feat: paper-mill-supervisor skill package v0.1.0

2026-08-14 18:00:50 +02:00
commit 5866c4d48e
9 changed files with 1229 additions and 0 deletions
--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — paper-mill-supervisor
+
+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 — paper-mill-supervisor
+    "ESCO (occupation & competences)" : 39
+    "O*NET (tasks & tools)" : 90
+    "Job boards (market evidence)" : 69
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 216
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 39 | 9.3 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 90 | 21.5 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 69 | 16.5 % | 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 | 1.2 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 216 | 51.6 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,53 @@
+---
+name: paper-mill-supervisor
+description: "Occupational skill for the role 'paper mill supervisor' (also: paper mill overseer, overseer at paper mill, paper mill manager, controller at paper mill, paper mill operations controller, paper mill senior manager). Use when the user asks for typical paper mill supervisor work such as: typical paper mill supervisor responsibilities"
+---
+
+# Paper Mill Supervisor
+
+Paper mill supervisors coordinate and monitor the operations at a paper mill during production of products such as corrugated board, cardboard boxes or padded envelopes. They ensure that production targets, such as quantity and quality of products, timeliness and cost-effectiveness can be achieved. They have a clear overview of ongoing processes, and take quick decisions to resolve problems.
+
+## Core workflow
+
+
+## How to use this skill
+
+- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
+- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
+- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
+- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
+- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
+
+## Key competences (essential)
+
+- analyse production processes for improvement
+- analyse the need for technical resources
+- communicate problems to senior colleagues
+- communicate production plan
+- coordinate communication within a team
+- ensure finished product meet requirements
+- follow production schedule
+- keep records of work progress
+- liaise with managers
+- manage resources
+- meet productivity targets
+- oversee production requirements
+- quality standards
+- report on production results
+- types of paper
+
+## Hot technologies
+
+- Apple Safari
+- Autodesk AutoCAD
+- Extensible markup language XML
+- Kronos Workforce Timekeeper
+- Microsoft Access
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Outlook
+- Microsoft PowerPoint
+- Microsoft Project
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/6ebe4e2e-7deb-4923-8b47-ca6fc03fa13a), O*NET 30.3 (51-1011.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,352 @@
+{
+  "name": "paper-mill-supervisor",
+  "title": "paper mill supervisor",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/6ebe4e2e-7deb-4923-8b47-ca6fc03fa13a",
+    "esco_code": "3122.4.12",
+    "isco_group": "3122",
+    "onet_soc": "51-1011.00",
+    "crosswalk_match": "manual nearest via ISCO 3122 (First-Line Supervisors of Production and Operating Workers)"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 0,
+    "dwas": 0,
+    "skills_essential": 17,
+    "skills_optional": 21,
+    "software": 0
+  },
+  "enrichment_ai_skills": {
+    "generated": "2026-07-14",
+    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
+    "sources": {
+      "anthropics/skills": {
+        "repo": "https://github.com/anthropics/skills",
+        "commit": "f6656c1",
+        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
+        "skills": 2
+      },
+      "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": 11
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 2
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 2
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 8
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "eduardo-sl/go-agent-skills": {
+        "repo": "https://github.com/eduardo-sl/go-agent-skills",
+        "commit": "3c45d7f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "SnailSploit/Claude-Red": {
+        "repo": "https://github.com/SnailSploit/Claude-Red",
+        "commit": "aeb41ec",
+        "license": "MIT",
+        "skills": 1
+      },
+      "0xwilliamortiz/claude-red": {
+        "repo": "https://github.com/0xwilliamortiz/claude-red",
+        "commit": "ad8436b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nicobailon/visual-explainer": {
+        "repo": "https://github.com/nicobailon/visual-explainer",
+        "commit": "528b71f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ahacker-1/cre-agent-skills": {
+        "repo": "https://github.com/ahacker-1/cre-agent-skills",
+        "commit": "618734e",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "rohitg00/skillkit": {
+        "repo": "https://github.com/rohitg00/skillkit",
+        "commit": "d2e5c34",
+        "license": "Apache-2.0",
+        "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
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 4
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "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
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 1
+      },
+      "hoangsonww/Claude-Code-Agent-Monitor": {
+        "repo": "https://github.com/hoangsonww/Claude-Code-Agent-Monitor",
+        "commit": "8f87ce1",
+        "license": "MIT",
+        "skills": 3
+      },
+      "staruhub/ClaudeSkills": {
+        "repo": "https://github.com/staruhub/ClaudeSkills",
+        "commit": "3d4045d",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Chachamaru127/claude-code-harness": {
+        "repo": "https://github.com/Chachamaru127/claude-code-harness",
+        "commit": "9851b1a",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 2
+      },
+      "AlpacaLabsLLC/skills-for-architects": {
+        "repo": "https://github.com/AlpacaLabsLLC/skills-for-architects",
+        "commit": "4476576",
+        "license": "MIT",
+        "skills": 1
+      },
+      "codeaholicguy/ai-devkit": {
+        "repo": "https://github.com/codeaholicguy/ai-devkit",
+        "commit": "c037861",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "jezweb/claude-skills": {
