commit 29232db1d401a4ddc28b38c74d8b95d1b8174dfd
Author: skillfactor-pipeline <pipeline@noreply.zeiterfassung.cloud>
Date:   Fri Aug 14 19:09:48 2026 +0200

    feat: stage-machinist skill package v0.1.0

diff --git a/PROVENANCE.md b/PROVENANCE.md
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+# Data provenance — stage-machinist
+
+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':'#d97757','pie4':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
+pie showData
+    title Content sources — stage-machinist
+    "ESCO (occupation & competences)" : 65
+    "O*NET (tasks & tools)" : 48
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 210
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 65 | 19.8 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 48 | 14.6 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 0 | 0.0 % | 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 | 1.5 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 210 | 64.0 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
diff --git a/SKILL.md b/SKILL.md
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+++ b/SKILL.md
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+---
+name: stage-machinist
+description: "Occupational skill for the role 'stage machinist' (also: chief stage technician, theatre mechanist, theater machinist, flying system operator, flying operator, theater mechanist). Use when the user asks for typical stage machinist work such as: typical stage machinist responsibilities"
+---
+
+# Stage Machinist
+
+Stage machinists manipulate sets and other elements in a performance based on the artistic or creative concept, in interaction with the performers. Their work is influenced by and influences the results of other operators. Therefore, the stage machinists work closely together with the designers, operators and performers. Stage machinists prepare and perform the setup, execute changeovers and operate manual fly bar systems. Their work is based on plans, instructions and calculations.
+
+## 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)
+
+- adapt artistic plan to location
+- adapt to artists' creative demands
+- attend rehearsals
+- communicate during show
+- consult with stakeholders on implementation of a production
+- draw stage layouts
+- draw up artistic production
+- follow safety procedures when working at heights
+- identify technical resources for performances
+- interpret artistic intentions
+- intervene with actions on stage
+- keep up with trends
+- mark the stage area
+- modify scenic elements during performance
+- operate stage movement control system
+
+## Hot technologies
+
+- Autodesk AutoCAD
+- Microsoft Access
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Outlook
+- Microsoft PowerPoint
+- Microsoft Project
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/50b41847-6dad-4a2e-9427-a0374c2963fd), O*NET 30.3 (27-4015.00, manual nearest match). See manifest.json for licensing/attribution.*
diff --git a/manifest.json b/manifest.json
new file mode 100644
index 0000000..b5cc188
--- /dev/null
+++ b/manifest.json
@@ -0,0 +1,340 @@
+{
+  "name": "stage-machinist",
+  "title": "stage machinist",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/50b41847-6dad-4a2e-9427-a0374c2963fd",
+    "esco_code": "3435.25.4",
+    "isco_group": "3435",
+    "onet_soc": "27-4015.00",
+    "crosswalk_match": "manual nearest via ISCO 3435 (Lighting Technicians)"
+  },
+  "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": 34,
+    "skills_optional": 30,
+    "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
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 4
+      },
+      "snyk/agent-scan": {
+        "repo": "https://github.com/snyk/agent-scan",
+        "commit": "f3a4621",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "ThinkInAIXYZ/deepchat": {
+        "repo": "https://github.com/ThinkInAIXYZ/deepchat",
+        "commit": "f275c92",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "nicobailon/visual-explainer": {
+        "repo": "https://github.com/nicobailon/visual-explainer",
+        "commit": "528b71f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "backnotprop/plannotator": {
+        "repo": "https://github.com/backnotprop/plannotator",
+        "commit": "29513e1",
+        "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": 1
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 5
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 11
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 1
+      },
+      "silverstein/minutes": {
+        "repo": "https://github.com/silverstein/minutes",
+        "commit": "3fb2e83",
+        "license": "MIT",
+        "skills": 1
+      },
+      "trailofbits/skills": {
+        "repo": "https://github.com/trailofbits/skills",
+        "commit": "cfe5d7b",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 2
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "hypnguyen1209/offensive-claude": {
+        "repo": "https://github.com/hypnguyen1209/offensive-claude",
+        "commit": "4d62be7",
+        "license": "MIT",
+        "skills": 2
+      },
+      "zxkane/aws-skills": {
+        "repo": "https://github.com/zxkane/aws-skills",
+        "commit": "68530c6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "hoangsonww/Claude-Code-Agent-Monitor": {
+        "repo": "https://github.com/hoangsonww/Claude-Code-Agent-Monitor",
+        "commit": "8f87ce1",
