feat: cartographer skill package v0.1.0

2026-08-14 17:02:32 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — cartographer
+
+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 — cartographer
+    "ESCO (occupation & competences)" : 50
+    "O*NET (tasks & tools)" : 182
+    "Job boards (market evidence)" : 93
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 159
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 50 | 10.2 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 182 | 37.2 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 93 | 19.0 % | 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) | 159 | 32.5 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,61 @@
+---
+name: cartographer
+description: "Occupational skill for the role 'cartographer' (also: cartographic draftsperson, cartographic researcher, cartographic analyst, cartographic research scientist, map maker, cartographers). Use when the user asks for typical cartographer work such as: Produce data layers, maps, tables, or reports, using spatial analysis procedures or Geographic Information Systems (GIS) technology, equipment, or systems.; Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications.; Maintain or modify existing Geographic Information Systems (GIS) databases."
+---
+
+# Cartographer
+
+Cartographers create maps by combining various scientific informations depending of the purpose of the map (e.g. topographic, urban, or political maps). They combine the interpretation of mathematical notes and measurements with the aesthetics and visual depiction of the site for developing the maps. They may also work on developing and improving geographic information systems and may perform scientific research within cartography.
+
+## Core workflow
+
+1. Produce data layers, maps, tables, or reports, using spatial analysis procedures or Geographic Information Systems (GIS) technology, equipment, or systems.
+2. Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications.
+3. Maintain or modify existing Geographic Information Systems (GIS) databases.
+4. Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.
+5. Perform computer programming, data analysis, or software development for Geographic Information Systems (GIS) applications, including the maintenance of existing systems or research and development for future enhancements.
+6. Enter data into Geographic Information Systems (GIS) databases, using techniques such as coordinate geometry, keyboard entry of tabular data, manual digitizing of maps, scanning or automatic conversion to vectors, or conversion of other sources of digital data.
+7. Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.
+8. Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software.
+
+## 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)
+
+- apply digital mapping
+- cartography
+- collect mapping data
+- compile GIS-data
+- create GIS reports
+- create thematic maps
+- draft legends
+- empirical analysis
+- execute analytical mathematical calculations
+- geographic information systems
+- geography
+- geomatics
+- handle geospatial technologies
+- improve user-friendliness
+- mathematics
+
+## Hot technologies
+
+- SAS
+- The MathWorks MATLAB
+- Docker
+- GitHub
+- Kubernetes
+- Tableau
+- Autodesk AutoCAD
+- Bentley MicroStation
+- Atlassian JIRA
+- Microsoft SQL Server
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/ad8ab454-b506-46a5-afd3-66bbffd54115), O*NET 30.3 (15-1299.02). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,238 @@
+{
+  "name": "cartographer",
+  "title": "cartographer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/ad8ab454-b506-46a5-afd3-66bbffd54115",
+    "esco_code": "2165.2",
+    "isco_group": "2165",
+    "onet_soc": "15-1299.02",
+    "crosswalk_match": "closeMatch"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 29,
+    "dwas": 25,
+    "skills_essential": 17,
+    "skills_optional": 32,
+    "software": 127
+  },
+  "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
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 12
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 7
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 6
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 7
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 6
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "license": "MIT",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "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": 10
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 1
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "bitwize-music-studio/claude-ai-music-skills": {
+        "repo": "https://github.com/bitwize-music-studio/claude-ai-music-skills",
+        "commit": "96446de",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "open-gitagent/opengap": {
+        "repo": "https://github.com/open-gitagent/opengap",
+        "commit": "d7a8e2e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Gabberflast/academic-pptx-skill": {
+        "repo": "https://github.com/Gabberflast/academic-pptx-skill",
+        "commit": "9f2b703",
+        "license": "MIT",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "glacierphonk/naming": {
+        "repo": "https://github.com/glacierphonk/naming",
+        "commit": "e7af8a5",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rohitg00/pro-workflow": {
+        "repo": "https://github.com/rohitg00/pro-workflow",
+        "commit": "5c313e2",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "staruhub/ClaudeSkills": {
+        "repo": "https://github.com/staruhub/ClaudeSkills",
+        "commit": "3d4045d",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rohitg00/skillkit": {
+        "repo": "https://github.com/rohitg00/skillkit",
+        "commit": "d2e5c34",
+        "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
+      },
+      "evo-hq/evo": {
+        "repo": "https://github.com/evo-hq/evo",