+        "repo": "https://github.com/jezweb/claude-skills",
+        "commit": "e875a6b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Frappucc1no/recall-loom": {
+        "repo": "https://github.com/Frappucc1no/recall-loom",
+        "commit": "8678cbb",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "Weizhena/Deep-Research-skills": {
+        "repo": "https://github.com/Weizhena/Deep-Research-skills",
+        "commit": "e5479f8",
+        "license": "MIT",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 2
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 3
+      },
+      "avifenesh/agentsys": {
+        "repo": "https://github.com/avifenesh/agentsys",
+        "commit": "8d569c4",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Devin-AXIS/iPolloWork": {
+        "repo": "https://github.com/Devin-AXIS/iPolloWork",
+        "commit": "5107542",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "stjbrown/agent-knowledge": {
+        "repo": "https://github.com/stjbrown/agent-knowledge",
+        "commit": "0d1a828",
+        "license": "MIT",
+        "skills": 1
+      },
+      "gotalab/cc-sdd": {
+        "repo": "https://github.com/gotalab/cc-sdd",
+        "commit": "29aee95",
+        "license": "MIT",
+        "skills": 1
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ilang-ai/autocode": {
+        "repo": "https://github.com/ilang-ai/autocode",
+        "commit": "7c220d9",
+        "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
+      },
+      "KKKKhazix/khazix-skills": {
+        "repo": "https://github.com/KKKKhazix/khazix-skills",
+        "commit": "fcba3ad",
+        "license": "MIT",
+        "skills": 1
+      },
+      "dongshuyan/compass-skills": {
+        "repo": "https://github.com/dongshuyan/compass-skills",
+        "commit": "47b0dab",
+        "license": "MIT",
+        "skills": 1
+      },
+      "awrshift/claude-memory-kit": {
+        "repo": "https://github.com/awrshift/claude-memory-kit",
+        "commit": "4039315",
+        "license": "MIT",
+        "skills": 1
+      },
+      "plasma-ai/fractal": {
+        "repo": "https://github.com/plasma-ai/fractal",
+        "commit": "73ce05a",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 2
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 3
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 2
+      },
+      "JasonColapietro/suede-creator-skills": {
+        "repo": "https://github.com/JasonColapietro/suede-creator-skills",
+        "commit": "0dc2aef",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "qdrant/skills": {
+        "repo": "https://github.com/qdrant/skills",
+        "commit": "2a06cb1",
+        "license": "Apache-2.0",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 63,
+      "adjacent": 17
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 39,
+      "onet": 90,
+      "jobads": 69,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 216,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 9.3,
+      "onet": 21.5,
+      "jobads": 16.5,
+      "wiki_ai": 0.0,
+      "anthropic": 1.2,
+      "ai_skills": 51.6,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,474 @@
+# External AI agent skills — paper-mill-supervisor
+
+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: 0xwilliamortiz/claude-red
+
+- Repository: [https://github.com/0xwilliamortiz/claude-red](https://github.com/0xwilliamortiz/claude-red) (commit `ad8436b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `offensive-reporting` | core | Penetration test and red team report writing methodology. Covers executive summary structuring (risk-led narrative for non-technical readers), technical finding format (title, severity, affected scope, narrative, reproduction steps, … | [source](https://github.com/0xwilliamortiz/claude-red/tree/ad8436b/Skills/utility/offensive-reporting) |
+
+## 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 |
+|---|---|---|---|
+| `context-engineering` | core | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) |
+| `opex-program-designer` | core | Operational Excellence program design skill with governance structure, methodology deployment, and capability building | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/opex-program-designer) |
+
+## Source: aaron-he-zhu/aaron-marketing-skills
+
+- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) |
+
+## Source: affaan-m/everything-claude-code
+
+- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ck` | core | Persistent per-project memory for Claude Code. Auto-loads project context on session start, tracks sessions with git activity, and writes to native memory. Commands run deterministic Node.js scripts — behavior is consistent across model … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/ck) |
+| `agentic-os` | adjacent | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) |
+
+## Source: ahacker-1/cre-agent-skills
+
+- Repository: [https://github.com/ahacker-1/cre-agent-skills](https://github.com/ahacker-1/cre-agent-skills) (commit `618734e`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cre-office` | core | CRE Office analysis suite - 8 specialist skills for U.S. office acquisitions, refinancings, lease-up, tenant credit, TI/LC underwriting, financing fit, and investment committee memo writing. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-office) |
+
+## Source: 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 |
+|---|---|---|---|
+| `contract-and-proposal-writer` | core | Generate professional, jurisdiction-aware business documents: freelance contracts, project proposals, SOWs, NDAs, and MSAs. Structured Markdown output with docx conversion instructions. Covers US (Delaware), EU (GDPR), UK, and DACH (German … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/business-growth/skills/contract-and-proposal-writer) |
+| `self-improving-agent` | core | Curate Claude Code's auto-memory into durable project knowledge. Analyze MEMORY.md for patterns, promote proven learnings to CLAUDE.md and .claude/rules/, extract recurring solutions into reusable skills. Use when: (1) reviewing what … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering-team/self-improving-agent/skills/self-improving-agent) |
+| `founder-coach` | adjacent | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) |
+
+## 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 |
