feat: energy-manager skill package v0.1.0

2026-08-14 16:38:24 +02:00
commit 302b0be87c
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — energy-manager
+
+Where the content of this skill package comes from, counted by
+content items (tasks, competences, tools, evidence entries, curated
+knowledge). Rendered live by Gitea:
+
+```mermaid
+%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
+pie showData
+    title Content sources — energy-manager
+    "ESCO (occupation & competences)" : 67
+    "O*NET (tasks & tools)" : 111
+    "Job boards (market evidence)" : 54
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 183
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 67 | 16.0 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 111 | 26.4 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 54 | 12.9 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 5 | 1.2 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 183 | 43.6 % | 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: energy-manager
+description: "Occupational skill for the role 'energy manager' (also: green policy manager, smart energy specialist, environmental compliance manager, energy and sustainability manager, energy procurement manager, energy monitoring manager). Use when the user asks for typical energy manager work such as: typical energy manager responsibilities"
+---
+
+# Energy Manager
+
+Energy managers coordinate the energy use in an organisation, and aim to implement policies for increased sustainability, and minimisation of cost and environmental impact. They monitor the energy demands and use, and develop improvement strategies, as well as researching the most beneficial source of energy for the organisation's needs.
+
+## Core workflow
+
+
+## How to use this skill
+
+- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
+- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
+- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
+- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
+- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
+
+## Key competences (essential)
+
+- adhere to organisational guidelines
+- advise on heating systems energy efficiency
+- advise on sustainable management policies
+- advise on utility consumption
+- alternative energy
+- analyse energy consumption
+- carry out energy management of facilities
+- conduct energy audit
+- corporate social responsibility
+- corporate sustainability
+- create manufacturing guidelines
+- define energy profiles
+- define manufacturing quality criteria
+- develop business case
+- develop energy policy
+
+## Hot technologies
+
+- Autodesk AutoCAD
+- Autodesk AutoCAD Civil 3D
+- Bentley MicroStation
+- C++
+- ESRI ArcGIS software
+- Microsoft Access
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft PowerPoint
+- Microsoft Project
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/a005f8a2-2d8a-433e-8d89-13575f822fd4), O*NET 30.3 (17-2081.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,286 @@
+{
+  "name": "energy-manager",
+  "title": "energy manager",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/a005f8a2-2d8a-433e-8d89-13575f822fd4",
+    "esco_code": "1349.12",
+    "isco_group": "1349",
+    "onet_soc": "17-2081.00",
+    "crosswalk_match": "manual nearest via ISCO 1349 (Environmental Engineers)"
+  },
+  "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": 40,
+    "skills_optional": 26,
+    "software": 0
+  },
+  "enrichment_ai_skills": {
+    "generated": "2026-07-14",
+    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
+    "sources": {
+      "anthropics/skills": {
+        "repo": "https://github.com/anthropics/skills",
+        "commit": "f6656c1",
+        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
+        "skills": 2
+      },
+      "wshobson/agents": {
+        "repo": "https://github.com/wshobson/agents",
+        "commit": "6fd3247",
+        "license": "MIT (c) Seth Hobson",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 1
+      },
+      "silverstein/minutes": {
+        "repo": "https://github.com/silverstein/minutes",
+        "commit": "3fb2e83",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 7
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 7
+      },
+      "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
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 3
+      },
+      "aaron-he-zhu/aaron-marketing-skills": {
+        "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
+        "commit": "b7b0b9f",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "qdrant/skills": {
+        "repo": "https://github.com/qdrant/skills",
+        "commit": "2a06cb1",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "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": 2
+      },
+      "indranilbanerjee/digital-marketing-pro": {
+        "repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
+        "commit": "a3d119c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 8
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "open-gitagent/opengap": {
+        "repo": "https://github.com/open-gitagent/opengap",
+        "commit": "d7a8e2e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "basicmachines-co/basic-memory": {
+        "repo": "https://github.com/basicmachines-co/basic-memory",
+        "commit": "53da71c",
+        "license": "custom (see upstream LICENSE)",
+        "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
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 1
+      },
+      "gooseworks-ai/goose-skills": {
+        "repo": "https://github.com/gooseworks-ai/goose-skills",
+        "commit": "94ec916",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "OpenSenseNova/SenseNova-Skills": {
+        "repo": "https://github.com/OpenSenseNova/SenseNova-Skills",
+        "commit": "d8bb438",
+        "license": "MIT",
+        "skills": 12
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 2
+      },
+      "ljagiello/ctf-skills": {
+        "repo": "https://github.com/ljagiello/ctf-skills",
+        "commit": "d19f35f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 3
+      },
+      "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
+      },
+      "claude-world/director-mode-lite": {
+        "repo": "https://github.com/claude-world/director-mode-lite",
+        "commit": "9d0c333",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ComPDFKit/compdf-skills": {
+        "repo": "https://github.com/ComPDFKit/compdf-skills",
+        "commit": "b77153e",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "hypnguyen1209/offensive-claude": {
+        "repo": "https://github.com/hypnguyen1209/offensive-claude",
+        "commit": "4d62be7",
+        "license": "MIT",
+        "skills": 2
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "JimLiu/baoyu-design": {
+        "repo": "https://github.com/JimLiu/baoyu-design",
+        "commit": "222ccbf",
+        "license": "MIT",
+        "skills": 1
+      },
+      "alinaqi/claude-bootstrap": {
+        "repo": "https://github.com/alinaqi/claude-bootstrap",
+        "commit": "f61ec87",
+        "license": "MIT",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 77,
+      "adjacent": 3
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 67,
+      "onet": 111,
+      "jobads": 54,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 183,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 16.0,
+      "onet": 26.4,
+      "jobads": 12.9,
+      "wiki_ai": 0.0,
+      "anthropic": 1.2,
+      "ai_skills": 43.6,
+      "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 +1,386 @@
+# External AI agent skills — energy-manager
+
+Proven, publicly available AI agent skills mapped to this occupation.