+        "commit": "f5e7e9b",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "mikeyobrien/ralph-orchestrator": {
+        "repo": "https://github.com/mikeyobrien/ralph-orchestrator",
+        "commit": "407cb96",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 50,
+      "onet": 182,
+      "jobads": 93,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 159,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 10.2,
+      "onet": 37.2,
+      "jobads": 19.0,
+      "wiki_ai": 0.0,
+      "anthropic": 1.0,
+      "ai_skills": 32.5,
+      "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 +1,322 @@
+# External AI agent skills — cartographer
+
+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: 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) |
+| `bluesky-data-collection` | core | Bluesky experimental orchestration skill for scan automation, data collection, and metadata management | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/physics/skills/bluesky-data-collection) |
+| `git-integration` | core | Git commit patterns, formats, and conventions for GSD methodology. Provides atomic commits per task, structured commit messages, planning file commits, branch management, and milestone tag operations. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/git-integration) |
+| `mlflow-experiment-tracker` | core | MLflow integration skill for experiment tracking, model registry, and artifact management. Enables LLMs to log experiments, compare runs, manage model lifecycle, and retrieve artifacts through the MLflow API. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/mlflow-experiment-tracker) |
+| `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) |
+| `embedded-docs` | core | Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/embedded-docs) |
+| `growing-outside-in-systems` | core | Drive feature development using Outside-In TDD with Hexagonal Architecture. Design emerges through inline code, in-memory fakes, interface extraction, and deferred I/O. Use when building features, writing tests, or structuring backend … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/backend-development/skills/growing-outside-in-systems) |
+| `nvenc-nvdec` | core | NVIDIA hardware video encoding/decoding integration. Configure NVENC encoding parameters, set up NVDEC decoding pipelines, handle codec configurations, integrate with CUDA for pre/post processing, and manage video memory surfaces. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/nvenc-nvdec) |
+| `autonomous-research-engineering` | core | Autonomous research engineering — web search orchestration, source synthesis, hypothesis formation, and structured research report generation. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ai-agents-conversational/skills/autonomous-research-engineering) |
+| `product-analytics` | core | Deep integration with product analytics platforms for metrics, funnels, retention, and experimentation. Query Amplitude/Mixpanel/Heap data, generate retention curves, calculate conversion metrics, and build dashboard configurations. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/product-analytics) |
+
+## 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 |
+|---|---|---|---|
+| `deep-research` | core | Multi-source deep research using firecrawl and exa MCPs. Searches the web, synthesizes findings, and delivers cited reports with source attribution. Use when the user wants thorough research on any topic with evidence and citations. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/deep-research) |
+
+## 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: bitwize-music-studio/claude-ai-music-skills
+
+- Repository: [https://github.com/bitwize-music-studio/claude-ai-music-skills](https://github.com/bitwize-music-studio/claude-ai-music-skills) (commit `96446de`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `researchers-verifier` | core | Performs quality control, citation validation, and fact-checking before human review. Use after research is complete to verify all sources and claims before production. | [source](https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/96446de/skills/researchers-verifier) |
+
+## 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 |
+|---|---|---|---|
+| `academic-baseline` | core | Use when working on any empirical academic research context — paper writing, data analysis, literature review, or any task involving citations, results, or publication artifacts. Establishes non-negotiable principles that govern all other … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/60-regisely-superpapers/skills/academic-baseline) |
+| `code-review-excellence` | core | This skill should be used when the user asks to review a diff or pull request, write review comments, audit code quality, establish review standards, or improve how a team performs code review. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/code-review-excellence) |
+| `deep-research-skills` | core | 13 deep research & systematic reviews skills. Trigger: systematic reviews, multi-source synthesis, comprehensive literature surveys. Design: multi-step research protocols with quality assessment and evidence grading. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/deep-research) |
+| `f5` | core | Humanization Quality Verifier - Ensures transformation integrity and quality Validates that humanization preserves meaning, citations, and academic standards Use when: after G6 transformation, before final export, for quality assurance … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/f5) |
+| `g2` | core | Publication Specialist - Writing, Review, Pre-registration & Quality Assurance Light VS applied: Avoids template-based writing + audience-specific message design Absorbed G3 (Peer Review Strategist), G4 (Pre-registration Composer), F1-F3 … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/g2) |
