commit e07c07320ef2bf2abb41e7927da5eddb0bca8291 Author: skillfactor-pipeline Date: Fri Aug 14 16:25:08 2026 +0200 feat: forester skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..c22a342 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — forester + +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 — forester + "ESCO (occupation & competences)" : 44 + "O*NET (tasks & tools)" : 79 + "Job boards (market evidence)" : 87 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 171 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 44 | 11.4 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 79 | 20.5 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 87 | 22.5 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 5 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 171 | 44.3 % | 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 new file mode 100644 index 0000000..8674b28 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,73 @@ +--- +name: forester +description: "Occupational skill for the role 'forester' (also: woodland manager, forest manager, forestry manager). Use when the user asks for typical forester work such as: Map forest tract data using digital mapping systems.; Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities.; Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks." +--- + +# Forester + +Foresters are responsible for monitoring the natural and economic viability of a woodland or forest and for activities related to its management and conservation. + +## Core workflow + +1. Map forest tract data using digital mapping systems. +2. Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities. +3. Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks. +4. Patrol park or forest areas to protect resources and prevent damage. +5. Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention. + +## 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) + +- agronomy +- animal welfare legislation +- conserve forests +- de-limb trees +- environmental legislation +- environmental policy +- forestry regulations +- health and safety regulations +- manage forests +- monitor forest health +- monitor forest productivity +- organise labour +- organise tree plantations +- pest control in plants +- plant disease control + +## Hot technologies + +- Microsoft Access +- Microsoft Outlook +- ESRI ArcGIS software +- Microsoft Office software +- Microsoft PowerPoint +- Microsoft Excel +- Facebook +- Microsoft Active Server Pages ASP +- Microsoft Word + + + + +## Hot technologies + +Top tools from 36 gated job ads (see references/market.md, as of 2026-07-12): + +- GIS — 25 % +- Microsoft Excel — 17 % +- GPS — 14 % +- Microsoft Office — 11 % +- ArcGIS — 8 % +- Microsoft Word — 8 % + + + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/f04eaeff-52f5-4d52-93ad-6f846884827f), O*NET 30.3 (19-4071.00). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..72fa45f --- /dev/null +++ b/manifest.json @@ -0,0 +1,262 @@ +{ + "name": "forester", + "title": "forester", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/f04eaeff-52f5-4d52-93ad-6f846884827f", + "esco_code": "1311.1", + "isco_group": "1311", + "onet_soc": "19-4071.00", + "crosswalk_match": "closeMatch" + }, + "sources": [ + { + "name": "ESCO", + "version": "1.2.1", + "url": "https://esco.ec.europa.eu/" + }, + { + "name": "O*NET", + "version": "30.3", + "url": "https://www.onetcenter.org/", + "license": "CC BY 4.0" + } + ], + "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download", + "counts": { + "tasks": 20, + "dwas": 20, + "skills_essential": 20, + "skills_optional": 23, + "software": 38 + }, + "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 + }, + "samber/cc-skills-golang": { + "repo": "https://github.com/samber/cc-skills-golang", + "commit": "4881c01", + "license": "MIT", + "skills": 1 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 5 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 2 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 2 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 2 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 9 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 2 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 10 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 2 + }, + "ruvnet/claude-code-flow": { + "repo": "https://github.com/ruvnet/claude-code-flow", + "commit": "73914bd", + "license": "MIT", + "skills": 3 + }, + "ruvnet/ruflo": { + "repo": "https://github.com/ruvnet/ruflo", + "commit": "73914bd", + "license": "MIT", + "skills": 3 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "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 + }, + "basicmachines-co/basic-memory": { + "repo": "https://github.com/basicmachines-co/basic-memory", + "commit": "53da71c", + "license": "custom (see upstream LICENSE)", + "skills": 3 + }, + "vibeeval/vibecosystem": { + "repo": "https://github.com/vibeeval/vibecosystem", + "commit": "cea9462", + "license": "MIT", + "skills": 1 + }, + "microsoft/skills": { + "repo": "https://github.com/microsoft/skills", + "commit": "dc543aa", + "license": "MIT", + "skills": 1 + }, + "Orchestra-Research/AI-research-SKILLs": { + "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 1 + }, + "zechenzhangAGI/AI-research-SKILLs": { + "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 1 + }, + "aaron-he-zhu/aaron-marketing-skills": { + "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills", + "commit": "b7b0b9f", + "license": "Apache-2.0", + "skills": 1 + }, + "ThinkInAIXYZ/deepchat": { + "repo": "https://github.com/ThinkInAIXYZ/deepchat", + "commit": "f275c92", + "license": "Apache-2.0", + "skills": 1 + }, + "giuseppe-trisciuoglio/developer-kit": { + "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit", + "commit": "306f428", + "license": "MIT", + "skills": 1 + }, + "alinaqi/claude-bootstrap": { + "repo": "https://github.com/alinaqi/claude-bootstrap", + "commit": "f61ec87", + "license": "MIT", + "skills": 2 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 2 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 2 + }, + "OpenSenseNova/SenseNova-Skills": { + "repo": "https://github.com/OpenSenseNova/SenseNova-Skills", + "commit": "d8bb438", + "license": "MIT", + "skills": 12 + }, + "ahacker-1/cre-agent-skills": { + "repo": "https://github.com/ahacker-1/cre-agent-skills", + "commit": "618734e", + "license": "Apache-2.0", + "skills": 1 + }, + "sanjay3290/ai-skills": { + "repo": "https://github.com/sanjay3290/ai-skills", + "commit": "3619692", + "license": "Apache-2.0", + "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 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "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 + } + }, + "total_skills": 80, + "tiers": { + "core": 77, + "adjacent": 3 + } + }, + "provenance": { + "items": { + "esco": 44, + "onet": 79, + "jobads": 87, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 171, + "stackx": 0 + }, + "share_percent": { + "esco": 11.4, + "onet": 20.5, + "jobads": 22.5, + "wiki_ai": 0.0, + "anthropic": 1.3, + "ai_skills": 44.3, + "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 new file mode 100644 index 0000000..5b54076 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,354 @@ +# External AI agent skills — forester + +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 | +|---|---|---|---| +| `context-engineering` | core | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) | +| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) | +| `vector-memory` | core | HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/ruflo/skills/vector-memory) | +| `memory-summarization` | core | Conversation summarization for memory compression and context management | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ai-agents-conversational/skills/memory-summarization) | +| `unity-addressables` | core | Unity Addressables asset management skill for remote catalogs, content updates, asset bundles, and memory-efficient asset loading. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/game-development/skills/unity-addressables) | + +## Source: aaron-he-zhu/aaron-marketing-skills + +- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) | + +## Source: affaan-m/everything-claude-code + +- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `agentic-os` | core | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) | +| `knowledge-ops` | core | Knowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos). Use when the user wants to save, organize, sync, deduplicate, or search across their knowledge … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/knowledge-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) | + +## 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 | +|---|---|---|---| +| `session-management` | core | Context preservation, tiered summarization, resumability | [source](https://github.com/alinaqi/claude-bootstrap/tree/f61ec87/skills/session-management) | +| `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 | +|---|---|---|---| +| `ceo-advisor` | core | Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/ceo-advisor) | +| `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-tasks` | core | Task management via Basic Memory schemas: create, track, and resume structured tasks that survive context compaction. Uses BM's schema system for uniform notes queryable through the knowledge graph. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-tasks) | +| `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-notes` | core | How to write well-structured Basic Memory notes: frontmatter, observations with semantic categories, relations with wiki-links, and best practices for building a rich knowledge graph. Use when creating or improving notes. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-notes) | + +## 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) | +| `tensorflow-guide` | core | TensorFlow best practices for tf.function, GPU memory, and deployment | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/ai-ml/tensorflow-guide) | + +## 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 | +|---|---|---|---| +| `google-calendar-automation` | core | Automate Google Calendar events, scheduling, availability checks, and attendee management via Rube MCP (Composio). Create events, find free slots, manage attendees, and list calendars programmatically. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/google-calendar-automation) | + +## Source: davila7/claude-code-templates + +- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/treatment-plans) | +| `agent-memory-mcp` | core | A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions). | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agent-memory-mcp) | +| `c-pro` | core | Write efficient C code with proper memory management, pointer | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/c-pro) | +| `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) | +| `context-window-management` | core | Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long context. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/context-window-management) | +| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agents-langchain) | +| `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) | +| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/get-available-resources) | + +## 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 | +|---|---|---|---| +| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/treatment-plans) | +| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/get-available-resources) | + +## Source: giuseppe-trisciuoglio/developer-kit + +- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-md-management` | core | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) | + +## Source: jeremylongshore/claude-code-plugins-plus-skills + +- Repository: [https://github.com/jeremylongshore/claude-code-plugins-plus-skills](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) (commit `e112938a`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `apify-cost-tuning` | core | Optimize Apify platform costs through memory tuning, compute unit management, and proxy budgeting. Use when analyzing Apify billing, reducing Actor run costs, or implementing usage monitoring and budget alerts. Trigger: "apify cost", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-cost-tuning) | +| `windsurf-cascade-context` | core | Manage Cascade context window and memory for complex projects. Activate when users mention "cascade context", "ai memory", "context management", "large codebase navigation", or "multi-session development". Handles context optimization and … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/skill-databases/windsurf/skills/windsurf-cascade-context) | +| `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) | +| `cursor-context-management` | core | Optimize context window usage in Cursor with @-mentions, context pills, and conversation strategy. Triggers on "cursor context", "context window", "context limit", "cursor memory", "context management", "@-mentions", "context pills". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/cursor-pack/skills/cursor-context-management) | +| `evernote-core-workflow-a` | core | Execute Evernote primary workflow: Note Creation and Management. Use when creating notes, organizing content, managing notebooks, or implementing note-taking features. Trigger with phrases like "create evernote note", "evernote note … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/evernote-pack/skills/evernote-core-workflow-a) | +| `memory-kit` | core | Persistent context management for Claude Code sessions. Save, load, update, share, and audit session memory via MEMORY.md. Prevents context loss on compaction or session restart. Use when starting a session, before compaction, syncing … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/claude-memory-kit/skills/memory-kit) | +| `notion-load-scale` | core | High-volume Notion operations: parallel requests within 3 req/sec, worker queues, database pagination at scale, incremental sync for large workspaces, and memory management for bulk operations. Trigger with phrases like "notion scale", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/notion-pack/skills/notion-load-scale) | +| `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) | +| `twinmind-observability` | core | Monitor TwinMind transcription quality, meeting coverage, action item extraction rates, and memory vault health. Use when implementing observability, or managing TwinMind meeting AI operations. Trigger with phrases like "twinmind … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-observability) | +| `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) | + +## Source: K-Dense-AI/claude-scientific-skills + +- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/treatment-plans) | +| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/get-available-resources) | + +## Source: K-Dense-AI/scientific-agent-skills + +- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/treatment-plans) | +| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/get-available-resources) | + +## 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 | +|---|---|---|---| +| `kql` | core | KQL language expertise for writing correct, efficient Kusto Query Language queries. Covers syntax gotchas, join patterns, dynamic types, datetime pitfalls, regex patterns, serialization, memory management, result-size discipline, and … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/skills/kql) | + +## Source: mohitagw15856/pm-claude-skills + +- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `kyc-escalation` | core | Write an internal KYC/AML escalation