commit b0992efc0fca0e069daf656ed3fbd4e338eea679 Author: skillfactor-pipeline Date: Fri Aug 14 18:31:42 2026 +0200 feat: commodity-trader skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..cec46b4 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — commodity-trader + +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 — commodity-trader + "ESCO (occupation & competences)" : 28 + "O*NET (tasks & tools)" : 127 + "Job boards (market evidence)" : 41 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 180 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 28 | 7.3 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 127 | 33.3 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 41 | 10.8 % | 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) | 180 | 47.2 % | 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..92bdf2e --- /dev/null +++ b/SKILL.md @@ -0,0 +1,51 @@ +--- +name: commodity-trader +description: "Occupational skill for the role 'commodity trader' (also: commodity exchange floor trader, commodities trader, commodities trading manager, commodity handler). Use when the user asks for typical commodity trader work such as: typical commodity trader responsibilities" +--- + +# Commodity Trader + +Commodity traders use negotiation techniques to sell and buy physical goods and raw materials such as gold, cattle, oil, cotton and wheat on the trading floor. They receive and implement purchasing and selling instructions and negotiate the terms of sale and delivery of commodities. Commodity traders do research about market conditions of specific commodities, their price trends and demand in order to inform their employers, they make bid offers and calculate the cost of transactions. + +## Core workflow + + +## How to use this skill + +- Read [references/profile.md](references/profile.md) for the occupation profile and scope. +- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory. +- Check [references/skills.md](references/skills.md) for essential vs. optional competences. +- Check [references/tools.md](references/tools.md) for the software commonly used in this role. +- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution). + +## Key competences (essential) + +- analyse economic trends +- analyse financial risk +- analyse market financial trends +- commercial law +- economics +- financial jurisdiction +- financial markets +- handle financial transactions +- international trade +- negotiate sale of commodities +- negotiate with stakeholders +- perform financial risk management in international trade +- trading software + +## Hot technologies + +- C++ +- Linux +- Microsoft Access +- Microsoft Excel +- Microsoft Office software +- Microsoft Outlook +- Microsoft PowerPoint +- Microsoft SharePoint +- Microsoft Visual Basic +- Microsoft Windows + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/e4cdfa86-c3b1-41f1-a4e2-384c73d03bd3), O*NET 30.3 (41-3031.00, manual nearest match). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..f98a41c --- /dev/null +++ b/manifest.json @@ -0,0 +1,280 @@ +{ + "name": "commodity-trader", + "title": "commodity trader", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/e4cdfa86-c3b1-41f1-a4e2-384c73d03bd3", + "esco_code": "3324.2", + "isco_group": "3324", + "onet_soc": "41-3031.00", + "crosswalk_match": "manual nearest via ISCO 3324 (Securities, Commodities, and Financial Services Sales Agents)" + }, + "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": 13, + "skills_optional": 14, + "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": 2 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 3 + }, + "vibeeval/vibecosystem": { + 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"https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 3 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 6 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 12 + }, + "OpenSenseNova/SenseNova-Skills": { + "repo": "https://github.com/OpenSenseNova/SenseNova-Skills", + "commit": "d8bb438", + "license": "MIT", + "skills": 12 + }, + "microsoft/power-platform-skills": { + "repo": "https://github.com/microsoft/power-platform-skills", + "commit": "0d7ed9a", + "license": "MIT", + "skills": 1 + }, + "silverstein/minutes": { + "repo": "https://github.com/silverstein/minutes", + "commit": "3fb2e83", + "license": "MIT", + "skills": 1 + }, + "XiaoMaColtAI/math-modeling-skill": { + "repo": "https://github.com/XiaoMaColtAI/math-modeling-skill", + "commit": "abcb41f", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "microsoft/skills": { + "repo": "https://github.com/microsoft/skills", + "commit": "dc543aa", + "license": "MIT", + "skills": 2 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 3 + }, + "nexu-io/html-anything": { + "repo": "https://github.com/nexu-io/html-anything", + "commit": "aea7498", + "license": "Apache-2.0", + "skills": 1 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 1 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 2 + }, + "jeecgboot/skills": { + "repo": "https://github.com/jeecgboot/skills", + "commit": "ec0ec08", + "license": "Apache-2.0", + "skills": 1 + }, + "infrasity-labs/dev-gtm-claude-skills": { + "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills", + "commit": "02cfefb", + "license": "MIT", + "skills": 1 + }, + "serejaris/personal-corp-skills": { + "repo": "https://github.com/serejaris/personal-corp-skills", + "commit": "b517d36", + "license": "MIT", + "skills": 1 + }, + "serejaris/personal-corp-os": { + "repo": "https://github.com/serejaris/personal-corp-os", + "commit": "9d3660e", + "license": "MIT", + "skills": 1 + }, + "open-gitagent/opengap": { + "repo": "https://github.com/open-gitagent/opengap", + "commit": "d7a8e2e", + "license": "MIT", + "skills": 1 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 3 + }, + "staruhub/ClaudeSkills": { + "repo": "https://github.com/staruhub/ClaudeSkills", + "commit": "3d4045d", + "license": "MIT", + "skills": 1 + }, + "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 + }, + "samber/cc-skills-golang": { + "repo": "https://github.com/samber/cc-skills-golang", + "commit": "4881c01", + "license": "MIT", + "skills": 1 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "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 + } + }, + "total_skills": 80, + "tiers": { + "core": 44, + "adjacent": 36 + } + }, + "provenance": { + "items": { + "esco": 28, + "onet": 127, + "jobads": 41, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 180, + "stackx": 0 + }, + "share_percent": { + "esco": 7.3, + "onet": 33.3, + "jobads": 10.8, + "wiki_ai": 0.0, + "anthropic": 1.3, + "ai_skills": 47.2, + "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..0fe3339 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,378 @@ +# External AI agent skills — commodity-trader + +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 | +|---|---|---|---| +| `backtesting-frameworks` | core | Build robust backtesting systems for trading strategies with proper handling of look-ahead bias, survivorship bias, and transaction costs. Use when developing trading algorithms, validating strategies, or building backtesting … | [source](https://github.com/wshobson/agents/tree/main/plugins/quantitative-trading/skills/backtesting-frameworks) | +| `risk-metrics-calculation` | adjacent | Calculate portfolio risk metrics including VaR, CVaR, Sharpe, Sortino, and drawdown analysis. Use when measuring portfolio risk, implementing risk limits, or building risk monitoring systems. | [source](https://github.com/wshobson/agents/tree/main/plugins/quantitative-trading/skills/risk-metrics-calculation) | + +## 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 | +|---|---|---|---| +| `ic-memo-generator` | core | Generates investment committee memos from due diligence artifacts | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/venture-capital/skills/ic-memo-generator) | +| `context-engineering` | adjacent | 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) | + +## 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` | adjacent | 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 | +|---|---|---|---| +| `investor-materials` | adjacent | Create and update pitch decks, one-pagers, investor memos, accelerator applications, financial models, and fundraising materials. Use when the user needs investor-facing documents, projections, use-of-funds tables, milestone plans, or … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/.agents/skills/investor-materials) | +| `agentic-os` | adjacent | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) | +| `knowledge-ops` | adjacent | 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: 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` | adjacent | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) | + +## Source: 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 | +|---|---|---|---| +| `codebook` | core | Auto-generates a Markdown codebook from a dataset (CSV, DTA, Excel, Parquet) with types and summary statistics. Use when documenting variables. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/29-quarcs-lab-project20XXy/dot-claude/skills/codebook) | +| `lit-review-assistant` | core | Search, summarize, and synthesize economics literature | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/09-meleantonio-awesome-econ-ai-stuff/_skills/literature/lit-review-assistant) | +| `hud` | adjacent | 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) | + +## 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` | adjacent | 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 | +|---|---|---|---| +| `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) | +| `agent-memory-mcp` | adjacent | 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` | adjacent | 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) | +| `context-window-management` | adjacent | 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) | +| `it-operations` | adjacent | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) | +| `langchain` | adjacent | 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) | + +## Source: infrasity-labs/dev-gtm-claude-skills + +- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `keyword-clustering` | core | Cluster a list of keywords into topical groups with search intent labels, validated search volume, KD, and CPC data. Use this skill whenever a user provides a list of keywords (pasted, uploaded as CSV/Excel, or via Google Sheet URL) and … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/keyword-clustering) | + +## Source: jeecgboot/skills + +- Repository: [https://github.com/jeecgboot/skills](https://github.com/jeecgboot/skills) (commit `ec0ec08`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `jimureport` | core | 积木报表生成器 — 自然语言描述报表需求或提供截图，自动生成积木报表（支持数据报表、打印报表、分组报表、循环报表、数据填报等全类型）。Use when user says "积木报表", "jmreport", "Excel报表", "数据填报", "可视化报表", "打印报表", "分组报表", "循环报表", "按照截图生成报表", "创建积木报表", "做一个可视化报表", "积木设计器", "create jimureport", "visual report". … | [source](https://github.com/jeecgboot/skills/tree/ec0ec08/jimureport) | + +## 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 | +|---|---|---|---| +| `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) | +| `excel-formula-generator` | core | Generate excel formula generator operations. Auto-activating skill for Business Automation. Triggers on: excel formula generator, excel formula generator Part of the Business Automation skill category. Use when working with excel formula … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/excel-formula-generator) | +| `excel-macro-creator` | core | Create excel macro creator operations. Auto-activating skill for Business Automation. Triggers on: excel macro creator, excel macro creator Part of the Business Automation skill category. Use when working with excel macro creator … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/19-business-automation/excel-macro-creator) | +| `excel-dcf-modeler` | core | Build discounted cash flow (DCF) valuation models in Excel. Use when creating DCF models, calculating enterprise value, or valuing companies. Trigger with phrases like ''excel dcf'', ''build dcf model'', ''calculate enterprise value''. | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-dcf-modeler) | +| `excel-pivot-wizard` | core | Create advanced Excel pivot tables with calculated fields and slicers. Use when building data summaries or creating interactive dashboards. Trigger with phrases like ''excel pivot'', ''create pivot table'', ''data summary''. | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-pivot-wizard) | +| `twinmind-data-handling` | adjacent | 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) | +| `windsurf-cascade-context` | adjacent | 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) | +| `apify-cost-tuning` | adjacent | 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) | +| `cursor-context-management` | adjacent | 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` | adjacent | 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` | adjacent | 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) | + +## 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 | +|---|---|---|---| +| `xlsx` | core | Create, edit, analyze, or convert Excel spreadsheets (.xlsx, .xlsm) where the workbook file is the primary deliverable. Use for formulas, formatting, financial models, multi-sheet workbooks, and tabular cleanup exported to Excel. Also … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/xlsx) | + +## 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 | +|---|---|---|---| +| `xlsx` | core | Create, edit, analyze, or convert Excel spreadsheets (.xlsx, .xlsm) where the workbook file is the primary deliverable. Use for formulas, formatting, financial models, multi-sheet workbooks, and tabular cleanup exported to Excel. Also … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/xlsx) | + +## Source: microsoft/power-platform-skills + +- Repository: [https://github.com/microsoft/power-platform-skills](https://github.com/microsoft/power-platform-skills) (commit `0d7ed9a`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `add-excel` | core | Adds Excel Online (Business) connector to a Power Apps code app. Use when reading or writing Excel workbook data from OneDrive or