+| `latex-document` | core | Universal LaTeX document skill: create, compile, and convert any document to professional PDF with PNG previews. Supports resumes, reports, cover letters, invoices, academic papers, theses/dissertations, academic CVs, presentations … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/08-ndpvt-web-latex-document-skill) |
+| `typst-paper` | core | Typst academic paper assistant for existing `.typ` paper projects in English or Chinese. Use this skill whenever the user wants to compile, audit, or improve a Typst paper, including format checks, bibliography validation for BibTeX or … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/35-bahayonghang-academic-writing-skills/skills/typst-paper) |
+| `core-api-guide` | core | Search and retrieve open access research papers via CORE aggregator | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/literature/fulltext/core-api-guide) |
+| `in-depth-research-guide` | core | Structured methodology for conducting exhaustive multi-source investigations | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/deep-research/in-depth-research-guide) |
+| `jabref-reference-guide` | core | Guide to JabRef open-source BibTeX and BibLaTeX reference manager | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/writing/citation/jabref-reference-guide) |
+
+## 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 |
+|---|---|---|---|
+| `geopandas` | core | Python library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for spatial analysis, geometric operations, coordinate transformations, spatial joins, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/geopandas) |
+| `citation-management` | core | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/citation-management) |
+| `omero-integration` | core | Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/omero-integration) |
+| `benchling-integration` | core | Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/benchling-integration) |
+| `opentrons-integration` | core | Lab automation platform for Flex/OT-2 robots. Write Protocol API v2 protocols, liquid handling, hardware modules (heater-shaker, thermocycler), labware management, for automated pipetting workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/opentrons-integration) |
+| `pubmed-database` | core | Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pubmed-database) |
+| `protocolsio-integration` | core | Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/protocolsio-integration) |
+| `pufferlib` | core | This skill should be used when working with reinforcement learning tasks including high-performance RL training, custom environment development, vectorized parallel simulation, multi-agent systems, or integration with existing RL … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pufferlib) |
+| `dnanexus-integration` | core | DNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run workflows, FASTQ/BAM/VCF, for genomics pipeline development and execution. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/dnanexus-integration) |
+| `lamindb` | core | This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow cytometry, etc.), … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/lamindb) |
+| `openalex-database` | core | Query and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research trends, finding works by authors or institutions, tracking citations, discovering open … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/openalex-database) |
+| `labarchive-integration` | core | Electronic lab notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap, for programmatic ELN workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/labarchive-integration) |
+
+## Source: evo-hq/evo
+
+- Repository: [https://github.com/evo-hq/evo](https://github.com/evo-hq/evo) (commit `f5e7e9b`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `optimize` | core | Drive structured autoresearch iteration after evo:discover and the baseline commit. Use when the user invokes /evo:optimize or asks to try ideas, try variants, run experiments, use available GPUs, improve the current best/frontier, … | [source](https://github.com/evo-hq/evo/tree/f5e7e9b/plugins/evo/npm/skills/optimize) |
+
+## 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 |
+|---|---|---|---|
+| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/geomaster) |
+| `citation-management` | core | Comprehensive citation management for academic research. Resolve bibliographic identifiers, extract accurate metadata, validate citations, deduplicate references, and generate properly formatted BibTeX entries. This skill should be used … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/citation-management) |
+| `pubmed-database` | core | Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pubmed-database) |
+| `scientific-brainstorming` | core | Open-ended scientific ideation partner. Use for research gaps, mechanism exploration, interdisciplinary connections, assumptions, possible research directions, and lightweight literature matrix or A+B paper-combination idea mapping. For … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-brainstorming) |
+| `slides-as-code` | core | Build research slides with text-first source (Slidev/Marp/Reveal/Quarto) and reproducible export (PDF). Includes structure, figure reuse rules, and quality checklist for top-tier scientific presentations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/slides-as-code) |
+| `openalex-database` | core | Query and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research trends, finding works by authors or institutions, tracking citations, discovering open … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/openalex-database) |
+
+## Source: Gabberflast/academic-pptx-skill
+
+- Repository: [https://github.com/Gabberflast/academic-pptx-skill](https://github.com/Gabberflast/academic-pptx-skill) (commit `9f2b703`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `academic-pptx` | core | Use this skill whenever the user wants to create or improve a presentation for an academic context — conference papers, seminar talks, thesis defenses, grant briefings, lab meetings, invited lectures, or any presentation where the audience … | [source](https://github.com/Gabberflast/academic-pptx-skill/tree/9f2b703) |