memo: a factual time-stamped trigger description, customer-profile vs activity mismatch analysis, red-flag taxonomy mapping, outstanding information, and a recommendation with rationale. Use when asked … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-banking/skills/kyc-escalation) | +| `meeting-notes` | core | Structure and format meeting notes following PM best practices. Use when asked to create meeting notes, format discussion notes, capture action items, or document decisions from any meeting type. Produces structured notes with decisions, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-essentials/skills/meeting-notes) | + +## 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) | + +## 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 | +|---|---|---|---| +| `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) | +| `large-file-parquet-analysis-and-highlight` | core | 当Excel文件总行数超过1万行时，通过转换为Parquet格式提升读取性能，提取目标指标并计算最大值，最后将结果输出为Excel并对特定行进行高亮标注。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-cell-coloring/category-coloring) | +| `multi-file-excel-parquet-analysis` | core | 读取多 Sheet Excel 文件并统计规模，支持大文件向 Parquet 格式转换、分类数据统计及可视化报告生成。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/multi-file-reading) | + +## 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 | +|---|---|---|---| +| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/14-agents/langchain) | + +## 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 | +|---|---|---|---| +| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) | +| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) | +| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) | + +## Source: ruvnet/ruflo + +- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) | +| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) | +| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) | + +## 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` | 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: ThinkInAIXYZ/deepchat + +- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-management` | core | Guide the agent to recall, remember, and route durable learning into Memory, Skills, Scheduled Tasks, or Tape. | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/memory-management) | + +## Source: vibeeval/vibecosystem + +- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `knowledge-management` | core | Proje bilgisini 4 katmanli yapida organize et. Aktif projeler, sorumluluk alanlari, referans kaynaklar ve arsiv. Progressive summarization ile bilgiyi katman katman ozumse. Second brain pattern'i ile codebase bilgisini yapilandir. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/knowledge-management) | + +## 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) | + +## 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 | +|---|---|---|---| +| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/14-agents/langchain) | diff --git a/references/berufsbild-de.md b/references/berufsbild-de.md new file mode 100644 index 0000000..2690886 --- /dev/null +++ b/references/berufsbild-de.md @@ -0,0 +1,154 @@ +# Berufsbild (Deutschland) — Forstwirt/in + +> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 727, +> KldB 2010: B 11712 · 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/727 + +## Steckbrief + +Berufstyp +Anerkannter Ausbildungsberuf +Ausbildungsart +Duale Ausbildung in der Forstwirtschaft (geregelt durch Ausbildungsverordnung) +Ausbildungsdauer + 3 Jahre +Lernorte +Ausbildungsbetrieb und Berufsschule (duale Ausbildung) +Was macht man in diesem Beruf?Forstwirte und Forstwirtinnen begründen Waldbestände, d.h. sie forsten Flächen mit oft selbst gezogenen Bäumchen auf. Sie pflegen und schützen Waldflächen, indem sie Schädlinge bekämpfen, Areale mit jungen Bäumen einzäunen und Triebe mit Lösungen oder durch mechanische Schutzeinrichtungen vor Wildverbiss schützen. Dabei berücksichtigen sie auch die besonderen Herausforderungen des Klimawandels und fördern z.B. insbesondere Baumarten, die mit unterschiedlichen Klimaszenarien zurechtkommen. Auch pflegen sie (Feucht-)Biotope, Moore und Gewässer. Für die Walderneuerung gewinnen sie Samen der Waldbäume: Sie ernten Tannenzapfen oder sammeln die Samen von Laubbäumen. Bei der Holzernte fällen sie Bäume mit der Kettensäge, entasten, messen und markieren die Stämme. Oder sie setzen Holzerntemaschinen (Harvester) ein, die Bäume fällen, entasten, entrinden, zerteilen sowie vermessen und die dabei gewonnenen Daten direkt an forstwirtschaftliche + +## Die Ausbildung im Überblick + +Forstwirt/in ist ein 3-jähriger anerkannter Ausbildungsberuf in der Forstwirtschaft (Ausbildungsbereich Landwirtschaft). + +## Entwicklung der Ausbildung + +1950:Ausbildung zum Waldfacharbeiter ohne gesetzliche Grundlage +1974:Anerkennung des Ausbildungsberufs Forstwirt/in +Aufhebung des Vorläuferberufs Waldfacharbeiter +1998: Neue, modernisierte Ausbildungsordnung nach dem Berufsbildungsgesetz, u.a. mit Berücksichtigung der Umwelterhaltung unter landschaftspflegerischen und ökonomischen Aspekten +2020:Novellierung des Berufsbildungsgesetzes (BBiG) und der Handwerksordnung (HWO): u.a. Einführung einer Mindestausbildungsvergütung; Erweiterung der Möglichkeit, Ausbildungen in Teilzeit zu