+|---|---|---|---|
+| `meeting-minutes` | core | Turn a meeting transcript, notes, or conversation into collision-safe, source-linked minutes in meetings/YYYY-MM-DD-slug.md. Use for project meeting records, attendance, discussion, stated information, decisions, action candidates, and … | [source](https://github.com/AlpacaLabsLLC/skills-for-architects/tree/4476576/skills/meeting-minutes) |
+
+## Source: avifenesh/agentsys
+
+- Repository: [https://github.com/avifenesh/agentsys](https://github.com/avifenesh/agentsys) (commit `8d569c4`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `enhance-claude-memory` | core | Use when improving CLAUDE.md or AGENTS.md project memory files. | [source](https://github.com/avifenesh/agentsys/tree/8d569c4/.kiro/skills/enhance-claude-memory) |
+
+## Source: awrshift/claude-memory-kit
+
+- Repository: [https://github.com/awrshift/claude-memory-kit](https://github.com/awrshift/claude-memory-kit) (commit `4039315`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `tour` | core | Interactive walkthrough of the Memory Kit system using the user's actual project files | [source](https://github.com/awrshift/claude-memory-kit/tree/4039315/.claude/skills/tour) |
+
+## 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 |
+|---|---|---|---|
+| `bm-share` | core | Promote a note from your personal Basic Memory project to a shared team project, with attribution. Use when the user says "share this with the team", "publish this decision", or runs /basic-memory:bm-share. This is the deliberate way to … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/plugins/claude-code/skills/bm-share) |
+| `bm-setup` | core | Set up the Basic Memory plugin for this project — a short guided interview that configures the project mapping, seeds note schemas, learns or suggests placement conventions, and enables capture reflexes. Use when the user runs … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/plugins/claude-code/skills/bm-setup) |
+| `bm-status` | core | Show the Basic Memory plugin's current state for this project — active project, capture folders, output style, recent session checkpoints, and whether Basic Memory is reachable. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/plugins/claude-code/skills/bm-status) |
+| `memory-ci-capture` | core | Synthesize GitHub delivery context into a concise Basic Memory project update. Use in CI after `bm ci collect` prepares a ProjectUpdateContext; return only structured AgentSynthesis JSON for `bm ci publish`. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-ci-capture) |
+
+## Source: brycewang-stanford/Auto-Empirical-Research-Skills
+
+- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
+- License: CC-BY-4.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) |
+| `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) |
+| `paper-excellence` | core | Comprehensive multi-dimensional review of the sewage-house-prices project. Runs econometrics audit, code review, manuscript proofread, and bibliography validation in parallel. Computes a weighted aggregate score. This skill should be used … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/41-sticerd-eee-sewage-econometrics-check/skills/paper-excellence) |
+| `create-talk` | core | Generate Beamer presentations for the sewage-house-prices project by dispatching the Storyteller agent (creator) and Discussant agent (critic). Supports 4 formats — job market, seminar, short, lightning. Derives all content from the paper. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/41-sticerd-eee-sewage-econometrics-check/skills/create-talk) |
+| `identify` | core | Design or review identification strategy for the sewage-house-prices project. Produces strategy memos with estimand, assumptions, pseudo-code, robustness plan, falsification tests, and referee objection anticipation. This skill should be … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/41-sticerd-eee-sewage-econometrics-check/skills/identify) |
+| `obsidian-project-memory` | core | This skill should be used when the user asks to maintain an Obsidian knowledge base for a research project, import an existing research repository into Obsidian, keep project memory or daily notes synchronized, summarize project context … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/obsidian-project-memory) |
+| `results-report` | core | This skill should be used when the user asks to "write an experiment report", "summarize experimental results", "do experiment retrospection", "write a results report", "写实验总结报告", "写实验复盘", or mentions turning completed experiment artifacts … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/results-report) |
+| `new-slide-deck` | core | Creates a Quarto revealjs slide deck in slides/ with the project style guide. Use when a presentation is needed. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/29-quarcs-lab-project20XXy/dot-claude/skills/new-slide-deck) |
+
+## Source: Chachamaru127/claude-code-harness
+
+- Repository: [https://github.com/Chachamaru127/claude-code-harness](https://github.com/Chachamaru127/claude-code-harness) (commit `9851b1a`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `harness-plan-brief` | core | Generate a Plan Brief HTML for non-engineer vibecoders before implementation starts. Searches harness-mem (project-only) for relevant past decisions, patterns, and Plans archive entries, then renders a single-file HTML artifact summarizing … | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-plan-brief) |
+| `harness-setup` | core | HAR: Project init, tool setup, agent config, memory setup, skill mirror sync. Trigger: setup, init, new project, CI/Codex setup, harness-mem, mirror. Do NOT load for: implementation, review, release, planning. | [source](https://github.com/Chachamaru127/claude-code-harness/tree/9851b1a/codex/.codex/skills/harness-setup) |
+
+## Source: codeaholicguy/ai-devkit
+
+- Repository: [https://github.com/codeaholicguy/ai-devkit](https://github.com/codeaholicguy/ai-devkit) (commit `c037861`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory` | core | AI DevKit · Use the memory CLI as a durable knowledge layer. Search before non-trivial work, store verified reusable knowledge, update stale entries, and avoid saving transcripts, secrets, or one-off task progress. | [source](https://github.com/codeaholicguy/ai-devkit/tree/c037861/skills/memory) |
+