+
+## 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: glacierphonk/naming
+
+- Repository: [https://github.com/glacierphonk/naming](https://github.com/glacierphonk/naming) (commit `e7af8a5`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `naming` | core | Name products, SaaS, brands, open source projects, bots, and apps. Use when the user needs to name something, find a brand name, or pick a product name. Metaphor-driven process that produces memorable, meaningful names and avoids AI slop. | [source](https://github.com/glacierphonk/naming/tree/e7af8a5) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `assemblyai-core-workflow-a` | core | Execute AssemblyAI primary workflow: async transcription with audio intelligence. Use when transcribing audio/video files, enabling speaker diarization, sentiment analysis, entity detection, PII redaction, or content moderation. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/assemblyai-pack/skills/assemblyai-core-workflow-a) |
+| `exa-data-handling` | core | Implement Exa search result processing, content extraction, caching, and RAG context management. Use when handling search results, implementing caching, building citation pipelines, or managing content payloads for LLM context windows. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/exa-pack/skills/exa-data-handling) |
+| `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) |
+| `twinmind-reference-architecture` | core | Production architecture for meeting AI systems using TwinMind: transcription pipeline, memory vault, action item workflow, and calendar integration. Use when implementing reference architecture, or managing TwinMind meeting AI operations. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-reference-architecture) |
+| `perplexity-hello-world` | core | Create a minimal working Perplexity Sonar search example with citations. Use when starting a new Perplexity integration, testing your setup, or learning basic search-with-citations patterns. Trigger with phrases like "perplexity hello … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/perplexity-pack/skills/perplexity-hello-world) |
+
+## Source: K-Dense-AI/claude-scientific-skills
+
+- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/geomaster) |
+| `citation-management` | core | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/citation-management) |
+| `hypogenic` | core | Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g., deception detection, content analysis). Combines literature insights … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/hypogenic) |
+| `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) |
+| `protocolsio-integration` | core | Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/protocolsio-integration) |
+| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-brainstorming) |
+| `dask` | core | Distributed computing for larger-than-RAM pandas/NumPy workflows. Use when you need to scale existing pandas/NumPy code beyond memory or across clusters. Best for parallel file processing, distributed ML, integration with existing pandas … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/dask) |
+
+## 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 |
+|---|---|---|---|
+| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/geomaster) |
+| `citation-management` | core | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/citation-management) |
+| `hypogenic` | core | Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g., deception detection, content analysis). Combines literature insights … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/hypogenic) |
+| `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) |
+| `protocolsio-integration` | core | Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/protocolsio-integration) |
+| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-brainstorming) |
+| `dask` | core | Distributed computing for larger-than-RAM pandas/NumPy workflows. Use when you need to scale existing pandas/NumPy code beyond memory or across clusters. Best for parallel file processing, distributed ML, integration with existing pandas … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/dask) |
+
+## 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 |
+|---|---|---|---|
+| `azure-mgmt-weightsandbiases-dotnet` | core | Azure Weights & Biases SDK for .NET. ML experiment tracking and model management via Azure Marketplace. Use for creating W&B instances, managing SSO, marketplace integration, and ML observability. Triggers: "Weights and Biases", "W&B", … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-dotnet/skills/azure-mgmt-weightsandbiases-dotnet) |
+
+## Source: mikeyobrien/ralph-orchestrator
+
+- Repository: [https://github.com/mikeyobrien/ralph-orchestrator](https://github.com/mikeyobrien/ralph-orchestrator) (commit `407cb96`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ralph-docs` | core | Introspect, explain, and improve Ralph Orchestrator using its published llms.txt doc map. Use this skill whenever the user asks questions about Ralph's behavior, wants to understand how a Ralph internal works (event loop, hats, memories, … | [source](https://github.com/mikeyobrien/ralph-orchestrator/tree/407cb96/skills/ralph-docs) |
+
+## 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: 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-jtbd-analysis` | core | JTBD methodology for extracting real jobs behind feature requests — job statements, abstraction layers, first-principles extraction, ODI outcome statements, and opportunity scoring | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-jtbd-analysis) |
+
+## Source: open-gitagent/opengap
+
+- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `research` | core | Researches a topic by breaking it into subtopics, gathering factual information with reasoning, and producing a structured summary with key findings and open questions. Use when the user asks to research, investigate, look up, summarize a … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/lyzr-agent/skills/research) |
+
+## 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 |
+|---|---|---|---|
+| `experiment-tracking-swanlab` | core | Provides guidance for experiment tracking with SwanLab. Use when you need open-source run tracking, local or self-hosted dashboards, and lightweight media logging for ML workflows. | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/13-mlops/swanlab) |
+
+## Source: rohitg00/pro-workflow
+
+- Repository: [https://github.com/rohitg00/pro-workflow](https://github.com/rohitg00/pro-workflow) (commit `5c313e2`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `wiki-research-loop` | core | Auto-grow a pro-workflow wiki by running a budget-capped BFS research loop over pluggable source fetchers (web, arXiv, GitHub). Each iteration pops a seed from the queue, fetches sources, drafts a wiki page, dedupes claims against existing … | [source](https://github.com/rohitg00/pro-workflow/tree/5c313e2/skills/wiki-research-loop) |
+
+## Source: rohitg00/skillkit
+
+- Repository: [https://github.com/rohitg00/skillkit](https://github.com/rohitg00/skillkit) (commit `d2e5c34`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `parallel-investigation` | core | Coordinates parallel investigation threads to simultaneously explore multiple hypotheses or root causes across different system areas. Use when debugging production incidents, slow API performance, multi-system integration failures, or … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/collaboration/parallel-investigation) |
+
+## Source: ruvnet/claude-code-flow
+
+- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) |
+
+## Source: ruvnet/ruflo
+
+- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) |
+
+## Source: staruhub/ClaudeSkills
+
+- Repository: [https://github.com/staruhub/ClaudeSkills](https://github.com/staruhub/ClaudeSkills) (commit `3d4045d`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Use this skill when the user wants an evidence-based research memo, literature review, market/policy/technical landscape, or a multi-source decision brief with citations, trade-offs, and a clear conclusion. Best for tasks that need … | [source](https://github.com/staruhub/ClaudeSkills/tree/3d4045d/skills/Geek-skills-deep-research) |
+
+## Source: zechenzhangAGI/AI-research-SKILLs
+
+- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `experiment-tracking-swanlab` | core | Provides guidance for experiment tracking with SwanLab. Use when you need open-source run tracking, local or self-hosted dashboards, and lightweight media logging for ML workflows. | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/13-mlops/swanlab) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,83 @@
+# Market evidence report — cartographer
+
+Source: **14 real job ads** (JSearch API, countries: us 14), extracted into the MSSQL evidence store; as of 2026-07-10.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 10 | 71 % |
+| junior | 2 | 14 % |
+| n/a | 1 | 7 % |
+| senior | 1 | 7 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | arcsde | 6 | 43 % |
+| 2 | ArcGIS | 5 | 36 % |
+| 3 | ArcGIS Pro | 3 | 21 % |
+| 4 | Avenza MAPublisher | 3 | 21 % |
+| 5 | oracle spatial | 3 | 21 % |
+| 6 | remoteview | 3 | 21 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | cartography | 4 | 29 % |
+| 2 | digital cartography | 4 | 29 % |
+| 3 | feature extraction | 4 | 29 % |
+| 4 | geospatial analysis | 4 | 29 % |
+| 5 | data integration | 3 | 21 % |
+| 6 | qa/qc | 3 | 21 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Regional breakdown
+
+> **Corpus note:** 14 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+**Insufficient evidence** — 14 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### EU/DACH (de, at, ch, nl)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Cartographer | 2 |
+| Cartographer - TS/SCI CI POLY | 1 |
+| Cartographer (Hiring Event) | 1 |
+| Cartographer- Quantico, VA | 1 |
+| Cartographer- Quantico, VA Jobs | 1 |
+| Cartographer, Senior | 1 |
+| Cartographic Analyst (Night Shift) | 1 |
+| GIS Analyst/Cartographer | 1 |
+| GIS Analyst/Cartographer | 1 |
+| Junior-Level Cartographer | 1 |
+| Junior-Level Cartographic Analyst- Second Shift | 1 |
+| Mid-Level Cartographer | 1 |
+| Mid-Level Cartographer - TS/SCI | 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 +1,27 @@
+# Occupation profile — cartographer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/ad8ab454-b506-46a5-afd3-66bbffd54115
+- **ESCO code:** 2165.2
+- **ISCO-08 group:** 2165 — Cartographers and surveyors
+- **O*NET-SOC:** 15-1299.02 — Geographic Information Systems Technologists and Technicians (match: closeMatch)
+
+## Description (ESCO)
+
+Cartographers create maps by combining various scientific informations depending of the purpose of the map (e.g. topographic, urban, or political maps). They combine the interpretation of mathematical notes and measurements with the aesthetics and visual depiction of the site for developing the maps. They may also work on developing and improving geographic information systems and may perform scientific research within cartography.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- cartographic draftsperson
+- cartographic researcher
+- cartographic analyst
+- cartographic research scientist
+- map maker
+- cartographers
+- cartographic science researcher
+- cartographic drafter
+- cartographic research analyst
+- cartographic scientist
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,113 @@
+# Competences — cartographer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/ad8ab454-b506-46a5-afd3-66bbffd54115).