+        "license": "MIT",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 7
+      },
+      "ccf/agentcairn": {
+        "repo": "https://github.com/ccf/agentcairn",
+        "commit": "1bcf5be",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 2
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "license": "MIT",
+        "skills": 2
+      },
+      "Orkas-AI/Orkas-VideoStudio": {
+        "repo": "https://github.com/Orkas-AI/Orkas-VideoStudio",
+        "commit": "dd4a0f4",
+        "license": "MIT",
+        "skills": 1
+      },
+      "WenyuChiou/agent-collab-skills": {
+        "repo": "https://github.com/WenyuChiou/agent-collab-skills",
+        "commit": "f3c4097",
+        "license": "MIT",
+        "skills": 1
+      },
+      "indranilbanerjee/digital-marketing-pro": {
+        "repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
+        "commit": "a3d119c",
+        "license": "MIT",
+        "skills": 2
+      },
+      "muratcankoylan/Agent-Skills-for-Context-Engineering": {
+        "repo": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering",
+        "commit": "c578e85",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rohitg00/skillkit": {
+        "repo": "https://github.com/rohitg00/skillkit",
+        "commit": "d2e5c34",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "thedotmack/claude-mem": {
+        "repo": "https://github.com/thedotmack/claude-mem",
+        "commit": "f5633c1",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "jungjaehoon-lifegamez/MAMA": {
+        "repo": "https://github.com/jungjaehoon-lifegamez/MAMA",
+        "commit": "e85b5eb",
+        "license": "MIT",
+        "skills": 1
+      },
+      "NevaMind-AI/memU": {
+        "repo": "https://github.com/NevaMind-AI/memU",
+        "commit": "ff90dac",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 1
+      },
+      "softaworks/agent-toolkit": {
+        "repo": "https://github.com/softaworks/agent-toolkit",
+        "commit": "3027f20",
+        "license": "MIT",
+        "skills": 1
+      },
+      "hqhq1025/skill-optimizer": {
+        "repo": "https://github.com/hqhq1025/skill-optimizer",
+        "commit": "b9ffd15",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jabrena/plinth": {
+        "repo": "https://github.com/jabrena/plinth",
+        "commit": "065eae8",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "FlorianBruniaux/claude-code-ultimate-guide": {
+        "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide",
+        "commit": "5395214",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "staruhub/ClaudeSkills": {
+        "repo": "https://github.com/staruhub/ClaudeSkills",
+        "commit": "3d4045d",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "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
+      },
+      "wanshuiyin/Anti-Autoresearch": {
+        "repo": "https://github.com/wanshuiyin/Anti-Autoresearch",
+        "commit": "c7f7f0d",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jezweb/claude-skills": {
+        "repo": "https://github.com/jezweb/claude-skills",
+        "commit": "e875a6b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "googleworkspace/cli": {
+        "repo": "https://github.com/googleworkspace/cli",
+        "commit": "a3768d0",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "antfu/skills": {
+        "repo": "https://github.com/antfu/skills",
+        "commit": "a74f281",
+        "license": "MIT",
+        "skills": 1
+      },
+      "JuliusBrussee/caveman": {
+        "repo": "https://github.com/JuliusBrussee/caveman",
+        "commit": "0d95a81",
+        "license": "MIT",
+        "skills": 1
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 30,
+      "adjacent": 50
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 65,
+      "onet": 48,
+      "jobads": 0,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 210,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 19.8,
+      "onet": 14.6,
+      "jobads": 0.0,
+      "wiki_ai": 0.0,
+      "anthropic": 1.5,
+      "ai_skills": 64.0,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
\ No newline at end of file
diff --git a/references/ai-skills.md b/references/ai-skills.md
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--- /dev/null
+++ b/references/ai-skills.md
@@ -0,0 +1,458 @@
+# External AI agent skills — stage-machinist
+
+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: 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: antfu/skills
+
+- Repository: [https://github.com/antfu/skills](https://github.com/antfu/skills) (commit `a74f281`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `slidev` | adjacent | Create and present web-based slidedecks for developers using Slidev with Markdown, Vue components, code highlighting, animations, and interactive features. Use when building technical presentations, conference talks, code walkthroughs, … | [source](https://github.com/antfu/skills/tree/a74f281/skills/slidev) |
+
+## Source: backnotprop/plannotator
+
+- Repository: [https://github.com/backnotprop/plannotator](https://github.com/backnotprop/plannotator) (commit `29513e1`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `plannotator-visual-explainer` | core | Generate self-contained HTML visualizations with Plannotator theming. Use for implementation plans, PR explainers, architecture diagrams, data tables, slide decks, and any visual explanation of technical concepts. Plans and PR explainers … | [source](https://github.com/backnotprop/plannotator/tree/29513e1/apps/skills/extra/plannotator-visual-explainer) |
