feat: librarian skill package v0.1.0

2026-08-14 17:35:57 +02:00
commit ce563a47ce
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — librarian
+
+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 — librarian
+    "ESCO (occupation & competences)" : 55
+    "O*NET (tasks & tools)" : 142
+    "Job boards (market evidence)" : 82
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 174
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 55 | 12.0 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 142 | 31.0 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 82 | 17.9 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 5 | 1.1 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 174 | 38.0 % | 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).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,72 @@
+---
+name: librarian
+description: "Occupational skill for the role 'librarian' (also: library assistant, library technical assistant, literature researcher, catalogue librarian, special collections librarian, thesaurus manager). Use when the user asks for typical librarian work such as: Check books in and out of the library.; Teach library patrons basic computer skills, such as searching computerized databases.; Review and evaluate materials, using book reviews, catalogs, faculty recommendations, and current holdings to select and order print, audio-visual, and electronic resources."
+---
+
+# Librarian
+
+Librarians manage libraries and perform related library services. They manage, collect and develop information resources. They make information available, accessible and discoverable to any kind of user.
+
+## Core workflow
+
+1. Check books in and out of the library.
+2. Teach library patrons basic computer skills, such as searching computerized databases.
+3. Review and evaluate materials, using book reviews, catalogs, faculty recommendations, and current holdings to select and order print, audio-visual, and electronic resources.
+4. Keep up-to-date records of circulation and materials, maintain inventory, and correct cataloging errors.
+5. Search standard reference materials, including online sources and the Internet, to answer patrons' reference questions.
+6. Analyze patrons' requests to determine needed information and assist in furnishing or locating that information.
+7. Supervise daily library operations, budgeting, planning, and personnel activities, such as hiring, training, scheduling, and performance evaluations.
+8. Plan and teach classes on topics such as information literacy, library instruction, and technology use.
+
+## 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)
+
+- analyse library users' queries
+- arrange interlibrary loans
+- assess informational needs
+- buy new library items
+- classify library materials
+- collection management
+- conduct scholarly research
+- develop solutions to information issues
+- evaluate information services using metrics
+- information governance compliance
+- manage digital libraries
+- negotiate library contracts
+- perform customer management
+- provide library information
+- scientific research methodology
+
+## Hot technologies
+
+- Autodesk AutoCAD
+- Microsoft Access
+- Structured query language SQL
+- Adobe InDesign
+- Adobe Acrobat
+- Microsoft SharePoint
+- Microsoft Outlook
+- Extensible markup language XML
+- Adobe Creative Cloud software
+- Adobe Illustrator
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 59 gated job ads (see references/market.md, as of 2026-07-15):
+
+- Microsoft Office — 10 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/60f7eb23-a7ea-4cbe-98a5-1248291f62d5), O*NET 30.3 (25-4022.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,268 @@
+{
+  "name": "librarian",
+  "title": "librarian",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/60f7eb23-a7ea-4cbe-98a5-1248291f62d5",
+    "esco_code": "2622.2",
+    "isco_group": "2622",
+    "onet_soc": "25-4022.00",
+    "crosswalk_match": "exactMatch"
+  },
+  "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": 30,
+    "dwas": 30,
+    "skills_essential": 15,
+    "skills_optional": 39,
+    "software": 81
+  },
+  "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
+      },
+      "ConardLi/garden-skills": {
+        "repo": "https://github.com/ConardLi/garden-skills",
+        "commit": "fbd6453",
+        "license": "MIT",
+        "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": 2
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 11
+      },
+      "softaworks/agent-toolkit": {
+        "repo": "https://github.com/softaworks/agent-toolkit",
+        "commit": "3027f20",
+        "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": 5
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 5
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 12
+      },
+      "AlpacaLabsLLC/skills-for-architects": {
+        "repo": "https://github.com/AlpacaLabsLLC/skills-for-architects",
+        "commit": "4476576",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 3
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "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
+      },
+      "ognjengt/founder-skills": {
+        "repo": "https://github.com/ognjengt/founder-skills",
+        "commit": "a45931c",
+        "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": 2
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 6
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 4
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "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": 1
+      },
+      "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
+      },
+      "ThinkInAIXYZ/deepchat": {
+        "repo": "https://github.com/ThinkInAIXYZ/deepchat",
+        "commit": "f275c92",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 1