+
+## Essential
+
+- **apply digital mapping** (skill/competence)
+- **cartography** (knowledge)
+- **collect mapping data** (skill/competence)
+- **compile GIS-data** (skill/competence)
+- **create GIS reports** (skill/competence)
+- **create thematic maps** (skill/competence)
+- **draft legends** (skill/competence)
+- **empirical analysis** (knowledge)
+- **execute analytical mathematical calculations** (skill/competence)
+- **geographic information systems** (knowledge)
+- **geography** (knowledge)
+- **geomatics** (knowledge)
+- **handle geospatial technologies** (skill/competence)
+- **improve user-friendliness** (skill/competence)
+- **mathematics** (knowledge)
+- **topography** (knowledge)
+- **use geographic information systems** (skill/competence)
+
+## Optional
+
+- apply desktop publishing techniques (skill/competence)
+- archive scientific documentation (skill/competence)
+- assist scientific research (skill/competence)
+- collect data using GPS (skill/competence)
+- conduct field work (skill/competence)
+- conduct quantitative research (skill/competence)
+- conduct scholarly research (skill/competence)
+- design customised maps (skill/competence)
+- design graphics (skill/competence)
+- desktop publishing (knowledge)
+- geodesy (knowledge)
+- geology (knowledge)
+- ICT system programming (knowledge)
+- identify customer's needs (skill/competence)
+- legal research (knowledge)
+- operate scientific measuring equipment (skill/competence)
+- perform scientific research (skill/competence)
+- perform surveying calculations (skill/competence)
+- photogrammetry (knowledge)
+- process collected survey data (skill/competence)
+- remote sensing techniques (knowledge)
+- report analysis results (skill/competence)
+- scientific research methodology (knowledge)
+- solve location and navigation problems by using GPS tools (skill/competence)
+- study aerial photos (skill/competence)
+- surveying (knowledge)
+- surveying methods (knowledge)
+- use CAD software (skill/competence)
+- use digital illustration techniques (skill/competence)
+- use software for data preservation (skill/competence)
+- use spreadsheets software (skill/competence)
+- use traditional illustration techniques (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 14 ads, as of 2026-07-10)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- cartography — **29 %**
+- digital cartography — **29 %**
+- feature extraction — **29 %**
+- geospatial analysis — **29 %**
+- data integration — **21 %**
+- qa/qc — **21 %**
+- photogrammetry — **14 %**
+- raster dataset acquisition — **14 %**
+- remote sensing — **14 %**
+- report preparation — **14 %**
+- metadata management — **14 %**
+- geographic data analysis — **14 %**
+- geometric alignment — **14 %**
+- spatial analysis — **14 %**
+- vector dataset acquisition — **14 %**
+- data quality assurance — **14 %**
+- geospatial data creation — **14 %**
+- geospatial data modification — **14 %**
+- geospatial database management — **14 %**
+- imagery analysis — **14 %**
+- intelligence analysis — **14 %**
+- data content management — **14 %**
+- cartographic product production — **14 %**
+- briefing creation — **14 %**
+- cartographic finishing — **14 %**
+- attribute management — **14 %**
+
+### Methods
+
+- boundary recovery processes — **14 %**
+- data editing methodologies — **14 %**
+- data mining — **14 %**
+- open source research — **14 %**
+- quality assurance / quality control (QA/QC) — **14 %**
+
+### Responsibilities
+
+- report preparation — **14 %**
+- web service administration — **14 %**
+- intelligence dissemination — **14 %**
+- feature extraction — **14 %**
+- data deficiency identification — **14 %**
+- cartographic finishing — **14 %**
+- briefing creation — **14 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,63 @@
+# Tasks & work activities — cartographer
+
+Source: O*NET 30.3, occupation 15-1299.02 (Geographic Information Systems Technologists and Technicians).
+
+## Task statements
+
+- **[Core]** Produce data layers, maps, tables, or reports, using spatial analysis procedures or Geographic Information Systems (GIS) technology, equipment, or systems.
+- **[Core]** Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications.
+- **[Core]** Maintain or modify existing Geographic Information Systems (GIS) databases.
+- **[Core]** Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.
+- **[Core]** Perform computer programming, data analysis, or software development for Geographic Information Systems (GIS) applications, including the maintenance of existing systems or research and development for future enhancements.
+- **[Core]** Enter data into Geographic Information Systems (GIS) databases, using techniques such as coordinate geometry, keyboard entry of tabular data, manual digitizing of maps, scanning or automatic conversion to vectors, or conversion of other sources of digital data.
+- **[Core]** Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.
+- **[Core]** Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software.
+- **[Core]** Design or coordinate the development of integrated Geographic Information Systems (GIS) spatial or non-spatial databases.
+- **[Core]** Perform integrated or computerized Geographic Information Systems (GIS) analyses to address scientific problems.
+- **[Core]** Select cartographic elements needed for effective presentation of information.
+- **[Core]** Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications.
+- **[Core]** Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.
+- **[Core]** Interpret aerial or ortho photographs.
+- **[Core]** Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems.
+- **[Core]** Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.
+- **[Core]** Create, analyze, report, convert, or transfer data, using specialized applications program software.
+- **[Core]** Confer with users to analyze, configure, or troubleshoot applications.
+- **[Core]** Design, program, or model Geographic Information Systems (GIS) applications or procedures.