SharePoint. | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/code-apps/skills/add-excel) | + +## 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) | +| `kql` | adjacent | 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 | +|---|---|---|---| +| `credit-memo` | core | Write a credit memo for a lending decision: borrower story, facility structure, repayment sources, financial-ratio spread with covenant headroom, risk factors with mitigants, risk-rating rationale, and a recommendation. Use when asked to … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-banking/skills/credit-memo) | +| `excel-model` | core | Build a real, formula-driven Excel (.xlsx) model — not a static table. Use when asked to build an Excel model, a financial model, a budget/forecast spreadsheet, or any .xlsx with live formulas a user can edit. Produces an actual .xlsx file … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-documents/skills/excel-model) | +| `financial-model-narrative` | adjacent | Turn financial model outputs into a clear written narrative. Use when asked to write a financial narrative, explain a financial model, summarise a P&L, or translate spreadsheet numbers into a board-ready story. Produces an executive … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-finance/skills/financial-model-narrative) | + +## Source: mukul975/Anthropic-Cybersecurity-Skills + +- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) | + +## Source: nexu-io/html-anything + +- Repository: [https://github.com/nexu-io/html-anything](https://github.com/nexu-io/html-anything) (commit `aea7498`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `data-report` | core | 把 CSV/Excel/JSON 数据转成漂亮的可视化报告页 | [source](https://github.com/nexu-io/html-anything/tree/aea7498/next/src/lib/templates/skills/data-report) | + +## Source: nexu-io/open-design + +- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `data-report` | core | Turns CSV, Excel, or JSON data into a polished visual report page. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/data-report) | + +## 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` | adjacent | 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 | +|---|---|---|---| +| `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` | adjacent | 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` | adjacent | 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) | +| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) | +| `memory-management` | adjacent | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) | + +## Source: ruvnet/ruflo + +- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `AgentDB Memory Patterns` | adjacent | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) | +| `Hooks Automation` | adjacent | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$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) | +| `memory-management` | adjacent | 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) | + +## 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` | adjacent | 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: serejaris/personal-corp-os + +- Repository: [https://github.com/serejaris/personal-corp-os](https://github.com/serejaris/personal-corp-os) (commit `9d3660e`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `pm-feedback` | core | Классифицирует пользовательский фидбек (Excel/CSV/текст) по 6 категориям, делает sentiment-анализ, кластеризацию тем, анализ трендов, триангуляцию по источникам, расчёт NPS и извлечение персон. На выходе — Top-10 болей с рекомендациями к … | [source](https://github.com/serejaris/personal-corp-os/tree/9d3660e/skills/pm-feedback) | + +## Source: serejaris/personal-corp-skills + +- Repository: [https://github.com/serejaris/personal-corp-skills](https://github.com/serejaris/personal-corp-skills) (commit `b517d36`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `pm-feedback` | core | Классифицирует пользовательский фидбек (Excel/CSV/текст) по 6 категориям, делает sentiment-анализ, кластеризацию тем, анализ трендов, триангуляцию по источникам, расчёт NPS и извлечение персон. На выходе — Top-10 болей с рекомендациями к … | [source](https://github.com/serejaris/personal-corp-skills/tree/b517d36/skills/pm-feedback) | + +## 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: staruhub/ClaudeSkills + +- Repository: [https://github.com/staruhub/ClaudeSkills](https://github.com/staruhub/ClaudeSkills) (commit `3d4045d`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `deep-research` | adjacent | Use this skill when the user wants an evidence-based research memo, literature review, market/policy/technical landscape, or a multi-source decision brief with citations, trade-offs, and a clear conclusion. Best for tasks that need … | [source](https://github.com/staruhub/ClaudeSkills/tree/3d4045d/skills/Geek-skills-deep-research) | + +## Source: 