+## 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 |
+|---|---|---|---|
+| `brief` | core | Session-start briefing from Origin. Reads the project status file (the /handoff-maintained ledger of Active/Backlog work), then loads identity, preferences, and topic-relevant memories so the agent walks in with context. Surfaces any … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/origin/skills/brief) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `serving-llms-vllm` | adjacent | Serves LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference latency/throughput, or serving models with limited GPU memory. Supports OpenAI-compatible … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/inference-serving-vllm) |
+| `crewai-multi-agent` | adjacent | Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agents-crewai) |
+| `it-operations` | adjacent | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) |
+
+## Source: Devin-AXIS/iPolloWork
+
+- Repository: [https://github.com/Devin-AXIS/iPolloWork](https://github.com/Devin-AXIS/iPolloWork) (commit `5107542`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ipollowork-presentations` | core | Create, revise, and verify slide presentations in an active iPolloWork Design session without replacing the selected template or writing outside the session project. | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/design-agent/.opencode/skills/ipollowork-presentations) |
+
+## Source: dongshuyan/compass-skills
+
+- Repository: [https://github.com/dongshuyan/compass-skills](https://github.com/dongshuyan/compass-skills) (commit `47b0dab`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `task-forest` | core | Maintains a repo-local task forest or task DAG for the current workspace. Use when the user asks to initialize, update, close a session, summarize evolving project tasks, decide whether a new request is a global task or subtask, track task … | [source](https://github.com/dongshuyan/compass-skills/tree/47b0dab/skills/task-forest) |
+
+## Source: eduardo-sl/go-agent-skills
+
+- Repository: [https://github.com/eduardo-sl/go-agent-skills](https://github.com/eduardo-sl/go-agent-skills) (commit `3c45d7f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `go-troubleshooting` | core | Diagnose runtime problems in Go programs: panics and stack traces, deadlocks, goroutine leaks, memory leaks, OOM kills, race reports, and debugging with delve and pprof. Use when: "debug this panic", "read this stack trace", "deadlock", … | [source](https://github.com/eduardo-sl/go-agent-skills/tree/3c45d7f/skills/(safety)/go-troubleshooting) |
+
+## 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 |
+|---|---|---|---|
+| `catchup` | core | Restore context after /clear by summarizing recent work and project state | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/catchup) |
+
+## Source: Frappucc1no/recall-loom
+
+- Repository: [https://github.com/Frappucc1no/recall-loom](https://github.com/Frappucc1no/recall-loom) (commit `8678cbb`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `recallloom` | core | Use when a task involves continuing a project, restoring project context, maintaining file-based project memory, updating current-state summaries, or recording meaningful progress across sessions. Works best for long-horizon, file-based … | [source](https://github.com/Frappucc1no/recall-loom/tree/8678cbb/skills/recallloom) |
+
+## Source: gotalab/cc-sdd
+
+- Repository: [https://github.com/gotalab/cc-sdd](https://github.com/gotalab/cc-sdd) (commit `29aee95`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `kiro-steering` | core | Maintain {{KIRO_DIR}}/steering/ as persistent project memory (bootstrap/sync). Use when initializing or updating steering documents. | [source](https://github.com/gotalab/cc-sdd/tree/29aee95/tools/cc-sdd/templates/agents/claude-code-skills/skills/kiro-steering) |
+
+## Source: hoangsonww/Claude-Code-Agent-Monitor
+
+- Repository: [https://github.com/hoangsonww/Claude-Code-Agent-Monitor](https://github.com/hoangsonww/Claude-Code-Agent-Monitor) (commit `8f87ce1`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cwd-rollup` | core | Roll up Claude Code sessions by working directory (project) from Agent Monitor data — session count, total cost, total tokens, and last-active timestamp per cwd — so per-project activity can be compared at a glance. Use when summarizing … | [source](https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/8f87ce1/plugins/ccam-sessions/skills/cwd-rollup) |
+| `sprint-summary` | core | Summarize a sprint's worth of Claude Code activity — sessions grouped by project (cwd), per-model cost breakdown, token efficiency (cache hit rate, compaction baselines), subagent effectiveness from workflow API, velocity metrics … | [source](https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/8f87ce1/plugins/ccam-productivity/skills/sprint-summary) |
+| `memory-review` | core | Review the file-based memory store via the Agent Monitor Config Explorer API: the user and project CLAUDE.md plus per-project auto-memory files under ~/.claude/projects/<slug>/memory/*.md. Groups by project, shows the index (MEMORY.md) vs … | [source](https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/8f87ce1/plugins/ccam-config/skills/memory-review) |
+
+## Source: ilang-ai/autocode
+
+- Repository: [https://github.com/ilang-ai/autocode](https://github.com/ilang-ai/autocode) (commit `7c220d9`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory` | core | Persistent memory across sessions. Save project state and user preferences. Never save secrets. | [source](https://github.com/ilang-ai/autocode/tree/7c220d9/skills/memory) |
+
+## Source: JasonColapietro/suede-creator-skills
+
+- Repository: [https://github.com/JasonColapietro/suede-creator-skills](https://github.com/JasonColapietro/suede-creator-skills) (commit `0dc2aef`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `suede-instagram-growth` | adjacent | Suede-owned Instagram growth operating system for account-specific audits, Reels, carousels, Stories, conversion mapping, calendars, and daily candidate-production loops. Use when the user names Instagram, IG, Reels, Stories, asks to … | [source](https://github.com/JasonColapietro/suede-creator-skills/tree/0dc2aef/skills/suede-instagram-growth) |
+
+## Source: jeremylongshore/claude-code-plugins-plus-skills
+