+- **[Core]** Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information.
+- **[Core]** Make recommendations regarding upgrades, considering implications of new or revised Geographic Information Systems (GIS) software, equipment, or applications.
+- **[Core]** Assist users in formulating Geographic Information Systems (GIS) requirements or understanding the implications of alternatives.
+- **[Core]** Create visual representations of geospatial data, using complex procedures such as analytical modeling, three-dimensional renderings, or plot creation.
+- **[Core]** Transfer or rescale information from original photographs onto maps or other photographs.
+- **[Core]** Prepare training materials for, or make presentations to, Geographic Information Systems (GIS) users.
+- **[Supplemental]** Apply three-dimensional (3D) or four-dimensional (4D) technologies to geospatial data to allow for new or different analyses or applications.
+- **[nan]** Conduct research, data analysis, systems design, or support for software such as Geographic Information Systems (GIS) or Global Positioning Systems (GPS) mapping software.
+- **[nan]** Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in Geographic Information Systems (GIS) technology, equipment, or systems.
+- **[nan]** Recommend procedures, equipment, or software upgrades to increase data accessibility or ease of use.
+
+## Detailed work activities
+
+- Analyze data to identify trends or relationships among variables.
+- Analyze Geographic Information Systems (GIS) data for use in green applications.
+- Collaborate with others to determine design specifications or details.
+- Collaborate with others to resolve information technology issues.
+- Conduct research to gain information about products or processes.
+- Coordinate project activities with other personnel or departments.
+- Create databases to store electronic data.
+- Design computer modeling or simulation programs.
+- Design integrated computer systems.
+- Design software applications.
+- Develop models of information or communications systems.
+- Develop scientific or mathematical models.
+- Document technical specifications or requirements.
+- Evaluate data quality.
+- Prepare analytical reports.
+- Prepare data for analysis.
+- Prepare graphics or other visual representations of information.
+- Provide technical support for software maintenance or use.
+- Recommend changes to improve computer or information systems.
+- Test software performance.
+- Train others in computer interface or software use.
+- Troubleshoot issues with computer applications or systems.
+- Update computer database information.
+- Update knowledge about emerging industry or technology trends.
+- Write computer programming code.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,164 @@
+# Tools & technology — cartographer
+
+Source: O*NET 30.3 'Software Skills' for 15-1299.02.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| SAS | Analytical or scientific software | yes |
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Docker | Application server software | yes |
+| GitHub | Application server software | yes |
+| Kubernetes | Application server software | yes |
+| Tableau | Business intelligence and data analysis software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| Atlassian JIRA | Content workflow software | yes |
+| Microsoft SQL Server | Data base management system software | yes |
+| Oracle PL/SQL | Data base management system software | yes |
+| Teradata Database | Data base management system software | yes |
+| Amazon Web Services AWS software | Data base user interface and query software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| ServiceNow | Data base user interface and query software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| Transact-SQL | Data base user interface and query software | yes |
+| C | Development environment software | yes |
+| Go | Development environment software | yes |
+| Microsoft .NET Framework | Development environment software | yes |
+| Microsoft Azure software | Development environment software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Visual Basic for Applications VBA | Development environment software | yes |
+| Microsoft Visual Studio | Development environment 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 |
+| Jenkins CI | Enterprise application integration software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Git | File versioning software | yes |
+| ESRI ArcGIS software | Geographic information system | 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 |
+| C# | Object or component oriented development software | yes |
+| C++ | Object or component oriented development software | yes |
+| jQuery | Object or component oriented development software | yes |
+| Oracle Java | Object or component oriented development software | yes |
+| Perl | Object or component oriented development software | yes |
+| Python | Object or component oriented development software | yes |
+| R | Object or component oriented development software | yes |
+| TypeScript | Object or component oriented development software | yes |
+| PostgreSQL | Object oriented data base management software | yes |
+| Google Workspace software | Office suite software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Apple iOS | Operating system software | yes |
+| Linux | Operating system software | yes |
+| Shell script | Operating system software | yes |
+| UNIX | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Adobe After Effects | Video creation and editing software | yes |