+      },
+      "anbeime/skill": {
+        "repo": "https://github.com/anbeime/skill",
+        "commit": "ddad607",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "nowork-studio/NotFair": {
+        "repo": "https://github.com/nowork-studio/NotFair",
+        "commit": "99bda4b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "alirezarezvani/claude-code-skill-factory": {
+        "repo": "https://github.com/alirezarezvani/claude-code-skill-factory",
+        "commit": "ba18b31",
+        "license": "MIT",
+        "skills": 1
+      },
+      "browser-act/skills": {
+        "repo": "https://github.com/browser-act/skills",
+        "commit": "51daea1",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Ericyoung-183/alpha-insights": {
+        "repo": "https://github.com/Ericyoung-183/alpha-insights",
+        "commit": "30c1e87",
+        "license": "MIT",
+        "skills": 1
+      },
+      "malob/nix-config": {
+        "repo": "https://github.com/malob/nix-config",
+        "commit": "f2ed178",
+        "license": "MIT",
+        "skills": 1
+      },
+      "emaynard/claude-family-history-research-skill": {
+        "repo": "https://github.com/emaynard/claude-family-history-research-skill",
+        "commit": "7334d3d",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 77,
+      "adjacent": 3
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 55,
+      "onet": 142,
+      "jobads": 82,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 174,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 12.0,
+      "onet": 31.0,
+      "jobads": 17.9,
+      "wiki_ai": 0.0,
+      "anthropic": 1.1,
+      "ai_skills": 38.0,
+      "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 +1,362 @@
+# External AI agent skills — librarian
+
+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: ConardLi/garden-skills
+
+- Repository: [https://github.com/ConardLi/garden-skills](https://github.com/ConardLi/garden-skills) (commit `fbd6453`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `kb-retriever` | adjacent | 面向本地知识库目录的检索和问答助手。核心流程：(1)分层索引导航 (2)遇到PDF/Excel时必须先读取references学习处理方法 (3)处理文件后再检索。按文件类型组合使用 grep、Read、pdfplumber、pandas 进行渐进式检索，避免整文件加载。用户问题涉及"从知识库目录回答问题/检索信息/查资料"时使用。 | [source](https://github.com/ConardLi/garden-skills/tree/fbd6453/skills/kb-retriever) |
+
+## 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 |
+|---|---|---|---|
+| `security-sandbox` | core | Isolated analysis environment management for malware and exploit testing. Create and manage isolated VMs, configure Cuckoo Sandbox, set up REMnux/FlareVM environments, manage Docker-based analysis containers, and capture filesystem and … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/security-research/skills/security-sandbox) |
+| `curatorial-research` | core | Conduct art historical research, provenance investigation, and scholarly analysis to inform exhibitions, acquisitions, and publications using primary and secondary sources | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/arts-culture/skills/curatorial-research) |
+| `planning-patterns` | core | Structured planning methodology with research, brainstorming, phased plan creation, risk assessment, and plan-to-build continuity. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/cc10x/skills/planning-patterns) |
+| `research-first-dev` | core | Research-first development methodology that investigates existing solutions, brainstorms alternatives, and evaluates trade-offs before any implementation begins. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/everything-claude-code/skills/research-first-dev) |
+
+## 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: alirezarezvani/claude-code-skill-factory
+
+- Repository: [https://github.com/alirezarezvani/claude-code-skill-factory](https://github.com/alirezarezvani/claude-code-skill-factory) (commit `ba18b31`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `slash-command-factory` | core | Generate custom Claude Code slash commands through intelligent 5-7 question flow. Creates powerful commands for business research, content analysis, healthcare compliance, API integration, documentation automation, and workflow … | [source](https://github.com/alirezarezvani/claude-code-skill-factory/tree/ba18b31/generated-skills/slash-command-factory) |
+
+## 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 |
+|---|---|---|---|
+| `product-manager-toolkit` | core | Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use when prioritizing features, synthesizing user research, writing … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/product-team/skills/product-manager-toolkit) |
+
+## Source: AlpacaLabsLLC/skills-for-architects
+
+- Repository: [https://github.com/AlpacaLabsLLC/skills-for-architects](https://github.com/AlpacaLabsLLC/skills-for-architects) (commit `4476576`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `product-research` | core | Find and compare current FF&E candidates from a design brief, with sourced purchasing facts and optional CSV-library save. Use to research or source products; not to match from an image or pair coordinating items. | [source](https://github.com/AlpacaLabsLLC/skills-for-architects/tree/4476576/skills/product-research) |
+
+## Source: anbeime/skill
+
+- Repository: [https://github.com/anbeime/skill](https://github.com/anbeime/skill) (commit `ddad607`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `product-manager-toolkit` | core | Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use for feature prioritization, user research synthesis, requirement … | [source](https://github.com/anbeime/skill/tree/ddad607/skills/product-manager-toolkit/product-manager-toolkit) |
+
+## 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: browser-act/skills
+