+
+## Source: basicmachines-co/basic-memory
+
+- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-schema` | core | Schema lifecycle management for Basic Memory: discover unschemaed notes, infer schemas, create and edit schema definitions, validate notes, and detect drift. Use when working with structured note types (Task, Person, Meeting, etc.) to … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-schema) |
+| `memory-continue` | adjacent | Resume prior work by rebuilding context from the Basic Memory knowledge graph — pick up where you left off using memory:// URLs, recent activity, and search. Use when starting a session or when the user says 'continue with...', 'back … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-continue) |
+| `memory-lifecycle` | adjacent | Manage entity status transitions in Basic Memory: archive completed work, move notes between status folders, update frontmatter, and handle edge cases. Use when marking items complete, archiving old entities, or managing any folder-based … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-lifecycle) |
+| `memory-literary-analysis` | adjacent | Analyze a complete literary work into a structured Basic Memory knowledge graph. Covers schema design, entity seeding, chapter-by-chapter processing, cross-referencing, validation, and visualization. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-literary-analysis) |
+| `bm-checkpoint` | adjacent | Save a deliberate Codex work checkpoint to Basic Memory with changed files, verification, decisions, blockers, and the next action. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/plugins/codex/skills/bm-checkpoint) |
+| `bm-decide` | adjacent | Capture a durable engineering decision in Basic Memory with rationale, alternatives, consequences, and affected work. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/plugins/codex/skills/bm-decide) |
+| `bm-orient` | adjacent | Orient Codex from Basic Memory before substantial repo work by reading active tasks, decisions, recent Codex checkpoints, and repo conventions. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/plugins/codex/skills/bm-orient) |
+
+## 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 |
+|---|---|---|---|
+| `research-lit` | adjacent | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/research-lit) |
+| `system-profile` | adjacent | Profile a target (script, process, GPU, memory, interconnect) using external tools and code instrumentation. Produces structured performance reports with actionable recommendations. Use when user says "profile", "benchmark", "bottleneck", … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/system-profile) |
+
+## Source: ccf/agentcairn
+
+- Repository: [https://github.com/ccf/agentcairn](https://github.com/ccf/agentcairn) (commit `1bcf5be`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `using-agentcairn-memory` | core | Use when starting a non-trivial task or finishing a decision/fix — recall prior memory before working, and remember durable facts worth carrying across sessions. | [source](https://github.com/ccf/agentcairn/tree/1bcf5be/plugin/skills/using-agentcairn-memory) |
+
+## 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` | adjacent | 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 |
+|---|---|---|---|
+| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/pptx) |
+| `docx` | adjacent | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/docx) |
+| `xlsx` | adjacent | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/xlsx) |
+| `brief` | adjacent | 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 |
+|---|---|---|---|
+| `crewai-multi-agent` | core | 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) |
+| `gcc` | core | Git Context Controller (GCC) - Manages agent memory as a versioned file system under .GCC/. This skill should be used when working on multi-step projects that benefit from structured memory persistence, milestone tracking, branching for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/git/git-context-controller) |
+| `esm` | core | Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and ESM C (efficient protein embeddings and representations). Use this skill when working with … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/esm) |
+| `interactive-portfolio` | adjacent | Expert in building portfolios that actually land jobs and clients - not just showing work, but creating memorable experiences. Covers developer portfolios, designer portfolios, creative portfolios, and portfolios that convert visitors into … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/creative-design/interactive-portfolio) |
+| `session-handoff` | adjacent | Creates comprehensive handoff documents for seamless AI agent session transfers. Triggered when: (1) user requests handoff/memory/context save, (2) context window approaches capacity, (3) major task milestone completed, (4) work session … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/session-handoff) |
+
+## 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` | adjacent | 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: googleworkspace/cli
+