+Nothing is copied from the sources: every entry is a name, a one-line
+summary and a link to the upstream skill package. Each section names
+its source repository, commit, license and retrieval date.
+
+**Tiers:** `core` = the skill directly exercises a top market hard
+skill, tool or method (from gated job-ad evidence) or an essential
+ESCO competence of this occupation; `adjacent` =
+plausibly useful, secondary. Entries are capped at 12 per source
+and 80 in total per occupation (core first,
+strongest matches survive); everything beyond the caps is excluded
+and logged in the pipeline audit trail, not in this package.
+
+_Matched deterministically (ISCO group + title/competence keywords,
+tiered against market evidence + ESCO essentials) by
+`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
+
+## Source: anthropics/skills
+
+- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
+- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
+| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
+
+## Source: wshobson/agents
+
+- Repository: [https://github.com/wshobson/agents](https://github.com/wshobson/agents) (commit `6fd3247`, retrieved 2026-07-14)
+- License: MIT (c) Seth Hobson
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `team-collaboration-dx-optimizer (agent)` | adjacent | Developer Experience specialist. Improves tooling, setup, and workflows. Use PROACTIVELY when setting up new projects, after team feedback, or when development friction is noticed. | [source](https://github.com/wshobson/agents/tree/main/plugins/team-collaboration/agents/dx-optimizer.md) |
+
+## Source: a5c-ai/babysitter
+
+- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `unified-memory` | core | Expert skill for CUDA Unified Memory and memory prefetching optimization. Configure managed memory allocations, implement memory prefetch strategies, handle page fault analysis, configure memory hints and advise, profile unified memory … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/unified-memory) |
+| `unity-profiler` | core | Unity Profiler skill for performance analysis, frame debugging, memory profiling, and optimization workflows. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/unity-profiler) |
+| `gpu-memory-analysis` | core | Specialized skill for GPU memory hierarchy analysis and optimization. Analyze memory access patterns, detect bank conflicts, optimize cache utilization, profile global memory bandwidth, and generate optimized memory access code patterns. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/gpu-memory-analysis) |
+| `memlab-analysis` | core | Expert skill for JavaScript memory leak detection using Facebook MemLab. Configure MemLab scenarios, execute memory leak detection runs, analyze heap snapshots, identify detached DOM elements, find event listener leaks, and integrate with … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/performance-optimization/skills/memlab-analysis) |
+| `memory-analysis` | core | Embedded memory analysis, optimization, and leak detection | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/memory-analysis) |
+| `memory-leak-detector` | core | Detect memory leaks in desktop applications through heap analysis and object tracking | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/desktop-development/skills/memory-leak-detector) |
+| `pandas-dataframe-analyzer` | core | Automated DataFrame analysis skill for statistical summaries, missing value detection, data type inference, and memory optimization recommendations. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/pandas-dataframe-analyzer) |
+| `nsight-profiler` | core | Expert skill for NVIDIA Nsight Systems and Nsight Compute profiling tools. Configure profiling sessions, analyze kernel reports, interpret occupancy metrics, roofline model data, memory bandwidth bottlenecks, and warp execution efficiency. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/nsight-profiler) |
+
+## 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) |
+| `content-gap-analysis` | core | Use when the user asks to "find content gaps", "竞品写了什么", or "还应该写什么"; builds a competitor-relative coverage map of missing topics, keyword gaps, and editorial-calendar opportunities. Not for raw keyword demand discovery — use … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/seo-geo/research/content-gap-analysis) |
+
+## 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 |
+|---|---|---|---|
+| `google-workspace-ops` | core | Operate across Google Drive, Docs, Sheets, and Slides as one workflow surface for plans, trackers, decks, and shared documents. Use when the user needs to find, summarize, edit, migrate, or clean up Google Workspace assets without dropping … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/google-workspace-ops) |
+
+## 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) |
+| `cre-underwriting` | core | CRE Underwriting analysis suite — 3 specialist skills for building pro formas, running sensitivity scenarios, and writing investment committee memos for multifamily acquisitions. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-underwriting) |
+
+## Source: alinaqi/claude-bootstrap
+
+- Repository: [https://github.com/alinaqi/claude-bootstrap](https://github.com/alinaqi/claude-bootstrap) (commit `f61ec87`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `code-graph` | core | AST-based code graph for fast symbol lookup, dependency analysis, and blast radius via codebase-memory-mcp MCP server | [source](https://github.com/alinaqi/claude-bootstrap/tree/f61ec87/skills/code-graph) |
+
+## 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 |
+|---|---|---|---|
+| `founder-coach` | core | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) |
+
+## 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-literary-analysis` | core | 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) |
+
+## 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) |
+| `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) |
+
+## Source: claude-world/director-mode-lite
+
+- Repository: [https://github.com/claude-world/director-mode-lite](https://github.com/claude-world/director-mode-lite) (commit `9d0c333`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `handoff-gemini` | core | Delegate long-context analysis, research, and large-document summarization to Google Gemini CLI (1M-token context) via non-interactive `gemini -p`, preserving Claude context. Use when the user says 'use gemini'/'hand off to gemini' or a … | [source](https://github.com/claude-world/director-mode-lite/tree/9d0c333/skills/handoff-gemini) |