+- Repository: [https://github.com/browser-act/skills](https://github.com/browser-act/skills) (commit `51daea1`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `youtube-api-skill` | core | This skill helps users automatically extract detailed video metrics and channel information from YouTube based on keyword searches using the BrowserAct API. The Agent should proactively apply this skill when users express needs such as … | [source](https://github.com/browser-act/skills/tree/51daea1/solutions/video-platforms/youtube-api-skill) |
+
+## 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 |
+|---|---|---|---|
+| `business-skills` | core | 5 business research skills. Trigger: business strategy, market analysis, competitive intelligence. Design: analytical frameworks and methods for management and innovation research. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/business) |
+| `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) |
+| `data-collection-automation` | core | Automate survey deployment, data collection, and pipeline management | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/automation/data-collection-automation) |
+| `law-skills` | core | 9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/law) |
+| `worldcat-search-api` | core | Search the world's largest library catalog via OCLC WorldCat API | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/literature/search/worldcat-search-api) |
+| `cs-skills` | core | 10 computer science skills. Trigger: algorithms, systems research, software engineering, security papers. Design: theory, complexity analysis, code-centric research, and security methods. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/cs) |
+| `ecology-skills` | core | 5 ecology & environmental science skills. Trigger: biodiversity surveys, species data, environmental monitoring. Design: field data collection, spatial analysis, and conservation biology workflows. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/ecology) |
+| `humanities-skills` | core | 5 humanities skills. Trigger: textual analysis, archival research, digital humanities, philosophy. Design: digital tools and qualitative methods for humanities scholarship. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/humanities) |
+| `research-intake` | core | Bidirectional review — THE entry point for every research engagement. Reviews everything the researcher has (data, docs, code, instruments) and produces two outputs: (1) a gap analysis showing what their project needs to meet gold … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/61-phdemotions-research-methods/skills/research-intake) |
+| `biomedical-skills` | core | 24 biomedical research skills. Trigger: medical research, clinical trials, genomics, bioinformatics. Design: domain databases, wet-lab/dry-lab methods, and ethical compliance guides. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical) |
+| `climate-science-guide` | core | Climate data analysis, modeling workflows, and carbon neutrality research met... | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/geoscience/climate-science-guide) |
+| `distributed-systems-guide` | core | Distributed systems design patterns and analysis for CS research | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/cs/distributed-systems-guide) |
+
+## 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 |
+|---|---|---|---|
+| `hookradar-creative-intelligence` | core | Use when researching competitors, paid ads, Meta Ad Library creatives, TikTok ads, Instagram/TikTok organic videos, HookRadar MCP data, creative trends, AI creative analysis, reports, downloadable ad/video assets, or shareable creative … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/hookradar-creative-intelligence/skills/hookradar-creative-intelligence) |
+| `gitlab-automation` | core | Automate GitLab project management, issues, merge requests, pipelines, branches, and user operations via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/gitlab-automation) |
+| `supabase-automation` | core | Automate Supabase database queries, table management, project administration, storage, edge functions, and SQL execution via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/supabase-automation) |
+| `wrike-automation` | core | Automate Wrike project management via Rube MCP (Composio): create tasks/folders, manage projects, assign work, and track progress. Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/wrike-automation) |
+| `basecamp-automation` | core | Automate Basecamp project management, to-dos, messages, people, and to-do list organization via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/basecamp-automation) |
+| `clickup-automation` | core | Automate ClickUp project management including tasks, spaces, folders, lists, comments, and team operations via Rube MCP (Composio). Always search tools first for current schemas. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/clickup-automation) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `perplexity` | core | Web search and research using Perplexity AI. Use when user says "search", "find", "look up", "ask", "research", or "what's the latest" for generic queries. NOT for library/framework docs (use Context7) or workspace questions. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/perplexity) |
+| `prompt-library` | core | Curated collection of high-quality prompts for various use cases. Includes role-based prompts, task-specific templates, and prompt refinement techniques. Use when user needs prompt templates, role-play prompts, or ready-to-use prompt … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/prompt-library) |
+| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/denario) |
+| `brenda-database` | core | Access BRENDA enzyme database via SOAP API. Retrieve kinetic parameters (Km, kcat), reaction equations, organism data, and substrate-specific enzyme information for biochemical research and metabolic pathway analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/brenda-database) |