+- Repository: [https://github.com/googleworkspace/cli](https://github.com/googleworkspace/cli) (commit `a3768d0`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `recipe-block-focus-time` | adjacent | Create recurring focus time blocks on Google Calendar to protect deep work hours. | [source](https://github.com/googleworkspace/cli/tree/a3768d0/skills/recipe-block-focus-time) |
+
+## 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) |
+
+## Source: hqhq1025/skill-optimizer
+
+- Repository: [https://github.com/hqhq1025/skill-optimizer](https://github.com/hqhq1025/skill-optimizer) (commit `b9ffd15`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `skill-miner` | adjacent | Use when mining coding-agent session history, archived transcripts, memories, or repeated local work to discover recurring workflows that should become new Agent Skills. | [source](https://github.com/hqhq1025/skill-optimizer/tree/b9ffd15/skills/skill-miner) |
+
+## Source: hypnguyen1209/offensive-claude
+
+- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `vulnerability-analysis` | core | Use when auditing source code for vulnerabilities — drive CodeQL/Semgrep/Joern to taint untrusted data source-to-sink across injection, memory safety, deserialization/prototype-pollution, secrets/crypto/authz/race, and supply-chain risks | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/vulnerability-analysis) |
+| `exploit-development` | core | Use when turning a memory-corruption bug into a working PoC — stack/ROP, glibc heap & FSOP, format strings, browser/JIT type confusion & UAF, Linux/Windows kernel LPE against ASLR/DEP/CFG/CET/V8-Sandbox | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/exploit-development) |
+
+## Source: indranilbanerjee/digital-marketing-pro
+
+- Repository: [https://github.com/indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro) (commit `a3d119c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `client-proposal` | adjacent | Draft agency proposals. Use when: pitch deck, scope of work, SLA, capabilities presentation for prospects or clients. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/client-proposal) |
+| `qbr-plan` | adjacent | Prepare a Quarterly Business Review. Use when: building QBR presentations, client performance reviews, or strategy updates. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/qbr-plan) |
+
+## 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 |
+|---|---|---|---|
+| `millers-law` | adjacent | Apply Miller's Law — chunk information into groups of ~4 to work within working memory limits. | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/millers-law) |
+
+## Source: jabrena/plinth
+
+- Repository: [https://github.com/jabrena/plinth](https://github.com/jabrena/plinth) (commit `065eae8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `145-java-refactoring-high-performance` | adjacent | Use when you need to refactor Java code for high performance — including memory/allocation reduction, CPU hot-path optimization, and syntax/API/control-flow improvements. This should trigger for requests such as Review Java code for high … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/145-java-refactoring-high-performance) |
+| `161-java-profiling-detect` | adjacent | Use when you need to set up Java application profiling to detect and measure performance issues — including trusted preinstalled async-profiler v4.x setup, problem-driven profiling (CPU, memory, threading, GC, I/O), interactive profiling … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/161-java-profiling-detect) |
+
+## 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 |
+|---|---|---|---|
+| `memory-profiler-setup` | core | Configure memory profiler setup operations. Auto-activating skill for Performance Testing. Triggers on: memory profiler setup, memory profiler setup Part of the Performance Testing skill category. Use when working with memory profiler … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/10-performance-testing/memory-profiler-setup) |
+| `stackblitz-rate-limits` | core | WebContainer resource limits: memory, CPU, file system size, process count. Use when working with WebContainers or StackBlitz SDK. Trigger: "webcontainer limits".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/stackblitz-pack/skills/stackblitz-rate-limits) |
+| `calendar-event-creator` | core | Create calendar event creator operations. Auto-activating skill for Business Automation. Triggers on: calendar event creator, calendar event creator Part of the Business Automation skill category. Use when working with calendar event … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/calendar-event-creator) |
+| `excel-formula-generator` | core | Generate excel formula generator operations. Auto-activating skill for Business Automation. Triggers on: excel formula generator, excel formula generator Part of the Business Automation skill category. Use when working with excel formula … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/excel-formula-generator) |
+| `excel-macro-creator` | core | Create excel macro creator operations. Auto-activating skill for Business Automation. Triggers on: excel macro creator, excel macro creator Part of the Business Automation skill category. Use when working with excel macro creator … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/excel-macro-creator) |
+| `granola-core-workflow-b` | core | Post-meeting note processing, sharing, and follow-up workflows in Granola. Use when enhancing notes after meetings, sharing to Slack/Notion/CRM, drafting follow-up emails, or processing action items. Trigger: "granola post-meeting", "share … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/granola-pack/skills/granola-core-workflow-b) |