absolvieren. +2024:Inkrafttreten des Berufsbildungsvalidierungs- und -digitalisierungsgesetzes mit Anpassungen im Berufsbildungsgesetz (BBiG) und der Handwerksordnung (HWO): u.a. gesetzliche Verankerung der Möglichkeit des Vermittlung von Ausbildungsinhalten ohne gleichzeitige Anwesenheit der Auszubildenden und der Ausbildenden; dazu werden digitale Informationstechniken sowie Lern- und Kommunikationsmittel genutzt; im Berufsbildungsgesetz (BBiG) bzw. in der Handwerksordnung (HWO) gesetzlich festgehalten +" name="Digitales mobiles Ausbilden">digitalen mobilen Ausbildens; Einführung eines Feststellungs- und Bescheinigungsverfahrens (Berufsvalidierung) der individuellen beruflichen Handlungsfähigkeit am Maßstab eines anerkannten Ausbildungsberufs unabhängig von einem formalen Berufsausbildungsabschluss. + +## Ausbildungsinhalte + +Im Ausbildungsbetrieb lernen die Auszubildenden beispielsweise:welche heimischen Wildarten es gibt und wie diese sich verhalten + +welche verschiedenen Holzernteverfahren es gibt und wie man Bäume mit der Motorsäge fällt + + welche Einsatzbereiche und -grenzen von Maschinen, Geräten, Werkzeugen und Betriebsmitteln es gibt + +wie man technische Einrichtungen, Maschinen, Geräte und Werkzeuge auf ihre Betriebsbereitschaft prüft, sie auswählt und einsetzt + +wie man vollmechanisierte Holzerntemaßnahmen vorbereitet und die Holzernte qualitätsorientiert sowie bestands- und bodenschonend durchführt + +wie Holz vermessen, sortiert und gelagert wird und wie man es schützen und konservieren kann + +wie man Saat- und Pflanzgut beurteilt und behandelt, Verjüngungs- und Kulturflächen vorbereitet und Maßnahmen naturnaher Waldbewirtschaftung durchführt + + welche vorbeugenden Maßnahmen zum Schutz von Böden, Beständen und Produkten man ergreifen kann + +wie jagdbetriebliche Einrichtungen hergestellt, gepflegt und instand gehalten werden + +wie man Hecken, Freiflächen und Feuchtbiotope anlegt sowie Fließgewässer pflegt + +Darüber hinaus werden während der gesamten Ausbildung Kenntnisse über Themen wie Rechte und Pflichten während der Ausbildung, Organisation des Ausbildungsbetriebs und Umweltschutz vermittelt. +In der Berufsschule erwirbt man weitere Kenntnisse:in berufsspezifischen Lernfeldern (z.B. Erhalten von Umwelt, Natur und Landschaft, Ernten von Waldbäumen) + +in allgemeinbildenden Fächern wie Deutsch und Wirtschafts- und Sozialkunde + +## Ausbildungsaufbau + +Die Ausbildung wird parallel im Ausbildungsbetrieb und in der Berufsbildende Schule; ergänzen die Ausbildungen im Betrieb um allgemeine und fachliche Lehrinhalte; Berufsschulpflichtige bzw. -berechtigte befinden sich in der beruflichen Erstausbildung oder stehen in einem Arbeitsverhältnis; Unterricht in Teilzeitform oder als Blockunterricht möglich; bei Berufsausbildungen, die in Grund- und Fachstufe gegliedert sind, kann die Grundstufe als Berufsgrundbildungsjahr mit ganzjährigem Vollzeitunterricht (schulische Form) oder im dualen System in kooperativer Form geführt werden +" name="Berufsschule">Berufsschule durchgeführt. Der Berufsschulunterricht findet an bestimmten Wochentagen oder in Blockform statt. +Auszug aus dem Ausbildungsrahmenplan und dem Rahmenlehrplan1. Ausbildungsjahr:Ausbildung im Betrieb und nach Bedarf in überbetrieblichen Lehrgängen: +der Ausbildungsbetrieb, betriebliche Zusammenhänge und Beziehungen + +Organisation und Abläufe betrieblicher Arbeit; wirtschaftliche Zusammenhänge + +Waldbewirtschaftung, Forstproduktion + +Naturschutz und Landschaftspflege + +Ernte und Aufbereitung von Forsterzeugnissen + +Forsttechnik + +Ausbildung in der Berufsschule in den Lernfeldern: +Mensch und Arbeit + +Vorbereiten und Pflegen von Waldstandorten + +Begründen und Verjüngen von Waldbeständen + +Pflegen von Kulturen und Jungbeständen + +Erhalten von Umwelt, Natur und Landschaft + +Vermessen und Sortieren von Rohholz + +Werkstattbetrieb und Forsttechnik + +2. und 3. Ausbildungsjahr:Ausbildung im Betrieb und nach Bedarf in überbetrieblichen Lehrgängen: +Vertiefen der Kenntnisse aus dem 1. Ausbildungsjahr + +Ausbildung in der Berufsschule in den Lernfeldern: +Durchforstung von Waldbeständen + +Ästen von Waldbäumen + +Schützen von Waldbeständen + +Ernten von Waldbäumen + + Bringen und Lagern des Holzes + +Verwenden von Forsterzeugnissen + +Zwischenprüfung vor Ende des 2. Ausbildungsjahres +Abschlussprüfung nach dem 3. Ausbildungsjahr + +## Lernorte + +Forstwirte und Forstwirtinnen werden im dualen System ausgebildet. +Lernorte sind +Ausbildungsbetrieb (i.d.R. Forstbetriebe): im Freien + +Berufsbildende Schule; ergänzen die Ausbildungen im Betrieb um allgemeine und fachliche Lehrinhalte; Berufsschulpflichtige bzw. -berechtigte befinden sich in der beruflichen Erstausbildung oder stehen in einem Arbeitsverhältnis; Unterricht in Teilzeitform oder als Blockunterricht möglich; bei Berufsausbildungen, die in Grund- und Fachstufe gegliedert sind, kann die Grundstufe als Berufsgrundbildungsjahr mit ganzjährigem Vollzeitunterricht (schulische Form) oder im dualen System in kooperativer Form geführt werden +" name="Berufsschule">Berufsschule: Unterrichtsräume + +Können Betriebe nicht alle geforderten Ausbildungsinhalte vermitteln, besteht die Möglichkeit, Teile der Ausbildung in Kommt zum Einsatz, wenn ein Ausbildungsbetrieb