+| `scientific-critical-thinking` | core | Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-critical-thinking) |
+| `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) |
+| `prompt-engineer` | core | Expert in designing effective prompts for LLM-powered applications. Masters prompt structure, context management, output formatting, and prompt evaluation. Use when: prompt engineering, system prompt, few-shot, chain of thought, prompt … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/prompt-engineer) |
+| `product-manager-toolkit` | core | Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use for feature prioritization, user research synthesis, requirement … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/product-manager-toolkit) |
+| `scientific-brainstorming` | core | Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research gaps, for creative scientific problem-solving. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-brainstorming) |
+| `biomni` | core | Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis. Use this skill when conducting multi-step biomedical research including CRISPR … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/biomni) |
+| `gepetto` | core | Creates detailed, sectionized implementation plans through research, stakeholder interviews, and multi-LLM review. Use when planning features that need thorough pre-implementation analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/gepetto) |
+
+## Source: emaynard/claude-family-history-research-skill
+
+- Repository: [https://github.com/emaynard/claude-family-history-research-skill](https://github.com/emaynard/claude-family-history-research-skill) (commit `7334d3d`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `family-history-planning` | core | Provides assistance with planning family history and genealogy research projects. | [source](https://github.com/emaynard/claude-family-history-research-skill/tree/7334d3d) |
+
+## Source: Ericyoung-183/alpha-insights
+
+- Repository: [https://github.com/Ericyoung-183/alpha-insights](https://github.com/Ericyoung-183/alpha-insights) (commit `30c1e87`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `alpha-insights` | core | Business Analyst Skill. Triggered when users ask about business analysis, industry research, competitive analysis, product analysis, business model analysis, business opportunity discovery, market entry strategy, investment decisions, … | [source](https://github.com/Ericyoung-183/alpha-insights/tree/30c1e87) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/denario) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scholar-evaluation) |
+
+## 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: 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 |
+|---|---|---|---|
+| `brand-research` | core | Kickoff research for a brand you haven't worked on before — web research, existing-ad analysis from the Meta Ad Library, editorial-grammar profiling, sourced + AI-generated brand assets, hook/CTA libraries, and an ad concept brief. … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/ads/composites/brand-research) |
+| `find-skill` | core | Find and install skills from the Orthogonal skill library. Use when you need capabilities you don't have, want to discover available skills, or need to add new tools to your agent. | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/research-tools/capabilities/find-skill) |
+
+## 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 |
+|---|---|---|---|
+| `customer-research` | core | When the user wants to conduct, analyze, or synthesize customer research. Use when the user mentions "customer research," "ICP research," "talk to customers," "analyze transcripts," "customer interviews," "survey analysis," "support ticket … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/customer-research) |
+| `product-manager-toolkit` | core | Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and go-to-market strategies. Use when prioritizing features, synthesizing user research, writing … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/product-manager-toolkit) |
+
+## 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 |
+|---|---|---|---|
+| `creating-github-issues-from-web-research` | core | Execute this skill enhances AI assistant''s ability to conduct web research and translate findings into actionable github issues. it automates the process of extracting key information from web search results and formatting it into a … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/skill-enhancers/web-to-github-issue/skills/creating-github-issues-from-web-research) |
+| `notion-architecture-variants` | core | Different Notion integration architectures: CMS (headless blog), task tracker (project management), knowledge base (wiki), form submission handler, and data pipeline source. Trigger with phrases like "notion cms", "notion headless blog", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/notion-pack/skills/notion-architecture-variants) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `qutip` | core | Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED. Best for physics research, open system dynamics, and educational simulations. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/qutip) |
+| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/research-lookup) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scholar-evaluation) |
+| `open-notebook` | core | Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis. Use when organizing research materials into notebooks, ingesting diverse content sources (PDFs, videos, audio, web pages, Office … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/open-notebook) |
+| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exa-search) |
+
+## 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 |
+|---|---|---|---|
+| `qutip` | core | Quantum physics simulation library for open quantum systems. Use when studying master equations, Lindblad dynamics, decoherence, quantum optics, or cavity QED. Best for physics research, open system dynamics, and educational simulations. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/qutip) |
+| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/research-lookup) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scholar-evaluation) |
+| `open-notebook` | core | Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis. Use when organizing research materials into notebooks, ingesting diverse content sources (PDFs, videos, audio, web pages, Office … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/open-notebook) |
+| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exa-search) |
+
+## Source: malob/nix-config
+
+- Repository: [https://github.com/malob/nix-config](https://github.com/malob/nix-config) (commit `f2ed178`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research-team` | core | This skill should be used when the user asks for "deep research", "research team", "comprehensive analysis", "research report", "investigate thoroughly", "compare X vs Y in depth", or needs synthesis across multiple sources with … | [source](https://github.com/malob/nix-config/tree/f2ed178/configs/claude/skills/deep-research-team) |
+
+## 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 |
+|---|---|---|---|
+| `kyc-escalation` | core | Write an internal KYC/AML escalation memo: a factual time-stamped trigger description, customer-profile vs activity mismatch analysis, red-flag taxonomy mapping, outstanding information, and a recommendation with rationale. Use when asked … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-banking/skills/kyc-escalation) |
+
+## 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: nowork-studio/NotFair
+
+- Repository: [https://github.com/nowork-studio/NotFair](https://github.com/nowork-studio/NotFair) (commit `99bda4b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `seo-analysis` | core | Full SEO audit: Google Search Console data + URL Inspection API + PageSpeed Insights API + technical crawl + keyword research + metadata audit + schema markup audit + search intent analysis + Core Web Vitals monitoring. Feeds real GSC data … | [source](https://github.com/nowork-studio/NotFair/tree/99bda4b/seo/seo-analysis) |
+
+## 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-diverge` | core | Generates 3-5 divergent design directions through JTBD analysis, competitive research, structured brainstorming, and taste evaluation before convergence. Use when the team has a validated problem but hasn't chosen a solution approach. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-diverge) |
+
+## Source: ognjengt/founder-skills
+
+- Repository: [https://github.com/ognjengt/founder-skills](https://github.com/ognjengt/founder-skills) (commit `a45931c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `competitor-intel` | core | Analyzes competitors using web research to provide verified business metrics, actionable leverage strategies, and predicted next moves. Use when user needs competitive intelligence, competitor analysis, market positioning insights, or … | [source](https://github.com/ognjengt/founder-skills/tree/a45931c/skills/competitor-intel) |
+
+## 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) |
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) |
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$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) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `perplexity` | core | Web search and research using Perplexity AI. Use when user says "search", "find", "look up", "ask", "research", or "what's the latest" for generic queries. NOT for library/framework docs (use Context7) or workspace questions. | [source](https://github.com/softaworks/agent-toolkit/tree/3027f20/skills/perplexity) |
+
+## 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) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,138 @@
+# Market evidence report — librarian
+
+Source: **59 real job ads** (JSearch API, countries: us 59), extracted into the MSSQL evidence store; as of 2026-07-15.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 33 | 56 % |
+| n/a | 13 | 22 % |
+| junior | 8 | 14 % |
+| senior | 3 | 5 % |
+| lead | 2 | 3 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Microsoft Office | 6 | 10 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | collection development | 10 | 17 % |
+| 2 | cataloging | 9 | 15 % |
+| 3 | customer service | 7 | 12 % |
+| 4 | instructional design | 6 | 10 % |
+| 5 | reference assistance | 6 | 10 % |
+| 6 | reference services | 6 | 10 % |
+| 7 | information literacy instruction | 5 | 8 % |
+| 8 | budget management | 4 | 7 % |
+| 9 | collection management | 4 | 7 % |
+| 10 | data analysis | 4 | 7 % |
+| 11 | library collection maintenance | 4 | 7 % |
+| 12 | metadata creation | 4 | 7 % |
+| 13 | problem solving | 4 | 7 % |
+| 14 | program planning | 4 | 7 % |
+| 15 | research assistance | 4 | 7 % |
+| 16 | curriculum development | 3 | 5 % |
+| 17 | project management | 3 | 5 % |
+| 18 | record keeping | 3 | 5 % |
+| 19 | record maintenance | 3 | 5 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | collection maintenance | 6 | 10 % |
+| 2 | patron assistance | 5 | 8 % |
+| 3 | report preparation | 4 | 7 % |
+| 4 | community engagement | 3 | 5 % |
+| 5 | instruction delivery | 3 | 5 % |
+| 6 | staff training | 3 | 5 % |
+
+## Regional breakdown
+
+> **Corpus note:** 59 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+59 ads.