+| `presentation-slide-outliner` | core | Manage presentation slide outliner operations. Auto-activating skill for Visual Content. Triggers on: presentation slide outliner, presentation slide outliner Part of the Visual Content skill category. Use when working with presentation … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/18-visual-content/presentation-slide-outliner) |
+| `atlas-present` | adjacent | Generate a polished HTML presentation page and Obsidian Canvas for big releases — new products, takeovers, major migrations. Non-technical audience. Use when asked to "present this", "release announcement", "show what we built", or … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/atlas-present) |
+| `hyperflow-status` | adjacent | 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) |
+| `mnemos` | adjacent | Persistent memory and learning-loop skills for AI coding agents using mnemos MCP tools. Use whenever mnemos_* MCP tools are available and you are doing work worth remembering. Cross-session memory, conventions, corrections, and … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/community/mnemos/.claude/skills/mnemos) |
+| `detecting-performance-bottlenecks` | adjacent | Execute this skill enables AI assistant to detect and resolve performance bottlenecks in applications. it analyzes cpu, memory, i/o, and database performance to identify areas of concern. use this skill when you need to diagnose slow … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/bottleneck-detector/skills/detecting-performance-bottlenecks) |
+
+## 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` | adjacent | 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: JuliusBrussee/caveman
+
+- Repository: [https://github.com/JuliusBrussee/caveman](https://github.com/JuliusBrussee/caveman) (commit `0d95a81`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `caveman-compress` | adjacent | Compress natural language memory files (CLAUDE.md, todos, preferences) into caveman format to save input tokens. Preserves all technical substance, code, URLs, and structure. Compressed version overwrites the original file. Human-readable … | [source](https://github.com/JuliusBrussee/caveman/tree/0d95a81/plugins/caveman/skills/caveman-compress) |
+
+## Source: jungjaehoon-lifegamez/MAMA
+
+- Repository: [https://github.com/jungjaehoon-lifegamez/MAMA](https://github.com/jungjaehoon-lifegamez/MAMA) (commit `e85b5eb`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `mama-context` | adjacent | Always-on background context injection from MAMA memory. Automatically surfaces relevant decisions when you work on code, without explicit invocation. | [source](https://github.com/jungjaehoon-lifegamez/MAMA/tree/e85b5eb/packages/claude-code-plugin/skills/mama-context) |
+
+## 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 |
+|---|---|---|---|
+| `implementing-memory-protection-with-dep-aslr` | adjacent | Implements memory protection mechanisms including DEP (Data Execution Prevention), ASLR (Address Space Layout Randomization), CFG (Control Flow Guard), and other exploit mitigations to prevent memory corruption attacks. Use when hardening … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-memory-protection-with-dep-aslr) |
+
+## Source: muratcankoylan/Agent-Skills-for-Context-Engineering
+
+- Repository: [https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering) (commit `c578e85`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `filesystem-context` | adjacent | This skill should be used when agent work needs file-backed context: durable scratchpads, tool-output offloading, just-in-time discovery, cross-agent handoff files, filesystem memory, or cleanup policies for context stored outside the … | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/skills/filesystem-context) |
+
+## Source: NevaMind-AI/memU
+
+- Repository: [https://github.com/NevaMind-AI/memU](https://github.com/NevaMind-AI/memU) (commit `ff90dac`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memu` | adjacent | Give this agent persistent memory via memU. Use to memorize (save files/folders so context survives this session) when the user asks to remember or sync something, or after completing work worth keeping; and to retrieve (search memory from … | [source](https://github.com/NevaMind-AI/memU/tree/ff90dac/.claude/skills/memu) |
+
+## 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` | core | Monitoring, observability, operational procedures, CI/CD lessons learned, and quality gate definitions. Load when assessing production readiness or validating operational excellence. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-production-readiness) |
+
+## Source: 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 |
+|---|---|---|---|
+| `crewai-multi-agent` | core | 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: Orkas-AI/Orkas-VideoStudio
+
+- Repository: [https://github.com/Orkas-AI/Orkas-VideoStudio](https://github.com/Orkas-AI/Orkas-VideoStudio) (commit `dd4a0f4`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `stage-decide` | adjacent | The decision layer for real footage — understand → select → produce an EVIDENCE-bearing rough cut. Trigger when the EDIT task is "find / select / reduce / clean" (remove dead air, drop fillers, pick highlights, cut 1 hour to 3 minutes), … | [source](https://github.com/Orkas-AI/Orkas-VideoStudio/tree/dd4a0f4/packages/skills/stage-decide) |