+| Bootstrap | Web platform development software | yes |
+| Cascading style sheets CSS | Web platform development software | yes |
+| Google Angular | Web platform development software | yes |
+| Hypertext markup language HTML | Web platform development software | yes |
+| JavaScript | Web platform development software | yes |
+| JavaScript Object Notation JSON | Web platform development software | yes |
+| Microsoft ASP.NET | Web platform development software | yes |
+| Node.js | Web platform development software | yes |
+| PHP | Web platform development software | yes |
+| React | Web platform development software | yes |
+| Microsoft Word | Word processing software | yes |
+| Agronomic modeling software | Analytical or scientific software |  |
+| Coordinate geometry COGO software | Analytical or scientific software |  |
+| ESRI ArcGIS ArcPy | Analytical or scientific software |  |
+| ESRI ArcGIS Survey 123 | Analytical or scientific software |  |
+| Hydrological modeling software | Analytical or scientific software |  |
+| Landmark Graphics GeoGraphix | Analytical or scientific software |  |
+| IBM WebSphere | Cloud-based management software |  |
+| Autodesk Land Desktop | Computer aided design CAD software |  |
+| Computer aided design and drafting software CADD | Computer aided design CAD software |  |
+| Relational database management software | Data base management system software |  |
+| Relational database management system RDMS | Data base management system software |  |
+| SAP BusinessObjects Crystal Reports | Data base reporting software |  |
+| ADO.NET | Data base user interface and query software |  |
+| Autodesk Topobase | Data base user interface and query software |  |
+| dBASE | Data base user interface and query software |  |
+| National Land Cover Database NLCD | Data base user interface and query software |  |
+| Soil Survey Geographic SSURGO | Data base user interface and query software |  |
+| State Soil Geographic STATSGO Database | Data base user interface and query software |  |
+| Adobe ActionScript | Development environment software |  |
+| ArcGIS Web AppBuilder | Development environment software |  |
+| Formula translation/translator FORTRAN | Development environment software |  |
+| List processing language LISP | Development environment software |  |
+| Microsoft Azure DevOps Services | Development environment software |  |
+| Microsoft Visual Basic Scripting Edition VBScript | Development environment software |  |
+| Software development tools | Development environment software |  |
+| Software libraries | Development environment software |  |
+| Web application software | Development environment software |  |
+| Microsoft SharePoint Server | Document management software |  |
+| Email software | Electronic mail software |  |
+| Enterprise application integration EAI software | Enterprise application integration software |  |
+| Management information systems MIS | Enterprise resource planning ERP software |  |
+| Microsoft Dynamics | Enterprise resource planning ERP software |  |
+| ESRI ArcEditor | Geographic information system |  |
+| ESRI ArcGIS Geostatistical Analyst | Geographic information system |  |
+| ESRI ArcGIS Spatial Analyst | Geographic information system |  |
+| ESRI ArcIMS | Geographic information system |  |
+| ESRI ArcInfo | Geographic information system |  |
+| ESRI ArcPad | Geographic information system |  |
+| ESRI ArcSDE | Geographic information system |  |
+| ESRI ArcView | Geographic information system |  |
+| Geographic information system GIS software | Geographic information system |  |
+| Geographic information system GIS systems | Geographic information system |  |
+| Google Earth Pro | Geographic information system |  |
+| QGIS | Geographic information system |  |
+| Web browser software | Internet browser software |  |
+| CDA International Manifold System | Map creation software |  |
+| ITT Visual Information Solutions ENVI | Map creation software |  |
+| Leica Geosystems ERDAS IMAGINE | Map creation software |  |
+| RockWare ArcMap | Map creation software |  |
+| Trimble Pathfinder Office | Map creation software |  |
+| Global positioning system GPS software | Mobile location based services software |  |
+| Sun Microsystems Java | Object or component oriented development software |  |
+| Job control language JCL | Operating system software |  |
+| Unified modeling language UML | Requirements analysis and system architecture software |  |
+| Adobe Dreamweaver | Web page creation and editing software |  |
+| Autodesk MapGuide | Web platform development software |  |
+| Drupal | Web platform development software |  |
+| Ext JS | Web platform development software |  |
+| LAMP Stack | Web platform development software |  |
+| Oracle JavaServer Pages JSP | Web platform development software |  |
+| RESTful API | Web platform development software |  |
+| Microsoft OneNote | Word processing software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 14 ads, as of 2026-07-10)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- arcsde — **43 %**
+- ArcGIS — **36 %**
+- ArcGIS Pro — **21 %**
+- Avenza MAPublisher — **21 %**
+- remoteview — **21 %**
+- oracle spatial — **21 %**
+- Microsoft Excel — **14 %**
+- Microsoft Outlook — **14 %**
+- Microsoft PowerPoint — **14 %**
+- Microsoft Word — **14 %**
+- socet-set — **14 %**
+- PostgreSQL — **14 %**
+- arcgis data reviewer — **14 %**
+- Adobe Creative Cloud — **14 %**
+- Adobe Suite — **14 %**
+- fme — **14 %**
+- gait — **14 %**
+- ESRI ArcGIS — **14 %**
+- Esri ArcGIS Pro — **14 %**
+- esri extract — **14 %**
+
+<!-- market-evidence -->