+
+**Top hard skills:**
+
+- collection development — 17 % (10 ads)
+- cataloging — 15 % (9 ads)
+- customer service — 12 % (7 ads)
+- instructional design — 10 % (6 ads)
+- reference assistance — 10 % (6 ads)
+- reference services — 10 % (6 ads)
+- information literacy instruction — 8 % (5 ads)
+- budget management — 7 % (4 ads)
+- collection management — 7 % (4 ads)
+- data analysis — 7 % (4 ads)
+
+**Top tools:**
+
+- Microsoft Office — 10 % (6 ads)
+- ArchivesSpace — 3 % (2 ads)
+- EndNote — 3 % (2 ads)
+- Ex Libris Alma — 3 % (2 ads)
+- Ex Libris ALMA/Primo — 3 % (2 ads)
+- integrated library system — 3 % (2 ads)
+- integrated library system (ILS) — 3 % (2 ads)
+- learning management system — 3 % (2 ads)
+- Microsoft Excel — 3 % (2 ads)
+- Microsoft Word — 3 % (2 ads)
+
+**Seniority:** mid 56 % · n/a 22 % · junior 14 % · senior 5 % · lead 3 %
+
+### 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 |
+|---|---|
+| Librarian | 4 |
+| Library Assistant | 3 |
+| Reference & Instruction Librarian | 3 |
+| Cataloging Librarian | 2 |
+| (.6) Library Media Assistant (Part-time) (2026 - 2027 SY) | 1 |
+| 2026-27 Librarian (K through 8th Grade) | 1 |
+| Acquisition Librarian | 1 |
+| Administrative Law Research Librarian – Policy & Reference | 1 |
+| Biomedical Reference Librarian | 1 |
+| Children & Teen Librarian | Programs & Outreach | 1 |
+| CHILDREN'S AND TEEN LIBRARIAN | 1 |
+| Community Library Assistant - Part-Time (Evenings/Weekends) | 1 |
+| Consortial Systems Librarian | 1 |
+| Digital Curation Librarian | 1 |
+| Digital Services Librarian | 1 |
+| Electronic Resources Librarian: AI Tools & Access | 1 |
+| Elementary Library Assistant: Welcome, Shelve & Help Readers | 1 |
+| Evening Reference Librarian | 1 |
+| Exciting Opportunity: Library Assistant – Alexandria VA | 1 |
+| Hybrid Reference & Research Librarian | 1 |
+| Librarian - Adult 37.5 | 1 |
+| Librarian - Assistant Director of Access Services | 1 |
+| Librarian (Computer Science and Artificial Intelligence) (Vacancy#:VAR003326) | 1 |
+| Librarian (Systems): Lead Library Platform & Global Access | 1 |
+| Librarian I (Adult-Teen Services- Full-Time), Grade 21 | 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 +1,30 @@
+# Occupation profile — librarian
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/60f7eb23-a7ea-4cbe-98a5-1248291f62d5
+- **ESCO code:** 2622.2
+- **ISCO-08 group:** 2622 — Librarians and related information professionals
+- **O*NET-SOC:** 25-4022.00 — Librarians and Media Collections Specialists (match: exactMatch)
+
+## Description (ESCO)
+
+Librarians manage libraries and perform related library services. They manage, collect and develop information resources. They make information available, accessible and discoverable to any kind of user.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- library assistant
+- library technical assistant
+- literature researcher
+- catalogue librarian
+- special collections librarian
+- thesaurus manager
+- library network coordinator
+- library associate
+- library supervisor
+- electronic resources librarian
+- music librarian
+- school librarian
+- bibliothec
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,63 @@
+# Competences — librarian
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/60f7eb23-a7ea-4cbe-98a5-1248291f62d5).
+
+## Essential
+
+- **analyse library users' queries** (skill/competence)
+- **arrange interlibrary loans** (skill/competence)
+- **assess informational needs** (skill/competence)
+- **buy new library items** (skill/competence)
+- **classify library materials** (skill/competence)
+- **collection management** (knowledge)
+- **conduct scholarly research** (skill/competence)
+- **develop solutions to information issues** (skill/competence)
+- **evaluate information services using metrics** (skill/competence)
+- **information governance compliance** (knowledge)
+- **manage digital libraries** (skill/competence)
+- **negotiate library contracts** (skill/competence)
+- **perform customer management** (skill/competence)
+- **provide library information** (skill/competence)
+- **scientific research methodology** (knowledge)
+
+## Optional
+
+- apply for library funding (skill/competence)
+- apply social media marketing (skill/competence)
+- assist in library facility planning (skill/competence)
+- assist in the organisation of school events (skill/competence)
+- assist students with library operations (skill/competence)
+- compile library lists (skill/competence)
+- confer with library colleagues (skill/competence)
+- coordinate educational programmes (skill/competence)
+- copyright legislation (knowledge)
+- create semantic trees (skill/competence)
+- develop artistic educational activities (skill/competence)
+- develop classification systems (skill/competence)
+- digital curation (knowledge)
+- digitise documents (skill/competence)
+- digitization (knowledge)
+- draw up professional texts (skill/competence)
+- escort students on a field trip (skill/competence)
+- guarantee students' safety (skill/competence)
+- kindergarten school procedures (knowledge)
+- literature (knowledge)
+- maintain library equipment (skill/competence)
+- manage digital archives (skill/competence)
+- manage fundraising activities (skill/competence)
+- manage human resources (skill/competence)
+- manage information access aids (skill/competence)
+- music and video industry (knowledge)
+- musical genres (knowledge)
+- organise information (skill/competence)
+- oversee extra-curricular activities (skill/competence)
+- perform playground surveillance (skill/competence)
+- post-secondary school procedures (knowledge)
+- primary school procedures (knowledge)
+- recruit employees (skill/competence)
+- secondary school procedures (knowledge)
+- select new library items to acquire (skill/competence)
+- supervise daily library operations (skill/competence)
+- types of literature genres (knowledge)
+- use databases (skill/competence)
+- use software for data preservation (skill/competence)
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,69 @@
+# Tasks & work activities — librarian
+
+Source: O*NET 30.3, occupation 25-4022.00 (Librarians and Media Collections Specialists).