+
+## 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` | adjacent | 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: samber/cc-skills-golang
+
+- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `golang-security` | core | Security best practices and vulnerability prevention for Golang. Covers injection (SQL, command, XSS), cryptography, filesystem safety, network security, cookies, secrets management, memory safety, and logging. Apply when writing, … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-security) |
+
+## Source: sanjay3290/ai-skills
+
+- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | adjacent | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) |
+
+## Source: silverstein/minutes
+
+- Repository: [https://github.com/silverstein/minutes](https://github.com/silverstein/minutes) (commit `3fb2e83`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `minutes-verify` | core | Verify that Minutes is properly set up and working — model downloaded, mic accessible, directories exist, no stale state. Use when the user says "is minutes working", "check my setup", "verify minutes", "test recording setup", "why isn't … | [source](https://github.com/silverstein/minutes/tree/3fb2e83/.agents/skills/minutes/minutes-verify) |
+
+## Source: snyk/agent-scan
+
+- Repository: [https://github.com/snyk/agent-scan](https://github.com/snyk/agent-scan) (commit `f3a4621`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/pptx) |
+| `docx` | adjacent | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/docx) |
+| `xlsx` | adjacent | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/xlsx) |
+
+## Source: softaworks/agent-toolkit
+
+- Repository: [https://github.com/softaworks/agent-toolkit](https://github.com/softaworks/agent-toolkit) (commit `3027f20`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `session-handoff` | adjacent | Creates comprehensive handoff documents for seamless AI agent session transfers. Triggered when: (1) user requests handoff/memory/context save, (2) context window approaches capacity, (3) major task milestone completed, (4) work session … | [source](https://github.com/softaworks/agent-toolkit/tree/3027f20/skills/session-handoff) |
+
+## 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` | adjacent | 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: thedotmack/claude-mem
+
+- Repository: [https://github.com/thedotmack/claude-mem](https://github.com/thedotmack/claude-mem) (commit `f5633c1`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `how-it-works` | adjacent | Explain how claude-mem captures observations, when memory injection kicks in, and where data lives. Use when the user asks "how does claude-mem work?" or "what is this thing doing?". | [source](https://github.com/thedotmack/claude-mem/tree/f5633c1/plugin/skills/how-it-works) |
+| `mem-search` | adjacent | Search claude-mem's persistent cross-session memory database. Use when user asks "did we already solve this?", "how did we do X last time?", or needs work from previous sessions. | [source](https://github.com/thedotmack/claude-mem/tree/f5633c1/plugin/skills/mem-search) |
+
+## Source: ThinkInAIXYZ/deepchat
+
+- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/pptx) |
+| `docx` | adjacent | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/docx) |
+| `xlsx` | adjacent | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/xlsx) |
+
+## Source: trailofbits/skills
+
+- Repository: [https://github.com/trailofbits/skills](https://github.com/trailofbits/skills) (commit `cfe5d7b`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `c-review` | core | Performs comprehensive C/C++ security review for memory corruption, integer overflows, race conditions, and platform-specific vulnerabilities. Use when auditing native C/C++ applications, reviewing daemons or services for memory safety, or … | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/c-review/skills/c-review) |
+| `rust-review` | core | Performs comprehensive Rust security review for safe/unsafe boundary issues, memory safety in unsafe blocks, concurrency hazards, panic-induced DoS, FFI safety, and async runtime mistakes. Use when auditing Rust crates, services, or … | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/rust-review/skills/rust-review) |
+
+## Source: wanshuiyin/Anti-Autoresearch
+
+- Repository: [https://github.com/wanshuiyin/Anti-Autoresearch](https://github.com/wanshuiyin/Anti-Autoresearch) (commit `c7f7f0d`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `novelty-duplication-advisory` | adjacent | MEMO-ONLY prior-work overlap advisory: surfaces the two ADVISORY taxonomy signals neither a tool nor a model can decide from the paper alone — ADV-TRIVIAL-COMBINATION (standard A+B+C / 缝合 stapling) and ADV-DUPLICATE-PUBLICATION (repackaged … | [source](https://github.com/wanshuiyin/Anti-Autoresearch/tree/c7f7f0d/skills/novelty-duplication-advisory) |
+
+## Source: wanshuiyin/Auto-claude-code-research-in-sleep
+
+- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `research-lit` | adjacent | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/research-lit) |
+| `system-profile` | adjacent | Profile a target (script, process, GPU, memory, interconnect) for performance analysis. Use when user says \"profile\", \"benchmark\", \"bottleneck\", or wants performance analysis. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/skills-codex/system-profile) |