+
+## Source: ComPDFKit/compdf-skills
+
+- Repository: [https://github.com/ComPDFKit/compdf-skills](https://github.com/ComPDFKit/compdf-skills) (commit `b77153e`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `pdf-to-word-docx` | core | PDF to Word converts PDF to editable Word/DOCX with AI-powered layout analysis and table recognition, built on ComPDF Conversion SDK to better preserve tables, multi-column layouts, lists, and images for downstream editing. It fits … | [source](https://github.com/ComPDFKit/compdf-skills/tree/b77153e/skills/pdf-to-word-docx) |
+
+## 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 |
+|---|---|---|---|
+| `docx` | core | 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) |
+| `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) |
+| `xlsx` | core | 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) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `it-operations` | core | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) |
+| `Excel Analysis` | core | Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/excel-analysis) |
+| `code-review-excellence` | core | Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systematic analysis, and collaborative improvement. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/code-review-excellence) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `xlsx` | core | Spreadsheet toolkit (.xlsx/.csv). Create/edit with formulas/formatting, analyze data, visualization, recalculate formulas, for spreadsheet processing and analysis. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/xlsx) |
+
+## Source: gooseworks-ai/goose-skills
+
+- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `investor-call-prep` | core | Prepare for investor calls by pulling upcoming meetings from Google Calendar, deeply researching each investor and their firm (website scraping, portfolio analysis, thesis extraction), checking for competitor conflicts, and outputting an … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/research/capabilities/investor-call-prep) |
+
+## 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) |
+| `malware-analysis` | core | Use when reverse-engineering or detecting malware — static triage + capa/YARA-X, emulation/DBI/.NET unpacking, dynamic/fileless/Volatility 3 memory analysis, C2 config extraction (Cobalt Strike/CAPE), C2 traffic detection (JA4+, beaconing) | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/malware-analysis) |
+
+## 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 |
+|---|---|---|---|
+| `qbr-plan` | core | 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: 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 |
+|---|---|---|---|
+| `twinmind-data-handling` | core | Handle TwinMind meeting data with GDPR compliance: transcript storage, memory vault management, data export, and deletion policies. Use when implementing data handling, or managing TwinMind meeting AI operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-data-handling) |
+| `profiling-application-performance` | core | Execute this skill enables AI assistant to profile application performance, analyzing cpu usage, memory consumption, and execution time. it is triggered when the user requests performance analysis, bottleneck identification, or … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/application-profiler/skills/profiling-application-performance) |
+| `adobe-core-workflow-b` | core | Execute Adobe PDF Services workflow: create PDFs from HTML/DOCX, extract text/tables, document generation from templates, and PDF-to-Markdown conversion. Use when building document automation, extracting content from PDFs, or generating … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/adobe-pack/skills/adobe-core-workflow-b) |
+| `assemblyai-core-workflow-a` | core | Execute AssemblyAI primary workflow: async transcription with audio intelligence. Use when transcribing audio/video files, enabling speaker diarization, sentiment analysis, entity detection, PII redaction, or content moderation. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/assemblyai-pack/skills/assemblyai-core-workflow-a) |
+| `excel-lbo-modeler` | core | Build leveraged buyout (LBO) models in Excel with debt schedules and IRR analysis. Use when structuring LBO transactions or analyzing PE returns. Trigger with phrases like ''excel lbo'', ''build lbo model'', ''calculate pe returns''.  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-lbo-modeler) |
+| `excel-variance-analyzer` | core | Analyze budget vs actual variances in Excel with drill-down and root cause analysis. Use when performing variance analysis or explaining budget differences. Trigger with phrases like ''excel variance'', ''analyze budget variance'', … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-variance-analyzer) |
+| `gamma-migration-deep-dive` | core | Deep dive into migrating to Gamma from other presentation platforms. Use when migrating from PowerPoint, Google Slides, Canva, or other presentation tools to Gamma. Trigger with phrases like "gamma migration", "migrate to gamma", "gamma … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/gamma-pack/skills/gamma-migration-deep-dive) |
+
+## Source: JimLiu/baoyu-design
+
+- Repository: [https://github.com/JimLiu/baoyu-design](https://github.com/JimLiu/baoyu-design) (commit `222ccbf`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `baoyu-design` | core | Create polished design artifacts as self-contained HTML: UI mockups, interactive prototypes, wireframes, landing pages, dashboards, app screens, mobile apps, slide decks (a.k.a. PPT / PowerPoint presentations), and visual explorations. Use … | [source](https://github.com/JimLiu/baoyu-design/tree/222ccbf/skills/baoyu-design) |
+
+## Source: ljagiello/ctf-skills
+
+- Repository: [https://github.com/ljagiello/ctf-skills](https://github.com/ljagiello/ctf-skills) (commit `d19f35f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ctf-forensics` | core | Provides digital forensics and signal analysis techniques for CTF challenges. Use when analyzing disk images, memory dumps, event logs, network captures, cryptocurrency transactions, steganography, PDF analysis, Windows registry, … | [source](https://github.com/ljagiello/ctf-skills/tree/d19f35f/ctf-forensics) |
+
+## Source: microsoft/skills
+
+- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `azure-ai-translation-document-py` | core | Azure AI Document Translation SDK for batch translation of documents with format preservation. Use for translating Word, PDF, Excel, PowerPoint, and other document formats at scale. Triggers: "document translation", "batch translation", … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-python/skills/azure-ai-translation-document-py) |
+
+## Source: mohitagw15856/pm-claude-skills
+
+- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `win-loss-analysis` | core | Analyze why deals are won and lost and turn it into an action plan. Use when asked to run a win/loss analysis, review closed-won and closed-lost deals, understand why the team is losing to a competitor, or summarize sales feedback into … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-pmm/skills/win-loss-analysis) |
+| `kyc-escalation` | core | Write an internal KYC/AML escalation memo: a factual time-stamped trigger description, customer-profile vs activity mismatch analysis, red-flag taxonomy mapping, outstanding information, and a recommendation with rationale. Use when asked … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-banking/skills/kyc-escalation) |
+
+## Source: mukul975/Anthropic-Cybersecurity-Skills
+
+- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
+| `analyzing-linux-kernel-rootkits` | core | Detect kernel-level rootkits in Linux memory dumps using Volatility3 linux plugins (check_syscall, lsmod, hidden_modules), rkhunter system scanning, and /proc vs /sys discrepancy analysis to identify hooked syscalls, hidden kernel modules, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-linux-kernel-rootkits) |
+| `performing-endpoint-forensics-investigation` | core | Performs digital forensics investigation on compromised endpoints including memory acquisition, disk imaging, artifact analysis, and timeline reconstruction. Use when investigating security incidents, collecting evidence for legal … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-endpoint-forensics-investigation) |
+| `analyzing-memory-forensics-with-lime-and-volatility` | core | Performs Linux memory acquisition using LiME (Linux Memory Extractor) kernel module and analysis with Volatility 3 framework. Extracts process lists, network connections, bash history, loaded kernel modules, and injected code from Linux … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-forensics-with-lime-and-volatility) |
+| `conducting-memory-forensics-with-volatility` | core | Performs memory forensics analysis using Volatility 3 to extract evidence of malware execution, process injection, network connections, and credential theft from RAM dumps captured during incident response. Covers memory acquisition, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/conducting-memory-forensics-with-volatility) |
+| `detecting-process-injection-techniques` | core | Detects and analyzes process injection techniques used by malware including classic DLL injection, process hollowing, APC injection, thread hijacking, and reflective loading. Uses memory forensics, API monitoring, and behavioral analysis … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-process-injection-techniques) |
+| `extracting-config-from-agent-tesla-rat` | core | Extract embedded configuration from Agent Tesla RAT samples including SMTP/FTP/Telegram exfiltration credentials, keylogger settings, and C2 endpoints using .NET decompilation and memory analysis. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/extracting-config-from-agent-tesla-rat) |
+
+## Source: open-gitagent/opengap
+
+- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `document-review` | core | Reviews financial documents (prospectuses, ADVs, marketing materials) for FINRA 2210 compliance, required disclosures, and balanced presentation. Use when reviewing financial statements, audit documents, regulatory filings, or when the … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/full/skills/document-review) |
+
+## Source: OpenSenseNova/SenseNova-Skills
+
+- Repository: [https://github.com/OpenSenseNova/SenseNova-Skills](https://github.com/OpenSenseNova/SenseNova-Skills) (commit `d8bb438`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `pivot-table-cross-analysis` | core | 利用交叉表与热力图对分类数据进行多维度占比分析，适用于奖项分布、绩效评估或市场占有率等结构化数据的清洗与可视化。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-analysis/pivot-table-analysis) |
+| `sn-da-large-file-analysis` | core | 万行以上 Excel 数据集的高性能分析引擎。提供 openpyxl read_only 流式读取（iter_rows 支持 10 万行以上）、Parquet 转换加速、内存优化、分块处理和大文件写入模式。**遇到以下任一情况就主动使用本 skill**：①数据行数 ≥ 10k（由 sn-da-excel-workflow 的行数评估步骤触发）；②用户出现触发词：大文件 / 大数据量 / 性能优化 / 内存不足 / OOM / 百万行 / 十万行 / 流式读取 / … | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-large-file-analysis) |
+| `category-filtering-and-difficulty-analysis` | core | 对Excel数据进行自定义分类统计、交叉分析与可视化，并基于多维度指标（如文本长度、术语密度、正则匹配等）进行综合评分与分级，适用于多类别数据分布统计及文本内容难度/质量评估场景。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-filtering/category-filtering) |
+| `dynamic-large-file-parquet-analysis` | core | 动态统计Excel总行数，当数据量过大（≥10000行）时自动转换为Parquet格式加速读取，并对指定目标列进行条件筛选、分类汇总与结果导出，适用于超大体积Excel文件的快速读取与统计分析。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-table-styling/table-theme-styling) |
+| `dynamic-percentage-and-large-file-analysis` | core | 根据文件行数动态切换大文件处理策略（Parquet转换），通过逐行扫描或列匹配提取关键指标并计算占比、均值等统计量，最终输出结构化Excel报告及可视化图表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-statistics/percentage-calculation) |
+| `excel-data-analysis-and-report-generation` | core | 从Excel提取多类型数据，并生成包含可视化图表与下载链接的综合分析报告。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-result-export/report-generation-export) |
+| `excel-multi-sheet-dynamic-analysis` | core | 用于分析包含多个Sheet的Excel文件，动态判断数据量级以决定是否转换为Parquet进行大文件处理，并支持跨Sheet的特定字段统计、数据清洗、交叉分析与可视化，最终生成带下载链接的汇总报告。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/specific-sheet-reading) |
+| `excel-multi-sheet-threshold-analysis` | core | 统计多Sheet Excel总行数并根据规模选择处理策略，提取特定维度信息进行去重统计，并生成摘要与明细报表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/duplicate-removal) |
+| `excel-smart-analysis-and-cleaning` | core | 对多 Sheet Excel 进行智能清洗、跨表核对与可视化分析。。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/missing-value-handling) |
+| `excel-threshold-analysis-and-styling` | core | 根据 Excel 数据量级自动判断处理策略，执行数值列清洗、条件过滤，并使用 openpyxl 对符合条件的单元格进行样式标记与导出。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-filtering/threshold-filtering) |
+| `group-by-analysis` | core | 对多 Sheet 的 Excel 文件进行行数统计、大文件 Parquet 转换预处理、数据清洗及分组聚合分析，并生成带样式标记的统计表与可视化图表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-analysis/group-by-analysis) |
+| `large-excel-analysis-and-formatting` | core | 用于处理多Sheet大型Excel文件，支持大文件Parquet格式转换提速，并使用openpyxl生成带条件高亮和自定义样式的格式化Excel报告及下载链接。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/large-excel-reading) |
