS software | |
| Comcash ERP | Point of sale POS software | |
| CompuTant CounterPoint | Point of sale POS software | |
| CyberMatrix POS | Point of sale POS software | |
| Data entry software | Data base user interface and query software | |
| Datasym SYMFINITE | Point of sale POS software | |
| Delphi Technology | Financial analysis software | |
| Exact business software | Human resources software | |
| EZ Software Solutions | Point of sale POS software | |
| FileMaker Pro | Data base user interface and query software | |
| Gift registry software | Data base user interface and query software | |
| Google Ads | Sales and marketing software | |
| Google Drive | Cloud-based data access and sharing software | |
| Google Meet | Video conferencing software | |
| Hagel Unitime Systems | Time accounting software | |
| Handheld computer device software | Operating system software | |
| Human resource management software HRMS | Human resources software | |
| IBM Cognos Impromptu | Business intelligence and data analysis software | |
| IBM Notes | Electronic mail software | |
| Infocorp Computer Solutions $mart System | Point of sale POS software | |
| Infocorp Softwear/POS | Point of sale POS software | |
| Intuit QuickBooks Point of Sale | Point of sale POS software | |
| Inventory management systems | Inventory management software | |
| Kronos Enterprise Workforce Management | Enterprise resource planning ERP software | |
| Lathem Time PayClock EZ | Time accounting software | |
| LinkedIn | Web page creation and editing software | |
| LOB RetailPoint | Point of sale POS software | |
| Logisoft Positive Pos System | Point of sale POS software | |
| ManageMore Cellular Manager | Point of sale POS software | |
| Master Merchant Systems Music Store | Point of sale POS software | |
| MicroBiz | Point of sale POS software | |
| Microsoft Dynamics | Customer relationship management CRM software | |
| Microsoft Publisher | Desktop publishing software | |
| MicroStrategy | Business intelligence and data analysis software | |
| Millennium Software Atrex | Point of sale POS software | |
| Minitab | Analytical or scientific software | |
| Oracle Business Intelligence Enterprise Edition | Business intelligence and data analysis software | |
| Oracle E-Business Suite Financials | Financial analysis software | |
| Oracle Fusion Applications | Enterprise resource planning ERP software | |
| Oracle Hyperion | Enterprise resource planning ERP software | |
| Oracle PeopleSoft Financials | Enterprise resource planning ERP software | |
| Oracle Taleo | Human resources software | |
| Payroll software | Time accounting software | |
| Plexis Software Plexis POS | Point of sale POS software | |
| Point of sale POS bookstore software | Point of sale POS software | |
| Point of sale POS parts and services software | Point of sale POS software | |
| Qlik Tech QlikView | Business intelligence and data analysis software | |
| Qualitech Solutions Dynamic Scheduling | Calendar and scheduling software | |
| RiscStation POSSum | Point of sale POS software | |
| Sage 50 Accounting | Accounting software | |
| Sage 50 Accounting Software | Point of sale POS software | |
| SBS Keystroke | Point of sale POS software | |
| Scheduling software | Calendar and scheduling software | |
| Semicron Systems | Point of sale POS software | |
| SmugMug Flickr | Graphics or photo imaging software | |
| Social media sites | Web page creation and editing software | |
| Softpedia ShopInvo | Point of sale POS software | |
| StataCorp Stata | Analytical or scientific software | |
| System3 POS software | Point of sale POS software | |
| The General Store | Point of sale POS software | |
| The Retail Solution | Point of sale POS software | |
| Time card software | Human resources software | |
| TimeTrak Systems ClocTrack | Time accounting software | |
| TimeTrak Systems SchedTrak | Calendar and scheduling software | |
| True North Computer Retail Plus | Point of sale POS software | |
| VeriFone PC Charge Pro | Point of sale POS software | |
| Vigilant | Point of sale POS software | |
| Visual Retail Plus | Point of sale POS software | |
| WinMan SureSell | Point of sale POS software | |
| YouTube | Video creation and editing software | |