+
+## Source: WenyuChiou/agent-collab-skills
+
+- Repository: [https://github.com/WenyuChiou/agent-collab-skills](https://github.com/WenyuChiou/agent-collab-skills) (commit `f3c4097`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `agent-context-budget` | adjacent | Use when multi-agent work risks context overflow, memory growth, noisy logs, oversized handoffs, cross-session continuation, or parallel Codex and Gemini execution. | [source](https://github.com/WenyuChiou/agent-collab-skills/tree/f3c4097/skills/agent-context-budget) |
+
+## Source: zebbern/claude-code-guide
+
+- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `dataset-quality-audit` | core | Run comprehensive quality checks on tabular data (CSV/Excel/TSV/JSON), detecting missing values, duplicates, outliers, format issues, and type inconsistencies to produce an overall score, grade, and actionable suggestions. Triggered when … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/dataset-quality-audit) |
+
+## 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 |
+|---|---|---|---|
+| `crewai-multi-agent` | core | 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) |
+
+## Source: zxkane/aws-skills
+
+- Repository: [https://github.com/zxkane/aws-skills](https://github.com/zxkane/aws-skills) (commit `68530c6`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `aws-agentic-ai` | core | AWS Bedrock AgentCore comprehensive expert for deploying and managing AI agents at scale. Use when working with any AgentCore service including Gateway, Runtime, Memory, Identity, Code Interpreter, Browser, Observability, Agent Registry, … | [source](https://github.com/zxkane/aws-skills/tree/68530c6/plugins/aws-agentic-ai/skills/aws-agentic-ai) |
diff --git a/references/profile.md b/references/profile.md
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--- /dev/null
+++ b/references/profile.md
@@ -0,0 +1,33 @@
+# Occupation profile — stage machinist
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/50b41847-6dad-4a2e-9427-a0374c2963fd
+- **ESCO code:** 3435.25.4
+- **ISCO-08 group:** 3435 — Other artistic and cultural associate professionals
+
+## Description (ESCO)
+
+Stage machinists manipulate sets and other elements in a performance based on the artistic or creative concept, in interaction with the performers. Their work is influenced by and influences the results of other operators. Therefore, the stage machinists work closely together with the designers, operators and performers. Stage machinists prepare and perform the setup, execute changeovers and operate manual fly bar systems. Their work is based on plans, instructions and calculations.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- chief stage technician
+- theatre mechanist
+- theater machinist
+- flying system operator
+- flying operator
+- theater mechanist
+- stage & lighting technician
+- flyman
+- theatre machinist
+- set mechanics supervisor
+- set technician
+- scene-shifter
+- lighting and stage technician
+- stage and lighting technician
+- lighting & stage technician
+- stage mechanist
+- flying system technician
diff --git a/references/skills.md b/references/skills.md
new file mode 100644
index 0000000..4dd2b4d
--- /dev/null
+++ b/references/skills.md
@@ -0,0 +1,73 @@
+# Competences — stage machinist
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/50b41847-6dad-4a2e-9427-a0374c2963fd).
+
+## Essential
+
+- **adapt artistic plan to location** (skill/competence)
+- **adapt to artists' creative demands** (skill/competence)
+- **attend rehearsals** (skill/competence)
+- **communicate during show** (skill/competence)
+- **consult with stakeholders on implementation of a production** (skill/competence)
+- **draw stage layouts** (skill/competence)
+- **draw up artistic production** (skill/competence)
+- **follow safety procedures when working at heights** (skill/competence)
+- **identify technical resources for performances** (skill/competence)
+- **interpret artistic intentions** (skill/competence)
+- **intervene with actions on stage** (skill/competence)
+- **keep up with trends** (skill/competence)
+- **mark the stage area** (skill/competence)
+- **modify scenic elements during performance** (skill/competence)
+- **operate stage movement control system** (skill/competence)
+- **organise resources for artistic production** (skill/competence)
+- **perform quality control of design during a run** (skill/competence)
+- **prepare personal work environment** (skill/competence)
+- **prevent fire in a performance environment** (skill/competence)
+- **prevent technical problems with stage equipment** (skill/competence)
+- **safeguard artistic quality of performance** (skill/competence)
+- **set up equipment in a timely manner** (skill/competence)
+- **set up technical stage equipment** (skill/competence)
+- **support a designer in the developing process** (skill/competence)
+- **translate artistic concepts to technical designs** (skill/competence)
+- **understand artistic concepts** (skill/competence)
+- **use communication equipment** (skill/competence)
+- **use personal protection equipment** (skill/competence)
+- **use technical documentation** (skill/competence)
+- **work ergonomically** (skill/competence)
+- **work safely with chemicals** (skill/competence)
+- **work safely with machines** (skill/competence)
+- **work safely with mobile electrical systems under supervision** (skill/competence)