+
+## 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: 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-performance-optimization` | core | Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. Use when planning configuration or capacity changes to improve speed and efficiency. For diagnosing an active … | [source](https://github.com/qdrant/skills/tree/2a06cb1/skills/qdrant-performance-optimization) |
+
+## 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 |
+|---|---|---|---|
+| `V3 Performance Optimization` | core | Achieve aggressive v3 performance targets: 2.49x-7.47x Flash Attention speedup, 150x-12,500x search improvements, 50-75% memory reduction. Comprehensive benchmarking and optimization suite. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/v3-performance-optimization) |
+
+## 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 |
+|---|---|---|---|
+| `V3 Performance Optimization` | core | Achieve aggressive v3 performance targets: 2.49x-7.47x Flash Attention speedup, 150x-12,500x search improvements, 50-75% memory reduction. Comprehensive benchmarking and optimization suite. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/v3-performance-optimization) |
+
+## 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` | core | 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-mirror` | core | Self-coaching analysis of your own behavior across meetings — talk-time ratio, filler words, hedging language, monologue length, energy patterns, and (when meetings are tagged via /minutes-tag) what your behavior in winning meetings looks … | [source](https://github.com/silverstein/minutes/tree/3fb2e83/.agents/skills/minutes/minutes-mirror) |
+
+## 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 |
+|---|---|---|---|
+| `docx` | core | 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) |
+| `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) |
+| `xlsx` | core | 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: 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 |
+|---|---|---|---|
+| `docx` | core | 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) |
+| `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) |
+| `xlsx` | core | 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: 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 |
+|---|---|---|---|
+| `system-profile` | core | 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: 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 |
+|---|---|---|---|
+| `regression-modeler` | core | Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language interpretation. Triggered by requests for regression modeling, fitting data, testing significance, … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/regression-modeler) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,68 @@
+# Berufsbild (Deutschland) — Energiemanager/in
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 93410,
+> KldB 2010: B 71384 · via öffentliche BERUFENET-API,
+> abgerufen 2026-07-12. Automatisches Label-Matching
+> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim
+> Original: https://web.arbeitsagentur.de/berufenet/beruf/93410
+
+## Aufgaben und Tätigkeiten kompakt
+
+Energiemanager und Energiemanagerinnen analysieren Energieverbräuche, entwickeln Konzepte zur Effizienzsteigerung und senken so Betriebskosten von Unternehmen. Sie bewerten Maschinen und Anlagen hinsichtlich Wirtschaftlichkeit und ihrem Energiesparpotenzial, schätzen den Energiebedarf ein und verhandeln mit Versorgungsunternehmen. Sie übernehmen auch betriebswirtschaftliche Tätigkeiten wie Teilaufgabe der Unternehmensführung, die Planungs-, Kontroll- und Koordinationsaufgaben zur Steuerung des Unternehmens umfasst
+" name="Controlling">Controlling und Finanzierungsplanung und setzen sich mit rechtlichen Fragen auseinander. In der Beratung erfassen sie Energieverbrauchsdaten, beurteilen Gebäudetechnik und erstellen Sanierungskonzepte für öffentliche Einrichtungen, Unternehmen oder Privatpersonen. Bei Bauprojekten prüfen sie Energiemaßnahmen auf ihre Wirksamkeit und führen in großen Betrieben Systematische und unabhängige Untersuchung bzw. Prüfung einer Aktivität und deren Ergebnisse; Vorhandensein und sachgerechte Anwendung spezifischer Anforderungen werden dadurch beurteilt und dokumentiert
+" name="Audit">Energieaudits durch.
+
+## Tätigkeitsbezeichnungen
+
+Energiemanager/in
+
+Berufsbezeichnungen in englischer SpracheEnergy account manager (m/f)
+
+Energy manager (m/f)
+
+Berufsbezeichnung in französischer SpracheManager (m/f) énergie
+
+## Die Tätigkeit im Überblick
+
+Energiemanager und Energiemanagerinnen entwickeln und realisieren Energieeffizienzkonzepte aller Art und übernehmen das wirtschaftliche Projektmanagement sowie Beratungsaufgaben im Bereich Energie.
+
+## Trends
+
+Innovation durch WasserstoffWasserstoff, der alternativ zu fossilen Brennstoffen und Energiequellen per Elektrolyse aus Sonnen- oder Windstrom erzeugt wird, dient als Schlüsselelement der deutschen Energiewende. Er hilft dabei, den CO2-Ausstoß in Industrie und Verkehr zu verringern. In Zukunft sollen Lastwägen, Schiffe, Flugzeuge und Züge mit Wasserstoffantrieb Güter und Menschen transportieren. Grüner Wasserstoff soll u.a. auch als Rohstoff in der Chemie- und Kosmetikindustrie dienen oder zum Betreiben von Anlagen im Maschinenbau. Fach- und Führungskräfte in den entsprechenden Bereichen werden sich mit diesen Entwicklungen vertraut machen.
+Energiewende und Künstliche Intelligenz (KI)Künstliche Intelligenz (KI) beschleunigt künftig den Ausbau erneuerbarer Energien im Strom-, Wärme- und Verkehrsbereich. Sie unterstützt die Energiewende durch sinkende Treibhausgasemissionen. Mithilfe von KI analysieren Energieunternehmen Sensor- und Wetterdaten intelligenter und erstellen so präzisere Prognosen zur Netzauslastung. Auf Basis dieser Prognosen erhöhen sie die Stabilität und die Versorgungssicherheit von Stromnetzen. Weitere Einsatzmöglichkeiten liegen in der Vorausschauenden Wartung (Predictive Maintenance), der Optimierung von Energieanlagen und in der frühzeitigen Erkennung von Cyberattacken auf bspw. Kraftwerke und Energienetze. Fach- und Führungskräfte aus der Energiewirtschaft werden sich mit KI und ihren Möglichkeiten beschäftigen.
+
+## Aufgaben und Tätigkeiten (Beschreibung)
+
+Worum geht es?Energiemanager/innen entwickeln und realisieren Energieeffizienzkonzepte aller Art und übernehmen das wirtschaftliche Projektmanagement sowie Beratungsaufgaben im Bereich Energie.