+
+## Task statements
+
+- **[Core]** Check books in and out of the library.
+- **[Core]** Teach library patrons basic computer skills, such as searching computerized databases.
+- **[Core]** Review and evaluate materials, using book reviews, catalogs, faculty recommendations, and current holdings to select and order print, audio-visual, and electronic resources.
+- **[Core]** Keep up-to-date records of circulation and materials, maintain inventory, and correct cataloging errors.
+- **[Core]** Search standard reference materials, including online sources and the Internet, to answer patrons' reference questions.
+- **[Core]** Analyze patrons' requests to determine needed information and assist in furnishing or locating that information.
+- **[Core]** Supervise daily library operations, budgeting, planning, and personnel activities, such as hiring, training, scheduling, and performance evaluations.
+- **[Core]** Plan and teach classes on topics such as information literacy, library instruction, and technology use.
+- **[Core]** Confer with colleagues, faculty, and community members and organizations to conduct informational programs, make collection decisions, and determine library services to offer.
+- **[Core]** Code, classify, and catalog books, publications, films, audio-visual aids, and other library materials, based on subject matter or standard library classification systems.
+- **[Core]** Respond to customer complaints, taking action as necessary.
+- **[Core]** Explain use of library facilities, resources, equipment, and services, and provide information about library policies.
+- **[Core]** Plan and deliver client-centered programs and services, such as special services for corporate clients, storytelling for children, newsletters, or programs for special groups.
+- **[Core]** Locate unusual or unique information in response to specific requests.
+- **[Core]** Troubleshoot problems with audio-visual equipment.
+- **[Core]** Develop library policies and procedures.
+- **[Core]** Direct and train library staff in duties, such as receiving, shelving, researching, cataloging, and equipment use.
+- **[Core]** Evaluate materials to determine outdated or unused items to be discarded.
+- **[Core]** Develop, maintain, and troubleshoot information access aids, such as databases, annotated bibliographies, Web pages, electronic pathfinders, software programs, and online tutorials.
+- **[Core]** Engage in professional development activities, such as taking continuing education classes and attending or participating in conferences, workshops, professional meetings, and associations.
+- **[Core]** Compile lists of books, periodicals, articles, and audio-visual materials on particular subjects.
+- **[Core]** Confer with teachers to select course materials and to determine which training aids are best suited to particular grade levels.
+- **[Core]** Evaluate vendor products and performance, negotiate contracts, and place orders.
+- **[Core]** Arrange for interlibrary loans of materials not available in a particular library.
+- **[Core]** Represent library or institution on internal and external committees.
+- **[Core]** Set up, adjust, and operate audio-visual equipment, such as cameras, film and slide projectors, and recording equipment, for meetings, events, classes, seminars, and video conferences.
+- **[Core]** Assemble and arrange display materials.
+- **[Supplemental]** Maintain inventory of audio-visual equipment.
+- **[nan]** Maintain hardware and software, including computers, media equipment, scanners, color copiers, and color laser printers.
+- **[nan]** Train faculty and media staff on the use of software and audio-visual equipment.
+
+## Detailed work activities
+
+- Attend training sessions or professional meetings to develop or maintain professional knowledge.
+- Classify materials according to standard systems.
+- Collaborate with other teaching professionals to develop educational programs.
+- Compile specialized bibliographies or lists of materials.
+- Confer with others to conduct or arrange operational activities.
+- Construct exhibits or parts of exhibits.
+- Develop library or archival databases.
+- Develop policies or procedures for archives, museums or libraries.
+- Diagnose equipment malfunctions.
+- Direct activities of subordinates.
+- Direct department activities.
+- Help patrons use library or archival resources.
+- Inspect materials or equipment to determine need for repair or replacement.
+- Inventory materials or equipment.
+- Maintain computer equipment or software.
+- Maintain inventories of materials, equipment, or products.
+- Maintain inventory records.
+- Maintain operational records.
+- Maintain the inventory of equipment.
+- Negotiate purchases or contracts.