nicht alle zum jeweiligen Ausbildungsberuf gehörenden Inhalte in der geforderten Breite abdecken kann; ergänzt den betrieblichen Teil der Berufsausbildung im dualen System außerhalb des Betriebes; zuständige Stellen, z.B. Handwerkskammern, können festlegen, dass bestimmte Ausbildungsinhalte in überbetrieblichen Berufsbildungsstätten zu vermitteln sind +" name="Überbetriebliche Ausbildung">überbetriebliche Ausbildungsstätten zu verlagern. +Hinweis: Der Berufsschulunterricht wird teilweise in länderübergreifenden Fachklassen durchgeführt, derzeit: +für die Länder Hamburg und Schleswig-Holstein in Bad Segeberg (Schleswig-Holstein):Regionales Berufsbildungszentrum Bad Segeberg- BBZ Schulbüro + +für die Länder Rheinland-Pfalz und Saarland in Bad Kreuznach (Rheinland-Pfalz):Dienstleistungszentrum Ländlicher Raum Rheinhessen-Nahe-Hunsrück + +Quelle: Übersicht länderübergreifender Fachklassen + +## Ausbildungssituation + +Auf folgende Bedingungen und Anforderungen sollte man sich einstellen: +Im BetriebPraktische Mitarbeit (unter Anleitung): Boden bearbeiten, Bäume in Baumschulen pflegen, Bäume pflanzen, Waldareale einzäunen, Waldwege pflegen, Bäume fällen, entasten, entrinden, Holz abtransportieren + +Umgebung: Witterungseinflüsse im Freien, z.T. Arbeit in schwierigem und schwer erreichbarem Gelände + +Kleidung: Schutzkleidung, Handschuhe, Helm, z.T. Schutzbrillen bzw. -visiere, Gehörschutz + +Anforderungen: +Handwerkliches Geschick und technisches Verständnis (z.B. bei Wartungs- und Reparaturarbeiten an Hochsitzen, Zäunen, technischen Betriebsmitteln) + +Verantwortungsbewusstsein (z.B. beim Umgang mit Schädlingsbekämpfungsmitteln) + +Umsicht (z.B. bei Baumfällarbeiten, beim Bedienen forstwirtschaftlicher Fahrzeuge und Maschinen) + +Sorgfalt und Geschicklichkeit (z.B. beim Schutz junger Bäume, bei der Holzverarbeitung) + +Trittsicherheit (z.B. bei der Arbeit in schwierigem Gelände) + + Schwindelfreiheit (z.B. in größeren Höhen mit Absturzgefährdung arbeiten, etwa auf Leitern beim Entfernen von Ästen) + + +An der BerufsschuleUnterricht an einem oder zwei Tagen pro Woche oder als Blockunterricht diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..ac9fe15 --- /dev/null +++ b/references/market.md @@ -0,0 +1,140 @@ +# Market evidence report — forester + +Source: **36 real job ads** (JSearch API, countries: us 36), extracted into the MSSQL evidence store; as of 2026-07-12. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 29 | 81 % | +| senior | 4 | 11 % | +| n/a | 2 | 6 % | +| junior | 1 | 3 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | GIS | 9 | 25 % | +| 2 | Microsoft Excel | 6 | 17 % | +| 3 | GPS | 5 | 14 % | +| 4 | Microsoft Office | 4 | 11 % | +| 5 | ArcGIS | 3 | 8 % | +| 6 | Microsoft Word | 3 | 8 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | forest management | 14 | 39 % | +| 2 | forest management planning | 7 | 19 % | +| 3 | data analysis | 5 | 14 % | +| 4 | data collection | 5 | 14 % | +| 5 | forest inventory | 5 | 14 % | +| 6 | budget management | 4 | 11 % | +| 7 | pest management | 4 | 11 % | +| 8 | reforestation | 4 | 11 % | +| 9 | timber cruising | 4 | 11 % | +| 10 | timber harvesting | 4 | 11 % | +| 11 | budget development | 3 | 8 % | +| 12 | contract administration | 3 | 8 % | +| 13 | silviculture | 3 | 8 % | +| 14 | timber marking | 3 | 8 % | +| 15 | wildfire mitigation | 3 | 8 % | +| 16 | wildfire suppression | 3 | 8 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | best management practices | 3 | 8 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | record keeping | 4 | 11 % | +| 2 | compliance monitoring | 3 | 8 % | +| 3 | landowner assistance | 3 | 8 % | +| 4 | project implementation | 3 | 8 % | +| 5 | staff supervision | 3 | 8 % | +| 6 | technical assistance provision | 3 | 8 % | + +## Regional breakdown + +> **Corpus note:** 36 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +36 ads. + +**Top hard skills:** + +- forest management — 39 % (14 ads) +- forest management planning — 19 % (7 ads) +- data analysis — 14 % (5 ads) +- data collection — 14 % (5 ads) +- forest inventory — 14 % (5 ads) +- budget management — 11 % (4 ads) +- pest management — 11 % (4 ads) +- reforestation — 11 % (4 ads) +- timber cruising — 11 % (4 ads) +- timber harvesting — 11 % (4 ads) + +**Top tools:** + +- GIS — 25 % (9 ads) +- Microsoft Excel — 17 % (6 ads) +- GPS — 14 % (5 ads) +- Microsoft Office — 11 % (4 ads) +- ArcGIS — 8 % (3 ads) +- Microsoft Word — 8 % (3 ads) +- 4x4 pickups — 6 % (2 ads) +- bulldozers — 6 % (2 ads) +- clinometer — 6 % (2 ads) +- GIS software — 6 % (2 ads) + +**Seniority:** mid 81 % · senior 11 % · n/a 6 % · junior 3 % + +### UK (gb) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### EU/DACH (de, at, ch, nl) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + + +## Job title variants in the market + +| Title | Ads | +|---|---| +| Forester | 6 | +| Farm - Forest Manager | 2 | +| Stewardship Forester | 2 | +| Area Forester-Five Forks District | 1 | +| Area Forester-Tidewater District | 1 | +| Field Forester / Forestry Technician — Impactful Forest Work | 1 | +| Field Forester Tidewater District (Home-Based) | 1 | +| Forest Assistant Manager (Permanent) - Weiser Forest District, Columbia County | 1 | +| Forest