+EnergieeffizienzIn energieintensiven Industrieunternehmen und im Bereich der städtischen Energieversorgung sind Energiemanager/innen hauptsächlich damit betraut, den Energieverbrauch zu optimieren. Sie planen und realisieren Energieeffizienzkonzepte, die sowohl zur Senkung der Betriebskosten als auch zum Umwelt- und Klimaschutz beitragen. Hierzu erstellen sie Berechnungen zum vergangenen und erwarteten Energieverbrauch, recherchieren nach kostengünstigeren Energiequellen, verhandeln mit Energieversorgungsunternehmen, schließen Energielieferverträge ab, bewerten Prozesse in energietechnischer Hinsicht oder sind mit der Entwicklung und Realisierung neuer Produktionsabläufe oder -verfahren befasst. Da sie sowohl über Kenntnisse im Bereich Energietechnik als auch über betriebswirtschaftliches Know-how verfügen, fungieren sie oftmals als Schnittstelle zwischen Ingenieuren und Ingenieurinnen und der Geschäftsleitung. Energiemanager/innen übernehmen zudem allgemeine betriebswirtschaftliche Aufgaben, z.B. das Teilaufgabe der Unternehmensführung, die Planungs-, Kontroll- und Koordinationsaufgaben zur Steuerung des Unternehmens umfasst
+" name="Controlling">Controlling bzw. das Finanz- und Rechnungswesen, oder sie sind in den Bereichen Marketing und Verfahrens- bzw. Produktentwicklung tätig.
+Regenerative Energien und EnergiemärkteBei ihrer Arbeit berücksichtigen Energiemanager/innen die jeweils gültigen Richtlinien und Gesetze zum Umwelt- und Klimaschutz. Für eine nachhaltige Energieversorgung gewinnen regenerative Energiequellen an Bedeutung. Deshalb sind Energiemanager/innen bemüht, die benötigte Energie statt aus Atom- oder Kohlekraftwerken z.B. aus Solar-, Wind- und Wasserkraftwerken zu beziehen. Da der Umstieg auf eine umwelt- und klimaschonende Variante der Energienutzung meist nicht sofort vollzogen werden kann, erwägen Energiemanager/innen auch die Kombination unterschiedlicher Energiesysteme. Energiemanager/innen, die bei Energieversorgungsunternehmen beschäftigt sind, sind z.B. an der Preispolitik des Unternehmens beteiligt. Unter Beobachtung der Konkurrenz Kostenermittlung, Berechnung
+ Kaufmännisch-betriebswirtschaftlich: Teilgebiet der Kostenrechnung
+" name="Kalkulation">kalkulieren sie die Energiepreise und erstellen Angebote sowohl für Industrieunternehmen als au
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+EnergieeffizienzkonzepteEnergieverbrauch des Unternehmens, der Institution oder der Kommune berechnen und analysieren, Betriebsprozesse in energietechnischer und ökonomischer Hinsicht bewerten
+
+in Zusammenarbeit mit Ingenieuren und Ingenieurinnen Sanierungskonzepte zur Energieeinsparung entwickeln bzw. Produktionsabläufe optimieren; betriebswirtschaftliches Projektmanagement übernehmen
+
+kostengünstige Energiequellen recherchieren, mit Energielieferanten verhandeln, Verträge mit Energieversorgungsunternehmen abschließen; dabei rechtliche Aspekte klären
+
+energietechnische Investitions- und Finanzierungsplanung übernehmen
+
+in Energieversorgungsunternehmen ggf. an Gestaltung der Preispolitik und Erschließung neuer Märkte mitwirken
+
+Beratung und BewertungUnternehmen, Institutionen und Kommunen zu regenerativen Energien beraten, dabei Kombination unterschiedlicher Energiesysteme berücksichtigen
+
+Maßnahmen zur Energieeffizienz bewerten, z.B. bei Bauprojekten gebäudetechnische Anlagen im Hinblick auf Wärmeschutz beurteilen
+
+Kundschaft und Unternehmen zu Energiesparmaßnahmen beraten
+
+Systematische und unabhängige Untersuchung bzw. Prüfung einer Aktivität und deren Ergebnisse; Vorhandensein und sachgerechte Anwendung spezifischer Anforderungen werden dadurch beurteilt und dokumentiert
+" name="Audit">Energieaudits für große Unternehmen durchführen
+
+an internationalen Energieprojekten, z.B. im Bereich Dekarbonisierung, mitwirken
+
+Wissenschaft und Lehrean Forschungsvorhaben mitwirken und Berichte verfassen
+
+Lehrveranstaltungen durchführen, ggf. Prüfungen abnehmen
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,86 @@
+# Market evidence report — energy-manager
+
+Source: **17 real job ads** (JSearch API, countries: us 17), extracted into the MSSQL evidence store; as of 2026-07-11.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 14 | 82 % |
+| senior | 2 | 12 % |
+| n/a | 1 | 6 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Microsoft Excel | 9 | 53 % |
+| 2 | Microsoft PowerPoint | 4 | 24 % |
+| 3 | G Suite | 3 | 18 % |
+| 4 | Microsoft Word | 3 | 18 % |
+| 5 | Salesforce | 3 | 18 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | data analysis | 6 | 35 % |
+| 2 | project management | 5 | 29 % |
+| 3 | financial analysis | 4 | 24 % |
+| 4 | risk assessment | 4 | 24 % |
+| 5 | contract compliance | 3 | 18 % |
+| 6 | energy contract management | 3 | 18 % |
+| 7 | project development | 3 | 18 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | responsible ai practices | 4 | 24 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | contract execution | 3 | 18 % |
+| 2 | dispute resolution | 3 | 18 % |
+| 3 | financial commitment monitoring | 3 | 18 % |
+
+## Regional breakdown
+
+> **Corpus note:** 17 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** — 17 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 |
+|---|---|
+| Energy Manager | 3 |
+| Energy Manager - (On-Site) | 2 |
+| Energy Manager (Energy Supply and Interconnection Contracts) | 2 |
+| Climate and Energy Manager | 1 |
+| Director of Engineering and Energy Management | 1 |
+| Energy Management Consultant | 1 |
+| Energy Manager - Onsite Generation Solutions | 1 |
+| Energy Manager – Smart Building & Sustainability | 1 |
+| Energy Manager 7 | 1 |
+| Energy Manager, Power Delivery | 1 |
+| Energy Manager, Power Supply | 1 |
+| Manager, Facilities Maintenance - Energy & Sustainability | 1 |
+| SENIOR MANAGER OF ENERGY SERVICES | 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 +1,25 @@
+# Occupation profile — energy manager
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/a005f8a2-2d8a-433e-8d89-13575f822fd4
+- **ESCO code:** 1349.12
+- **ISCO-08 group:** 1349 — Professional services managers not elsewhere classified
+
+## Description (ESCO)
+
+Energy managers coordinate the energy use in an organisation, and aim to implement policies for increased sustainability, and minimisation of cost and environmental impact. They monitor the energy demands and use, and develop improvement strategies, as well as researching the most beneficial source of energy for the organisation's needs.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- green policy manager
+- smart energy specialist
+- environmental compliance manager
+- energy and sustainability manager
+- energy procurement manager
+- energy monitoring manager
+- environmental sustainability manager
+- energy policy manager
+- energy demand forecasting manager
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,103 @@
+# Competences — energy manager
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/a005f8a2-2d8a-433e-8d89-13575f822fd4).