+- Operate audiovisual equipment.
+- Order instructional or library materials or equipment.
+- Plan community programs or activities for the general public.
+- Process library materials.
+- Search information sources to find specific data.
+- Select educational materials or equipment.
+- Serve on institutional or departmental committees.
+- Teach others to use technology or equipment.
+- Train staff members.
+- Troubleshoot equipment or systems operation problems.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,87 @@
+# Tools & technology — librarian
+
+Source: O*NET 30.3 'Software Skills' for 25-4022.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| Adobe InDesign | Desktop publishing software | yes |
+| Adobe Acrobat | Document management software | yes |
+| Microsoft SharePoint | Document management software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Extensible markup language XML | Enterprise application integration software | yes |
+| Adobe Creative Cloud software | Graphics or photo imaging software | yes |
+| Adobe Illustrator | Graphics or photo imaging software | yes |
+| Adobe Photoshop | Graphics or photo imaging software | yes |
+| Oracle Java | Object or component oriented development software | yes |
+| Google Workspace software | Office suite software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Zoom | Video conferencing software | yes |
+| Adobe After Effects | Video creation and editing software | yes |
+| Facebook | Web page creation and editing software | yes |
+| Cascading style sheets CSS | Web platform development software | yes |
+| Hypertext markup language HTML | Web platform development software | yes |
+| JavaScript | Web platform development software | yes |
+| PHP | Web platform development software | yes |
+| Microsoft Word | Word processing software | yes |
+| Data visualization software | Analytical or scientific software |  |
+| StataCorp Stata | Analytical or scientific software |  |
+| Learning management system LMS | Computer based training software |  |
+| askSam Systems SurfSaver | Data base user interface and query software |  |
+| Blackboard software | Data base user interface and query software |  |
+| CatchTheWeb | Data base user interface and query software |  |
+| Database software | Data base user interface and query software |  |
+| Ex Libris Group Aleph | Data base user interface and query software |  |
+| FileMaker Pro | Data base user interface and query software |  |
+| HTTrack | Data base user interface and query software |  |
+| Inmagic TextWorks | Data base user interface and query software |  |
+| Macropool Web Research | Data base user interface and query software |  |
+| Microsoft Onfolio | Data base user interface and query software |  |
+| National Library of Medicine Medline | Data base user interface and query software |  |
+| Online databases | Data base user interface and query software |  |
+| Saora Keepoint | Data base user interface and query software |  |
+| Thomson Scientific Dialog | Data base user interface and query software |  |
+| Microsoft Publisher | Desktop publishing software |  |
+| QuarkXPress | Desktop publishing software |  |
+| Standard generalized markup language SGML | Development environment software |  |
+| Email software | Electronic mail software |  |
+| Graphics software | Graphics or photo imaging software |  |
+| SmugMug Flickr | Graphics or photo imaging software |  |
+| Classification Web | Information retrieval or search software |  |
+| LexisNexis | Information retrieval or search software |  |
+| Thomson Reuters Westlaw Edge | Information retrieval or search software |  |
+| Web browser software | Internet browser software |  |
+| CATNYP | Library software |  |
+| Dynix Digital Library | Library software |  |
+| Electronic Online Systems International EOS.Web | Library software |  |
+| Ex Libris Group Voyager | Library software |  |
+| Infovision Amlib | Library software |  |
+| Inmagic Genie | Library software |  |
+| Innovative Interfaces Millennium | Library software |  |
+| Kelowna Software L4U | Library software |  |
+| MC2 Systems Auto Librarian | Library software |  |
+| National Library of Medicine DOCLINE | Library software |  |
+| Online Computer Library Center (OCLC) databases | Library software |  |
+| PrimaSoft PC Small Library Organizer Pro | Library software |  |
+| RCL Software Media Library Manager | Library software |  |
+| SirsiDynix Symphony | Library software |  |
+| Surpass management system software | Library software |  |
+| WebClarity Software BookWhere | Library software |  |
+| WorldCat | Library software |  |
+| Adobe Premiere Pro | Video creation and editing software |  |
+| Apple Final Cut Pro | Video creation and editing software |  |
+| Apple iMovie | Video creation and editing software |  |
+| Adobe Dreamweaver | Web page creation and editing software |  |
+| Blogging software | Web page creation and editing software |  |
+| Really Simple Syndication RSS | Web page creation and editing software |  |
+| Social networking software | Web page creation and editing software |  |
+| Wiki software | Web page creation and editing software |  |
+| Drupal | Web platform development software |  |
+| Extensible hypertext markup language XHTML | Web platform development software |  |
+| Springshare LibGuides | Web platform development software |  |