+- Repository: [https://github.com/jeremylongshore/claude-code-plugins-plus-skills](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) (commit `e112938a`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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) |
+| `replit-advanced-troubleshooting` | core | Debug hard Replit issues: container lifecycle, Nix build failures, deployment crashes, and memory leaks. Use when standard troubleshooting fails, investigating intermittent failures, or diagnosing complex Replit platform behavior. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/replit-pack/skills/replit-advanced-troubleshooting) |
+| `clickhouse-common-errors` | core | Diagnose and fix the top 15 ClickHouse errors \u2014 query failures,\ \ insert problems,\nmemory limits, and merge issues.\nUse when encountering ClickHouse\ \ exceptions, debugging failed queries,\nor troubleshooting server-side … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/clickhouse-pack/skills/clickhouse-common-errors) |
+| `detecting-memory-leaks` | core | Detect potential memory leaks and analyze memory usage patterns in code. Use when troubleshooting performance issues related to memory growth or identifying leak sources. Trigger with phrases like "detect memory leaks", "analyze memory … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/memory-leak-detector/skills/detecting-memory-leaks) |
+| `hyperflow-status` | core | Hyperflow project status. Use to see current hyperflow state — "what is hyperflow doing", "show task progress", "where are we". Read-only — reports in-flight tasks, memory count, and progress. Never modifies state or runs work. | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/hyperflow/templates/antigravity/skills/hyperflow-status) |
+| `status` | core | Use when the user wants a one-screen view of current hyperflow project state — version, profile freshness, memory count, and live progress on every in-flight task. Read-only; never modifies state, never dispatches workers. Trigger with … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/hyperflow/skills/status) |
+| `hyperflow-cache` | core | Hyperflow memory manager. Use to view, search, add, edit, prune, or clear hyperflow project memory — "show memory", "search memory for X", "clear memory", "what does hyperflow remember about Y". CRUD over .hyperflow/memory/ only — never … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/hyperflow/templates/antigravity/skills/hyperflow-cache) |
+| `hyperflow-scaffold` | core | Hyperflow project setup. Use when starting hyperflow in a new project or refreshing its cache — "init hyperflow", "set up hyperflow", "refresh hyperflow", "scaffold hyperflow". One-shot setup of the .hyperflow/ project cache + memory and … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/hyperflow/templates/antigravity/skills/hyperflow-scaffold) |
+| `memory` | core | Execute extract and use project memories from previous sessions for context-aware assistance. Use when recalling past decisions, checking project conventions, or understanding user preferences. Trigger with phrases like "remember when", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/community/claude-never-forgets/skills/memory) |
+| `twinmind-reference-architecture` | adjacent | 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) |
+| `vertex-engine-inspector` | adjacent | Inspect and validate Vertex AI Agent Engine deployments including Code Execution Sandbox, Memory Bank, A2A protocol compliance, and security posture. Generates production readiness scores. Use when asked to inspect, validate, or audit an … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-ml/jeremy-vertex-engine/skills/vertex-engine-inspector) |
+
+## Source: jezweb/claude-skills
+
+- Repository: [https://github.com/jezweb/claude-skills](https://github.com/jezweb/claude-skills) (commit `e875a6b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `proposal-writer` | core | Write a client proposal, quote, scope of work, or engagement letter for a service business. Covers project understanding, scope, timeline, pricing presentation, and terms. Use whenever the user asks for a proposal, quote, project proposal, … | [source](https://github.com/jezweb/claude-skills/tree/e875a6b/plugins/writing/skills/proposal-writer) |
+
+## Source: KKKKhazix/khazix-skills
+
+- Repository: [https://github.com/KKKKhazix/khazix-skills](https://github.com/KKKKhazix/khazix-skills) (commit `fcba3ad`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `neat-freak` | core | Knowledge and governance closeout: reconcile project docs, rule files (CLAUDE.md/AGENTS.md), authorized agent memory, and workspace residue with what the code and runtime actually do, so the next session or the next person starts from one … | [source](https://github.com/KKKKhazix/khazix-skills/tree/fcba3ad/neat-freak) |
+
+## 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: nexu-io/open-design
+
+- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `pptx-generator` | adjacent | Create and edit PowerPoint presentations from scratch with PptxGenJS — MiniMax's production-tested deck pipeline. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/pptx-generator) |
+
+## Source: nicobailon/visual-explainer
+
+- Repository: [https://github.com/nicobailon/visual-explainer](https://github.com/nicobailon/visual-explainer) (commit `528b71f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `visual-explainer` | core | Generate self-contained HTML visual explanations for systems, code changes, plans, data, and technical concepts. Use for diagrams, architecture overviews, diff or plan reviews, project recaps, comparison tables, slide decks, and other … | [source](https://github.com/nicobailon/visual-explainer/tree/528b71f/plugins/visual-explainer) |
+
+## Source: nWave-ai/nWave
+
+- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `nw-production-readiness` | adjacent | Monitoring, observability, operational procedures, CI/CD lessons learned, and quality gate definitions. Load when assessing production readiness or validating operational excellence. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-production-readiness) |
+
+## Source: 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 |
+|---|---|---|---|
+| `serving-llms-vllm` | adjacent | Serves LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference latency/throughput, or serving models with limited GPU memory. Supports OpenAI-compatible … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/12-inference-serving/vllm) |