+
+## Essential
+
+- **adhere to organisational guidelines** (skill/competence)
+- **advise on heating systems energy efficiency** (skill/competence)
+- **advise on sustainable management policies** (skill/competence)
+- **advise on utility consumption** (skill/competence)
+- **alternative energy** (knowledge)
+- **analyse energy consumption** (skill/competence)
+- **carry out energy management of facilities** (skill/competence)
+- **conduct energy audit** (skill/competence)
+- **corporate social responsibility** (knowledge)
+- **corporate sustainability** (knowledge)
+- **create manufacturing guidelines** (skill/competence)
+- **define energy profiles** (skill/competence)
+- **define manufacturing quality criteria** (skill/competence)
+- **develop business case** (skill/competence)
+- **develop energy policy** (skill/competence)
+- **develop manufacturing policies** (skill/competence)
+- **develop staff** (skill/competence)
+- **electrical power safety regulations** (knowledge)
+- **electricity consumption** (knowledge)
+- **energy conservation** (knowledge)
+- **energy efficiency** (knowledge)
+- **energy performance of buildings** (knowledge)
+- **establish daily priorities** (skill/competence)
+- **follow company standards** (skill/competence)
+- **identify energy needs** (skill/competence)
+- **liaise with managers** (skill/competence)
+- **manage budgets** (skill/competence)
+- **manage logistics** (skill/competence)
+- **manage staff** (skill/competence)
+- **manage supplies** (skill/competence)
+- **manufacturing processes** (knowledge)
+- **meet deadlines** (skill/competence)
+- **prepare energy performance contracts** (skill/competence)
+- **promote environmental awareness** (skill/competence)
+- **promote innovative infrastructure design** (skill/competence)
+- **promote sustainable energy** (skill/competence)
+- **resource-efficient technologies** (knowledge)
+- **strive for company growth** (skill/competence)
+- **supervise daily information operations** (skill/competence)
+- **sustainable technologies** (knowledge)
+
+## Optional
+
+- advise on hazards of heating systems (skill/competence)
+- analyse energy market trends (skill/competence)
+- calculate utility payments (skill/competence)
+- collaborate on international energy projects (skill/competence)
+- contract law (knowledge)
+- develop energy saving concepts (skill/competence)
+- energy market (knowledge)
+- ensure equipment availability (skill/competence)
+- ensure equipment maintenance (skill/competence)
+- execute feasibility study on hydrogen (skill/competence)
+- gas consumption (knowledge)
+- gas market (knowledge)
+- green building standards (knowledge)
+- identify faults in utility meters (skill/competence)
+- industrial heating systems (knowledge)
+- inspect industrial equipment (skill/competence)
+- monitor utility equipment (skill/competence)
+- negotiate improvement with suppliers (skill/competence)
+- negotiate terms with suppliers (skill/competence)
+- perform smart grid feasibility study (skill/competence)
+- plan health and safety procedures (skill/competence)
+- renewable energy (knowledge)
+- smart grids systems (knowledge)
+- write research proposals (skill/competence)
+- write scientific publications (skill/competence)
+- zero-energy building design (knowledge)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 17 ads, as of 2026-07-11)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- data analysis — **35 %**
+- project management — **29 %**
+- risk assessment — **24 %**
+- financial analysis — **24 %**
+- contract compliance — **18 %**
+- energy contract management — **18 %**
+- project development — **18 %**
+
+### Methods
+
+- responsible ai practices — **24 %**
+
+### Responsibilities
+
+- contract execution — **18 %**
+- dispute resolution — **18 %**
+- financial commitment monitoring — **18 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,65 @@
+# Tasks & work activities — energy manager
+
+Source: O*NET 30.3, occupation 17-2081.00 (Environmental Engineers) — manual nearest-occupation mapping via ISCO group 1349; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Prepare, review, or update environmental investigation or recommendation reports.
+- **[Core]** Obtain, update, or maintain plans, permits, or standard operating procedures.
+- **[Core]** Provide technical support for environmental remediation or litigation projects, including remediation system design or determination of regulatory applicability.
+- **[Core]** Monitor progress of environmental improvement programs.
+- **[Core]** Inspect industrial or municipal facilities or programs to evaluate operational effectiveness or ensure compliance with environmental regulations.
+- **[Core]** Provide administrative support for projects by collecting data, providing project documentation, training staff, or performing other general administrative duties.
+- **[Core]** Develop proposed project objectives and targets and report to management on progress in attaining them.
+- **[Core]** Advise corporations or government agencies of procedures to follow in cleaning up contaminated sites to protect people and the environment.
+- **[Core]** Advise industries or government agencies about environmental policies and standards.
+- **[Core]** Inform company employees or other interested parties of environmental issues.
+- **[Core]** Assess the existing or potential environmental impact of land use projects on air, water, or land.
+- **[Core]** Assist in budget implementation, forecasts, or administration.
+- **[Core]** Develop site-specific health and safety protocols, such as spill contingency plans or methods for loading or transporting waste.