Sustainability & Certification Manager | 1 | +| Forester & Forestry Technician Open Pools | 1 | +| Forester (Fire & Land Mgmt) - 20051205 | 1 | +| Forester I - Staff Forester | 1 | +| Forestry Assistance Program (FAP) Forester | 1 | +| Forestry Inventory Senior Supervisory Forester | 1 | +| Forestry Resource Manager | 1 | +| Forestry Technical Officer/Forestry Technical Manager, depending on experience | 1 | +| Full Time Forester | 1 | +| GNA Forestry Technician 2026-01152 | 1 | +| Harvesting Forester | 1 | +| Inventory Forester | 1 | +| Private Lands Wildlife Forester | 1 | +| Remote Forestry GHG Technical Manager | 1 | +| Seasonal Forestry Worker | 1 | +| Senior Forester | 1 | +| Senior Silviculture Forester | 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. diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..8d3b22d --- /dev/null +++ b/references/profile.md @@ -0,0 +1,20 @@ +# Occupation profile — forester + +- **ESCO URI:** http://data.europa.eu/esco/occupation/f04eaeff-52f5-4d52-93ad-6f846884827f +- **ESCO code:** 1311.1 +- **ISCO-08 group:** 1311 — Agricultural and forestry production managers +- **O*NET-SOC:** 19-4071.00 — Forest and Conservation Technicians (match: closeMatch) + +## Description (ESCO) + +Foresters are responsible for monitoring the natural and economic viability of a woodland or forest and for activities related to its management and conservation. + +## Definition + +nan + +## Alternative labels + +- woodland manager +- forest manager +- forestry manager diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..7531df3 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,65 @@ +# Competences — forester + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/f04eaeff-52f5-4d52-93ad-6f846884827f). + +## Essential + +- **agronomy** (knowledge) +- **animal welfare legislation** (knowledge) +- **conserve forests** (skill/competence) +- **de-limb trees** (skill/competence) +- **environmental legislation** (knowledge) +- **environmental policy** (knowledge) +- **forestry regulations** (knowledge) +- **health and safety regulations** (knowledge) +- **manage forests** (skill/competence) +- **monitor forest health** (skill/competence) +- **monitor forest productivity** (skill/competence) +- **organise labour** (skill/competence) +- **organise tree plantations** (skill/competence) +- **pest control in plants** (knowledge) +- **plant disease control** (knowledge) +- **promote environmental awareness** (skill/competence) +- **reforestation** (knowledge) +- **supervise forestry workers** (skill/competence) +- **sustainable forest management** (knowledge) +- **write technical reports related to trees** (skill/competence) + +## Optional + +- advise on timber harvest (skill/competence) +- animal hunting (knowledge) +- apply forest legislation (skill/competence) +- business management principles (knowledge) +- communicate with customers (skill/competence) +- coordinate forestry research (skill/competence) +- coordinate timber sales (skill/competence) +- develop natural areas works programmes (skill/competence) +- estimate damage (skill/competence) +- forecast timber production (skill/competence) +- geographic information systems (knowledge) +- harvest timber (skill/competence) +- interact with clients in forestry (skill/competence) +- manage budgets (skill/competence) +- manage production enterprise (skill/competence) +- manage staff (skill/competence) +- manage time in forestry (skill/competence) +- operate GPS systems (skill/competence) +- organise harvests (skill/competence) +- perform project management (skill/competence) +- report pollution incidents (skill/competence) +- use communication techniques (skill/competence) +- work independently in forestry services (skill/competence) + + + +## Market evidence (job-ad analysis, 36 ads, as of 2026-07-12) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- forest management — **39 %** +- forest management planning — **19 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..7534ba0 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,49 @@ +# Tasks & work activities — forester + +Source: O*NET 30.3, occupation 19-4071.00 (Forest and Conservation Technicians). + +## Task statements + +- **[Core]** Map forest tract data using digital mapping systems. +- **[Core]** Train and lead forest and conservation workers in seasonal activities, such as planting tree seedlings, putting out forest fires, and maintaining recreational facilities. +- **[Core]** Thin and space trees and control weeds and undergrowth, using manual tools and chemicals, or supervise workers performing these tasks. +- **[Core]** Patrol park or forest areas to protect resources and prevent damage. +- **[Core]** Provide information about, and enforce, regulations, such as those concerning environmental protection, resource utilization, fire safety, and accident prevention. +- **[Supplemental]** Monitor activities of logging companies and contractors. +- **[Supplemental]** Select and mark trees for thinning or logging, drawing detailed plans that include access roads. +- **[Supplemental]** Manage forest protection activities, including fire control, fire crew training, and coordination of fire detection and public education programs. +- **[Supplemental]** Survey, measure, and