+| `crewai-multi-agent` | adjacent | Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/14-agents/crewai) |
+
+## Source: pedrohcgs/claude-code-my-workflow
+
+- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `coauthor-brief` | core | Generate a co-author / collaborator handoff brief for a multi-author, multi-machine project — summarizing what changed since the last brief (git delta), the current state of each artifact (manuscript, analysis, slides), open questions, how … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/coauthor-brief) |
+
+## Source: plasma-ai/fractal
+
+- Repository: [https://github.com/plasma-ai/fractal](https://github.com/plasma-ai/fractal) (commit `73ce05a`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `wiki` | core | The wiki CLI and the node's two knowledge bases -- project wiki and memory. | [source](https://github.com/plasma-ai/fractal/tree/73ce05a/fractal/_node/skills/wiki) |
+
+## Source: qdrant/skills
+
+- Repository: [https://github.com/qdrant/skills](https://github.com/qdrant/skills) (commit `2a06cb1`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `qdrant-monitoring-debugging` | adjacent | Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory too high', 'OOM crash', 'queries are slow', 'latency spike', or 'search was fast now it's … | [source](https://github.com/qdrant/skills/tree/2a06cb1/skills/qdrant-monitoring/debugging) |
+
+## 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 |
+|---|---|---|---|
+| `insights` | core | Show session analytics, learning patterns, correction trends, heatmaps, and productivity metrics. Computes stats from project memory and session history. Use when asking for stats, statistics, progress, how am I doing, coding history, or … | [source](https://github.com/rohitg00/pro-workflow/tree/5c313e2/skills/insights) |
+
+## Source: 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 |
+|---|---|---|---|
+| `handoff-protocols` | core | Manages work transitions between team members or agents by creating structured handoff documents, summarizing project status, documenting key decisions, blockers, and open questions, and generating onboarding briefs. Use when someone needs … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/collaboration/handoff-protocols) |
+
+## 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-bridge` | core | Bridge Claude Code auto-memory into AgentDB with ONNX embeddings, deduplicate, and enable unified cross-project search | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/plugins/ruflo-rag-memory/skills/memory-bridge) |
+
+## 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-bridge` | core | Bridge Claude Code auto-memory into AgentDB with ONNX embeddings, deduplicate, and enable unified cross-project search | [source](https://github.com/ruvnet/ruflo/tree/73914bd/plugins/ruflo-rag-memory/skills/memory-bridge) |
+
+## Source: samber/cc-skills-golang
+
+- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `golang-security` | core | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) |
+| `golang-performance` | core | Golang performance optimization patterns and methodology - if X bottleneck, then apply Y. Covers allocation reduction, CPU efficiency, memory layout, GC tuning, pooling, caching, and hot-path optimization. Use when profiling or benchmarks … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-performance) |
+
+## Source: SnailSploit/Claude-Red
+
+- Repository: [https://github.com/SnailSploit/Claude-Red](https://github.com/SnailSploit/Claude-Red) (commit `aeb41ec`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `offensive-reporting` | core | Penetration test and red team report writing methodology. Covers executive summary structuring (risk-led narrative for non-technical readers), technical finding format (title, severity, affected scope, narrative, reproduction steps, … | [source](https://github.com/SnailSploit/Claude-Red/tree/aeb41ec/Skills/utility/offensive-reporting) |
+
+## 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: stjbrown/agent-knowledge
+
+- Repository: [https://github.com/stjbrown/agent-knowledge](https://github.com/stjbrown/agent-knowledge) (commit `0d1a828`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `kb` | core | Portable OKF knowledge bundle for coding-agent memory and LLM wikis. Use when the user wants to start a wiki, ingest a source, document a repository, query project knowledge with citations, lint for drift, or visualize connections; … | [source](https://github.com/stjbrown/agent-knowledge/tree/0d1a828/skills/kb) |
+
+## Source: vibeeval/vibecosystem
+
+- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `layered-recall` | core | Progressive memory recall with 4 scope layers AND 3 depth layers. Scope: identity > project > room > deep. Depth: IDs only > summary > full. 10-50x token savings through fetch-on-confirmation pattern. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/layered-recall) |
+
+## Source: Weizhena/Deep-Research-skills
+
+- Repository: [https://github.com/Weizhena/Deep-Research-skills](https://github.com/Weizhena/Deep-Research-skills) (commit `e5479f8`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `research-report` | core | Summarize deep research results into markdown report, cover all fields, skip uncertain values. | [source](https://github.com/Weizhena/Deep-Research-skills/tree/e5479f8/skills/research-codex-en/research-report) |
+
+## 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 |
+|---|---|---|---|
+| `serving-llms-vllm` | adjacent | Serves LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference latency/throughput, or serving models with limited GPU memory. Supports OpenAI-compatible … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/12-inference-serving/vllm) |
+| `crewai-multi-agent` | adjacent | Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/14-agents/crewai) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,100 @@
+# Market evidence report — paper-mill-supervisor
+
+Source: **22 real job ads** (JSearch API, countries: us 22), extracted into the MSSQL evidence store; as of 2026-07-18.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 20 | 91 % |
+| lead | 2 | 9 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Microsoft Office | 6 | 27 % |
+| 2 | Acrobat Reader | 4 | 18 % |
+| 3 | EPAM | 4 | 18 % |