+- **[Core]** Coordinate or manage environmental protection programs or projects, assigning or evaluating work.
+- **[Core]** Serve as liaison with federal, state, or local agencies or officials on issues pertaining to solid or hazardous waste program requirements.
+- **[Core]** Prepare hazardous waste manifests or land disposal restriction notifications.
+- **[Core]** Develop or present environmental compliance training or orientation sessions.
+- **[Core]** Develop, implement, or manage plans or programs related to conservation or management of natural resources.
+- **[Supplemental]** Assess, sort, characterize, or pack known or unknown materials.
+- **[Core]** Request bids from suppliers or consultants.
+- **[Core]** Provide environmental engineering assistance in network analysis, regulatory analysis, or planning or reviewing database development.
+- **[Core]** Design, or supervise the design of, systems, processes, or equipment for control, management, or remediation of water, air, or soil quality.
+- **[Core]** Direct installation or operation of environmental monitoring devices or supervise related data collection programs.
+- **[Core]** Prepare or present public briefings on the status of environmental engineering projects.
+- **[Core]** Write reports or articles for Web sites or newsletters related to environmental engineering issues.
+- **[Core]** Collaborate with environmental scientists, planners, hazardous waste technicians, engineers, experts in law or business, or other specialists to address environmental problems.
+- **[Core]** Provide assistance with planning, quality assurance, safety inspection protocols, or sampling as part of a team conducting multimedia inspections at complex facilities.
+- **[Core]** Prepare, maintain, or revise quality assurance documentation or procedures.
+- **[Core]** Attend professional conferences to share information.
+
+## Detailed work activities
+
+- Advise others regarding green practices or environmental concerns.
+- Assist engineers or scientists with research.
+- Attend conferences or workshops to maintain professional knowledge.
+- Confer with other personnel to resolve design or operational problems.
+- Confer with technical personnel to prepare designs or operational plans.
+- Design environmental control systems.
+- Determine operational criteria or specifications.
+- Develop technical methods or processes.
+- Direct environmental development activities.
+- Exchange information with colleagues.
+- Explain project details to the general public.
+- Inspect facilities or sites to determine if they meet specifications or standards.
+- Investigate the environmental impact of projects.
+- Maintain operational records or records systems.
+- Monitor activities affecting environmental quality.
+- Package materials for transport.
+- Prepare detailed work plans.
+- Prepare operational reports.
+- Prepare procedural documents.
+- Prepare project budgets.
+- Prepare research or technical reports on environmental issues.
+- Prepare technical or operational reports.
+- Purchase materials, equipment, or other resources.
+- Teach safety standards or environmental compliance methods.
+- Test characteristics of materials or structures.
+- Train personnel on proper operational procedures.
+- Write reports or evaluations.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,76 @@
+# Tools & technology — energy manager
+
+Source: O*NET 30.3, occupation 17-2081.00 (Environmental Engineers) — manual nearest-occupation mapping via ISCO group 1349; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Autodesk AutoCAD Civil 3D | Computer aided design CAD software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| C++ | Object or component oriented development software | yes |
+| ESRI ArcGIS software | Geographic information system | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft Word | Word processing software | yes |
+| Python | Object or component oriented development software | yes |
+| SAS | Analytical or scientific software | yes |
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Air dispersion modeling software | Analytical or scientific software |  |
+| ANSYS simulation software | Analytical or scientific software |  |
+| Business software applications | Office suite software |  |
+| Computer aided design and drafting software CADD | Computer aided design CAD software |  |
+| Continuous emission management software | Compliance software |  |
+| DHI Water and Environment MIKE SHE | Analytical or scientific software |  |
+| Ecological risk assessment software | Analytical or scientific software |  |
+| Eko | Desktop communications software |  |
+| Environmental health and safety documentation software | Compliance software |  |
+| ESRI ArcView | Geographic information system |  |
+| Finite element method FEM software | Analytical or scientific software |  |
+| Formula translation/translator FORTRAN | Development environment software |  |
+| Fugitive emission leak detection software | Industrial control software |  |
+| Gas dispersion model software | Analytical or scientific software |  |
+| Geographic information system GIS systems | Geographic information system |  |
+| Geomechanical design analysis GDA software | Map creation software |  |
+| Greenhouse gas management software | Compliance software |  |
+| Hazardous materials management HMS software | Compliance software |  |
+| HEC-RAS | Analytical or scientific software |  |
+| Hydrologic simulation program fortan HSPF software | Analytical or scientific software |  |
+| Image analysis software | Analytical or scientific software |  |
+| Insightful S-PLUS | Analytical or scientific software |  |
+| LINDO Systems optimization modeling software | Analytical or scientific software |  |
+| Maplesoft Maple | Analytical or scientific software |  |
+| Material safety data sheet MSDS software | Compliance software |  |
+| Oil mapping software | Map creation software |  |
+| Photogrammetric software | Graphics or photo imaging software |  |
+| Regulatory compliance management software | Compliance software |  |
+| RockWare MODFLOW | Analytical or scientific software |  |
+| Rockwell Automation Arena | Analytical or scientific software |  |
+| Simulation software | Analytical or scientific software |  |
+| Simultaneous location and mapping SLAM | Analytical or scientific software |  |
+| Site remediation management software | Analytical or scientific software |  |
+| SofTech CADRA | Computer aided design CAD software |  |
+| Stormwater runoff modeling software | Analytical or scientific software |  |
+| WAM software | Analytical or scientific software |  |
+| Waste management software | Analytical or scientific software |  |
+| Water flow modeling software | Analytical or scientific software |  |
+| Wind flow modeling software | Analytical or scientific software |  |
+| XP Software XPSWMM | Analytical or scientific software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 17 ads, as of 2026-07-11)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Microsoft Excel — **53 %**
+- Microsoft PowerPoint — **24 %**
+- Microsoft Word — **18 %**
+- G Suite — **18 %**
+- Salesforce — **18 %**
+
+<!-- market-evidence -->