map access roads and forest areas such as burns, cut-over areas, experimental plots, and timber sales sections. +- **[Supplemental]** Keep records of the amount and condition of logs taken to mills. +- **[Supplemental]** Supervise forest nursery operations, timber harvesting, land use activities such as livestock grazing, and disease or insect control programs. +- **[Supplemental]** Issue fire permits, timber permits, and other forest use licenses. +- **[Supplemental]** Develop and maintain computer databases. +- **[Supplemental]** Measure distances, clean sightlines, and record data to help survey crews. +- **[Supplemental]** Plan and supervise construction of access routes and forest roads. +- **[Supplemental]** Provide forestry education and general information, advice, and recommendations to woodlot owners, community organizations, and the general public. +- **[Supplemental]** Perform reforestation or forest renewal, including nursery and silviculture operations, site preparation, seeding and tree planting programs, cone collection, and tree improvement. +- **[Supplemental]** Conduct laboratory or field experiments with plants, animals, insects, diseases, and soils. +- **[Supplemental]** Provide technical support to forestry research programs in areas such as tree improvement, seed orchard operations, insect and disease surveys, or experimental forestry and forest engineering research. +- **[Supplemental]** Inspect trees and collect samples of plants, seeds, foliage, bark, and roots to locate insect and disease damage. + +## Detailed work activities + +- Advise others about environmental management or conservation. +- Advise others on management of emergencies or hazardous situations or materials. +- Collect biological specimens. +- Collect environmental data or samples. +- Collect geographical or geological field data. +- Conduct research of processes in natural or industrial ecosystems. +- Create maps. +- Cultivate land. +- Develop technical or scientific databases. +- Inspect condition of natural environments. +- Manage agricultural or forestry operations. +- Patrol natural areas to ensure safety or enforce regulations. +- Patrol properties to maintain safety. +- Prepare documentation for permits or licenses. +- Prepare maps. +- Record agricultural or forestry inventory data. +- Record research or operational data. +- Supervise scientific or technical personnel. +- Survey land or properties. +- Train personnel in technical or scientific procedures. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..5b95f49 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,56 @@ +# Tools & technology — forester + +Source: O*NET 30.3 'Software Skills' for 19-4071.00. + +| Software | Category | Hot technology | +|---|---|---| +| Microsoft Access | Data base user interface and query software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| ESRI ArcGIS software | Geographic information system | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Facebook | Web page creation and editing software | yes | +| Microsoft Active Server Pages ASP | Web platform development software | yes | +| Microsoft Word | Word processing software | yes | +| Assisi Forest | Analytical or scientific software | | +| Fire behavior modeling software | Analytical or scientific software | | +| HARVEST | Analytical or scientific software | | +| LoggerPC software | Analytical or scientific software | | +| Remote sensing software | Analytical or scientific software | | +| USDA Forest Vegetation Simulator FVS | Analytical or scientific software | | +| Autodesk AutoCAD LT | Computer aided design CAD software | | +| Assisi Compiler | Data base user interface and query software | | +| Atterbury Consultants SuperAce | Data base user interface and query software | | +| Database software | Data base user interface and query software | | +| Forest EcoSurvey | Data base user interface and query software | | +| JRP Consulting Plant Wizard | Data base user interface and query software | | +| JRP Consulting Survey Wizard | Data base user interface and query software | | +| LJI Technologies Lumberjack | Data base user interface and query software | | +| PhoenixPRO Forest Activity Tracking | Data base user interface and query software | | +| ESRI ArcView | Geographic information system | | +| Geographic information system GIS systems | Geographic information system | | +| Computer graphics software | Graphics or photo imaging software | | +| Web browser software | Internet browser software | | +| Assisi Inventory | Inventory management software | | +| Haglof Sweden AB TCruise Forest Inventory | Inventory management software | | +| Allegro Landmark | Map creation software | | +| Ben Meadows Yeoman Expedition | Map creation software | | +| Geomechanical design analysis GDA software | Map creation software | | +| Leica Geosystems ERDAS IMAGINE | Map creation software | | +| Photogrammetric software | Map creation software | | +| RockWare ArcMap | Map creation software | | +| Traverse PC | Map creation software | | +| Corel Presentation | Presentation software | | + + + +## Market evidence (job-ad analysis, 36 ads, as of 2026-07-12) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- GIS — **25 %** + +