+| 4 | Microsoft Excel | 4 | 18 % |
+| 5 | PI | 4 | 18 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | quality control | 9 | 41 % |
+| 2 | environmental compliance | 8 | 36 % |
+| 3 | troubleshooting | 7 | 32 % |
+| 4 | incident investigation | 5 | 23 % |
+| 5 | production supervision | 5 | 23 % |
+| 6 | continuous improvement | 4 | 18 % |
+| 7 | safety leadership | 4 | 18 % |
+| 8 | safety management | 4 | 18 % |
+| 9 | cost reduction | 3 | 14 % |
+| 10 | crew management | 3 | 14 % |
+| 11 | labor relations | 3 | 14 % |
+| 12 | personnel development | 3 | 14 % |
+| 13 | production optimization | 3 | 14 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | employee training | 5 | 23 % |
+| 2 | housekeeping maintenance | 5 | 23 % |
+| 3 | team leadership | 5 | 23 % |
+| 4 | quality control | 4 | 18 % |
+| 5 | crew management | 3 | 14 % |
+| 6 | crew training | 3 | 14 % |
+| 7 | production goal achievement | 3 | 14 % |
+
+## Regional breakdown
+
+> **Corpus note:** 22 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** — 22 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 |
+|---|---|
+| Paper Mill Shift Supervisor | 3 |
+| Production Shift Supervisor | 2 |
+| Assistant Paper Mill Manager | 1 |
+| Fine Paper Machine Shift Supervisor | 1 |
+| Liner Mill Production Supervisor: Safety, Uptime & Growth | 1 |
+| Paper & Shipping Production Supervisor — Safety & Quality | 1 |
+| Paper Machine Shift Supervisor | 1 |
+| Paper Machine Superintendent | 1 |
+| Paper Machine Supervisor | 1 |
+| Paper Mill Manager | 1 |
+| Paper Mill Production Lead — Shift | 1 |
+| Paper Mill Shift Lead — Production & Safety | 1 |
+| Process Control Supervisor (Riverville, VA) | 1 |
+| Production Shift Supervisor - Liner Mill | 1 |
+| Production Shift Supervisor Pulp & Power | 1 |
+| Production Supervisor (Corrugator) | 1 |
+| Pulpmill Shift Supervisor | 1 |
+| SUPERVISOR PAPER MILL | 1 |
+| Supv, Mfg Ops | 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 +1,26 @@
+# Occupation profile — paper mill supervisor
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/6ebe4e2e-7deb-4923-8b47-ca6fc03fa13a
+- **ESCO code:** 3122.4.12
+- **ISCO-08 group:** 3122 — Manufacturing supervisors
+
+## Description (ESCO)
+
+Paper mill supervisors coordinate and monitor the operations at a paper mill during production of products such as corrugated board, cardboard boxes or padded envelopes. They ensure that production targets, such as quantity and quality of products, timeliness and cost-effectiveness can be achieved. They have a clear overview of ongoing processes, and take quick decisions to resolve problems.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- paper mill overseer
+- overseer at paper mill
+- paper mill manager
+- controller at paper mill
+- paper mill operations controller
+- paper mill senior manager
+- manager at paper mill
+- paper mill controller
+- operations controller at paper mill
+- supervisor at paper mill
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,73 @@
+# Competences — paper mill supervisor
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/6ebe4e2e-7deb-4923-8b47-ca6fc03fa13a).
+
+## Essential
+
+- **analyse production processes for improvement** (skill/competence)
+- **analyse the need for technical resources** (skill/competence)
+- **communicate problems to senior colleagues** (skill/competence)
+- **communicate production plan** (skill/competence)
+- **coordinate communication within a team** (skill/competence)
+- **ensure finished product meet requirements** (skill/competence)
+- **follow production schedule** (skill/competence)
+- **keep records of work progress** (skill/competence)
+- **liaise with managers** (skill/competence)
+- **manage resources** (skill/competence)
+- **meet productivity targets** (skill/competence)
+- **oversee production requirements** (skill/competence)
+- **quality standards** (knowledge)
+- **report on production results** (skill/competence)
+- **types of paper** (knowledge)
+- **types of pulp** (knowledge)
+- **wear appropriate protective gear** (skill/competence)
+
+## Optional
+
+- check material resources (skill/competence)
+- check quality of raw materials (skill/competence)
+- deinking processes (knowledge)
+- ensure compliance with environmental legislation (skill/competence)
+- evaluate employees work (skill/competence)
+- functionalities of machinery (knowledge)
+- identify hazards in the workplace (skill/competence)
+- integrate new products in manufacturing (skill/competence)
+- liaise with quality assurance (skill/competence)
+- monitor machine operations (skill/competence)
+- monitor manufacturing quality standards (skill/competence)
+- oversee logistics of finished products (skill/competence)
+- oversee quality control (skill/competence)
+- quality assurance methodologies (knowledge)
+- record production data for quality control (skill/competence)
+- recruit personnel (skill/competence)
+- schedule regular machine maintenance (skill/competence)
+- train employees (skill/competence)
+- types of bleach (knowledge)
+- undertake inspections (skill/competence)
+- write inspection reports (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 22 ads, as of 2026-07-18)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- quality control — **41 %**
+- environmental compliance — **36 %**
+- troubleshooting — **32 %**
+- production supervision — **23 %**
+- incident investigation — **23 %**
+- continuous improvement — **18 %**
+- safety leadership — **18 %**
+- safety management — **18 %**
+
+### Responsibilities
+
+- team leadership — **23 %**
+- employee training — **23 %**
+- housekeeping maintenance — **23 %**
+- quality control — **18 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,47 @@
+# Tasks & work activities — paper mill supervisor
+
+Source: O*NET 30.3, occupation 51-1011.00 (First-Line Supervisors of Production and Operating Workers) — manual nearest-occupation mapping via ISCO group 3122; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Conduct employee training in equipment operations or work and safety procedures, or assign employee training to experienced workers.
+- **[Core]** Keep records of employees' attendance and hours worked.
+- **[Core]** Recommend or execute personnel actions, such as hirings, evaluations, or promotions.
+- **[Core]** Evaluate employee performance.
+- **[Core]** Enforce safety and sanitation regulations.