+- **work with respect for own safety** (skill/competence)
+
+## Optional
+
+- adapt designers’ work to the performance venue (skill/competence)
+- adapt existing designs to changed circumstances (skill/competence)
+- advise client on technical possibilities (skill/competence)
+- assemble performance equipment (skill/competence)
+- assemble scenic elements on stage (skill/competence)
+- assemble the rehearsal set (skill/competence)
+- coach staff for running the performance (skill/competence)
+- develop professional network (skill/competence)
+- dismantle the rehearsal set (skill/competence)
+- document your own practice (skill/competence)
+- draw up stage layouts digitally (skill/competence)
+- ensure safety of mobile electrical systems (skill/competence)
+- ensure visual quality of the set (skill/competence)
+- handle scenic elements during rehearsal (skill/competence)
+- instruct on set up of equipment (skill/competence)
+- keep personal administration (skill/competence)
+- lead a team (skill/competence)
+- maintain moving constructions on stage (skill/competence)
+- maintain stage equipment for horizontal movement (skill/competence)
+- maintain system layout for a production (skill/competence)
+- manage personal professional development (skill/competence)
+- manage teamwork (skill/competence)
+- manage technical resources stock (skill/competence)
+- monitor developments in technology used for design (skill/competence)
+- operate a chain hoist control system for entertainment (skill/competence)
+- prevent technical problems with scenic elements (skill/competence)
+- provide technical documentation (skill/competence)
+- store performance equipment (skill/competence)
+- update budget (skill/competence)
+- update design results during rehearsals (skill/competence)
diff --git a/references/tasks.md b/references/tasks.md
new file mode 100644
index 0000000..3bf8df1
--- /dev/null
+++ b/references/tasks.md
@@ -0,0 +1,44 @@
+# Tasks & work activities — stage machinist
+
+Source: O*NET 30.3, occupation 27-4015.00 (Lighting Technicians) — manual nearest-occupation mapping via ISCO group 3435; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[nan]** Assess safety of wiring or equipment set-up to determine the risk of fire or electrical shock.
+- **[nan]** Consult with lighting director or production staff to determine lighting requirements.
+- **[nan]** Disassemble and store equipment after performances.
+- **[nan]** Install color effects or image patterns, such as color filters, onto lighting fixtures.
+- **[nan]** Install electrical cables or wire fixtures.
+- **[nan]** Load, unload, or position lighting equipment.
+- **[nan]** Match light fixture settings, such as brightness and color, to lighting design plans.
+- **[nan]** Notify supervisors when major lighting equipment repairs are needed.
+- **[nan]** Operate manual or automated systems to control lighting throughout productions.
+- **[nan]** Patch or wire lights to dimmers or other electronic consoles.
+- **[nan]** Perform minor repairs or routine maintenance on lighting equipment, such as replacing lamps or damaged color filters.
+- **[nan]** Program lighting consoles or load automated lighting control systems onto consoles.
+- **[nan]** Set up and focus light fixtures to meet requirements of television, theater, concerts, or other productions.
+- **[nan]** Set up scaffolding or cranes to assist with setting up of lighting equipment.
+- **[nan]** Test lighting equipment function and desired lighting effects.
+- **[nan]** Visit and assess structural and electrical layout of locations before setting up lighting equipment.
+
+## Detailed work activities
+
+- Attach equipment extensions or accessories.
+- Calibrate equipment to specifications.
+- Collaborate with others to determine design specifications or details.
+- Disassemble equipment for maintenance or repair.
+- Gather information about work conditions or locations.
+- Inspect equipment to ensure safety or proper functioning.
+- Install computer hardware.
+- Install electrical components, equipment, or systems.
+- Load materials or equipment.
+- Notify others of equipment problems.
+- Operate control consoles for sound, lighting or video.
+- Position safety or support equipment.
+- Program equipment to perform production tasks.
+- Repair electrical equipment.
+- Run wiring to connect equipment.
+- Set up material handling gear or equipment, such as rigging, packaging, or temporary structures.
+- Set up still or video cameras or related equipment.
+- Test performance of electrical, electronic, mechanical, or integrated systems or equipment.
+- Unload materials or equipment.
diff --git a/references/tools.md b/references/tools.md
new file mode 100644
index 0000000..2038623
--- /dev/null
+++ b/references/tools.md
@@ -0,0 +1,18 @@
+# Tools & technology — stage machinist
+
+Source: O*NET 30.3, occupation 27-4015.00 (Lighting Technicians) — manual nearest-occupation mapping via ISCO group 3435; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Autodesk AutoCAD | Computer aided design CAD 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 |
+| FileMaker Pro | Data base user interface and query software |  |
+| Microsoft Internet Explorer | Internet browser software |  |
+| Programmable logic controller PLC software | Industrial control software |  |
+| Rockwell RSLogix | Program testing software |  |
+| SAP Maintenance | Enterprise resource planning ERP software |  |