+- **[Core]** Direct and coordinate the activities of employees engaged in the production or processing of goods, such as inspectors, machine setters, or fabricators.
+- **[Core]** Read and analyze charts, work orders, production schedules, and other records and reports to determine production requirements and to evaluate current production estimates and outputs.
+- **[Core]** Confer with other supervisors to coordinate operations and activities within or between departments.
+- **[Core]** Plan and establish work schedules, assignments, and production sequences to meet production goals.
+- **[Core]** Inspect materials, products, or equipment to detect defects or malfunctions.
+- **[Core]** Observe work and monitor gauges, dials, and other indicators to ensure that operators conform to production or processing standards.
+- **[Core]** Confer with management or subordinates to resolve worker problems, complaints, or grievances.
+- **[Core]** Interpret specifications, blueprints, job orders, and company policies and procedures for workers.
+- **[Core]** Maintain operations data, such as time, production, and cost records, and prepare management reports of production results.
+- **[Core]** Recommend or implement measures to motivate employees and to improve production methods, equipment performance, product quality, or efficiency.
+- **[Core]** Determine standards, budgets, production goals, and rates, based on company policies, equipment and labor availability, and workloads.
+- **[Core]** Requisition materials, supplies, equipment parts, or repair services.
+- **[Core]** Set up and adjust machines and equipment.
+- **[Core]** Calculate labor and equipment requirements and production specifications, using standard formulas.
+- **[Core]** Plan and develop new products and production processes.
+
+## Detailed work activities
+
+- Adjust equipment to ensure optimal performance.
+- Advise others on ways to improve processes or products.
+- Calculate specific material, equipment, or labor requirements for production.
+- Confer with others to resolve production problems or equipment malfunctions.
+- Determine metal or plastic production methods.
+- Direct operational or production activities.
+- Enforce rules or regulations.
+- Evaluate employee performance.
+- Exchange information with colleagues.
+- Inspect production equipment.
+- Install equipment attachments or components.
+- Instruct workers to use equipment or perform technical procedures.
+- Monitor equipment operation to ensure proper functioning.
+- Order materials, supplies, or equipment.
+- Perform human resources activities.
+- Plan production or operational procedures or sequences.
+- Record operational or production data.
+- Study blueprints or other instructions to determine equipment setup requirements.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,73 @@
+# Tools & technology — paper mill supervisor
+
+Source: O*NET 30.3, occupation 51-1011.00 (First-Line Supervisors of Production and Operating Workers) — manual nearest-occupation mapping via ISCO group 3122; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Apple Safari | Internet browser software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Extensible markup language XML | Enterprise application integration software | yes |
+| Kronos Workforce Timekeeper | Time accounting software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft SharePoint | Document management software | yes |
+| Microsoft Word | Word processing software | yes |
+| Mozilla Firefox | Internet browser software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Apple iWork Pages | Word processing software |  |
+| Aptean Made2Manage | Enterprise resource planning ERP software |  |
+| Bowen & Groves M1 ERP | Enterprise resource planning ERP software |  |
+| Capterra Enterprise Resource Planning | Enterprise resource planning ERP software |  |
+| Database software | Data base user interface and query software |  |
+| Delphi Technology | Financial analysis software |  |
+| Email software | Electronic mail software |  |
+| Encompix ERP | Enterprise resource planning ERP software |  |
+| Epicor Vantage ERP | Enterprise resource planning ERP software |  |
+| Epicor Vista ERP | Enterprise resource planning ERP software |  |
+| Exact MAX | Enterprise resource planning ERP software |  |
+| GHG Clockwise | Human resources software |  |
+| Giraffe Production Systems Giraffe Schedule System | Enterprise resource planning ERP software |  |
+| Google Chrome | Internet browser software |  |
+| HCSS HeavyJob | Project management software |  |
+| IBM Notes | Electronic mail software |  |
+| Intacct ERP | Enterprise resource planning ERP software |  |
+| Integrated materials management systems | Materials requirements planning logistics and supply chain software |  |
+| Materials management software | Materials requirements planning logistics and supply chain software |  |
+| Microsoft Axapta | Enterprise resource planning ERP software |  |
+| Microsoft Exchange | Electronic mail software |  |
+| Microsoft Internet Explorer | Internet browser software |  |
+| Microsoft Total Quality Control Management | Data base user interface and query software |  |
+| Minitab | Analytical or scientific software |  |
+| NetSuite NetERP | Enterprise resource planning ERP software |  |
+| Operational databases | Data base user interface and query software |  |
+| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software |  |
+| QA Software QMS Materials Management | Materials requirements planning logistics and supply chain software |  |
+| Resource planning software | Enterprise resource planning ERP software |  |
+| Retain Resource Planning | Enterprise resource planning ERP software |  |
+| SAP Business One | Enterprise resource planning ERP software |  |
+| Supervisory control and data acquisition SCADA software | Industrial control software |  |
+| SYSPRO business software | Enterprise resource planning ERP software |  |
+| Technology Group International Enterprise 21 ERP | Enterprise resource planning ERP software |  |
+| Timekeeping software | Time accounting software |  |
+| Total quality management TQM software | Project management software |  |
+| Work Technology WorkTech Time | Time accounting software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 22 ads, as of 2026-07-18)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Microsoft Office — **27 %**
+- PI — **18 %**
+- Acrobat Reader — **18 %**
+- Microsoft Excel — **18 %**
+- EPAM — **18 %**
+
+<!-- market-evidence -->