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 | +|---|---|---|---| +| `minimax-xlsx` | core | Open, create, read, analyze, edit, or validate Excel/spreadsheet files (.xlsx, .xlsm, .csv, .tsv). Use when the user asks to create, build, modify, analyze, read, validate, or format any Excel spreadsheet, financial model, pivot table, or … | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/minimax-xlsx) | +| `knowledge-management` | adjacent | 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: XiaoMaColtAI/math-modeling-skill + +- Repository: [https://github.com/XiaoMaColtAI/math-modeling-skill](https://github.com/XiaoMaColtAI/math-modeling-skill) (commit `abcb41f`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `Excel工具` | core | 读取、创建、修改和验证 XLSX，支持模板保留、公式重算和错误检查。 | [source](https://github.com/XiaoMaColtAI/math-modeling-skill/tree/abcb41f/tools/xlsx) | + +## 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) | +| `vc-industry-research` | core | Generate professional primary market / venture capital industry research reports, including sector deep-dives, investment memos, and market analysis. Produces detailed PDF reports covering TMT, consumer, healthcare, and industrials. … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/vc-industry-research) | +| `dataset-quality-audit` | core | Run comprehensive quality checks on tabular data (CSV/Excel/TSV/JSON), detecting missing values, duplicates, outliers, format issues, and type inconsistencies to produce an overall score, grade, and actionable suggestions. Triggered when … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/dataset-quality-audit) | + +## Source: zechenzhangAGI/AI-research-SKILLs + +- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `langchain` | adjacent | 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/market.md b/references/market.md new file mode 100644 index 0000000..80c8728 --- /dev/null +++ b/references/market.md @@ -0,0 +1,83 @@ +# Market evidence report — commodity-trader + +Source: **19 real job ads** (JSearch API, countries: us 19), extracted into the MSSQL evidence store; as of 2026-07-10. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 11 | 58 % | +| senior | 4 | 21 % | +| junior | 3 | 16 % | +| lead | 1 | 5 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | VBA | 4 | 21 % | +| 2 | Microsoft Excel | 3 | 16 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | risk management | 12 | 63 % | +| 2 | market analysis | 8 | 42 % | +| 3 | trade execution | 4 | 21 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | market monitoring | 3 | 16 % | + +## Regional breakdown + +> **Corpus note:** 19 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** — 19 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 | +|---|---| +| Capital Asset Trader | 1 | +| Commodities Trader | 1 | +| Corn Trader | 1 | +| Director – Power Trading & Origination | 1 | +| Floor Trader - MIAX | 1 | +| Futures Trader/PM (Sharpe 4+; 30%-50% Pnl Split) | 1 | +| Global Commodities - Senior Power Trader - Executive Director | 1 | +| Graduate Commodities Trader - Mentorship & Growth | 1 | +| Graduate Commodities Trader: Risk & Modeling | 1 | +| International Commodity Trader (Junior/Senior) | 1 | +| OTC Commodities Trader: Counterparty Flows | 1 | +| PHYSICAL COMMODITIES TRADERS – OIL, PETROCHEMICALS, ETHANOL, FERTILISERS, GRAIN, METALS, DIAMONDS – REMOTE WORK OR OFFICE | 1 | +| Refined Products Trader | 1 | +| Senior Base Metal Trader – Houston OR NY/CT | 1 | +| Senior LPG trader | 1 | +| Senior Physical Steel Trader | 1 | +| Trader Trainee - Steel USA | 1 | +| Vice President, Agricultural Commodities Trading – Soft Commodities | 1 | +| VP, Physical Precious Metals Trader | 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..33f03c3 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,20 @@ +# Occupation profile — commodity trader + +- **ESCO URI:** http://data.europa.eu/esco/occupation/e4cdfa86-c3b1-41f1-a4e2-384c73d03bd3 +- **ESCO code:** 3324.2 +- **ISCO-08 group:** 3324 — Trade brokers + +## Description (ESCO) + +Commodity traders use negotiation techniques to sell and buy physical goods and raw materials such as gold, cattle, oil, cotton and wheat on the trading floor. They receive and implement purchasing and selling instructions and negotiate the terms of sale and delivery of commodities. Commodity traders do research about market conditions of specific commodities, their price trends and demand in order to inform their employers, they make bid offers and calculate the cost of transactions. + +## Definition + +nan + +## Alternative labels + +- commodity exchange floor trader +- commodities trader +- commodities trading manager +- commodity handler diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..811cdfa --- /dev/null +++ b/references/skills.md @@ -0,0 +1,54 @@ +# Competences — commodity trader + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/e4cdfa86-c3b1-41f1-a4e2-384c73d03bd3). + +## Essential + +- **analyse economic trends** (skill/competence) +- **analyse financial risk** (skill/competence) +- **analyse market financial trends** (skill/competence) +- **commercial law** (knowledge) +- **economics** (knowledge) +- **financial jurisdiction** (knowledge) +- **financial markets** (knowledge) +- **handle financial transactions** (skill/competence) +- **international trade** (knowledge) +- **negotiate sale of commodities** (skill/competence) +- **negotiate with stakeholders** (skill/competence) +- **perform financial risk management in international trade** (skill/competence) +- **trading software** (knowledge) + +## Optional + +- actuarial science (knowledge) +- banking activities (knowledge) +- financial forecasting (knowledge) +- financial products (knowledge) +- forecast economic trends (skill/competence) +- international business (knowledge) +- international commercial transactions rules (knowledge) +- maintain records of financial transactions (skill/competence) +- negotiate buying conditions (skill/competence) +- negotiate price (skill/competence) +- negotiate sales contracts (skill/competence) +- operate financial instruments (skill/competence) +- statistics (knowledge) +- trace financial transactions (skill/competence) + + + +## Market evidence (job-ad analysis, 19 ads, as of 2026-07-10) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- risk management — **63 %** +- market analysis — **42 %** +- trade execution — **21 %** + +### Responsibilities + +- market monitoring — **16 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..a7b1613 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,66 @@ +# Tasks & work activities — commodity trader + +Source: O*NET 30.3, occupation 41-3031.00 (Securities, Commodities, and Financial Services Sales Agents) — manual nearest-occupation mapping via ISCO group 3324; the official ESCO crosswalk has no entry for this ESCO occupation. + +## Task statements + +- **[Core]** Make bids or offers to buy or sell securities. +- **[Core]** Monitor markets or positions. +- **[Core]** Agree on buying or selling prices at optimal levels for clients. +- **[Core]** Keep accurate records of transactions. +- **[Core]** Buy or sell stocks, bonds, commodity futures, foreign currencies, or other securities on behalf of investment dealers. +- **[Core]** Complete sales order tickets and submit for processing of client-requested transactions. +- **[Core]** Report all positions or trading results. +- **[Core]** Interview clients to determine clients' assets, liabilities, cash flow, insurance coverage, tax status, or financial objectives. +- **[Core]** Discuss financial options with clients and keep them informed about transactions. +- **[Core]** Determine customers' financial services needs and prepare proposals to sell services that address these needs. +- **[Supplemental]** Sell services or equipment, such as trusts, investments, or check processing services. +- **[Core]** Identify opportunities or develop channels for purchase or sale of securities or commodities. +- **[Core]** Develop financial plans, based on analysis of clients' financial status. +- **[Core]** Review all securities transactions to ensure accuracy of information and conformance to governing agency regulations. +- **[Core]** Contact prospective customers to present information and explain available services. +- **[Core]** Devise trading, option, or hedge strategies. +- **[Core]** Track and analyze factors that affect price movement, such as trade policies, weather conditions, political developments, or supply and demand changes. +- **[Core]** Inform other traders, managers, or customers of market conditions, including volume, price, competition, or dynamics. +- **[Core]** Offer advice on the purchase or sale of particular securities. +- **[Supplemental]** Evaluate costs and revenue of agreements to determine continued profitability. +- **[Core]** Explain stock market terms or trading practices to clients. +- **[Core]** Calculate costs for billings or commissions. +- **[Core]** Prepare financial reports to monitor client or corporate finances. +- **[Core]** Supply the latest price quotes on any security, as well as information on the activities or financial positions of the corporations issuing these securities. +- **[Supplemental]** Supervise support staff and ensure proper execution of contracts. +- **[Supplemental]** Relay buy or sell orders to securities exchanges or to firm trading departments. +- **[nan]** Negotiate prices or contracts for securities or commodities sales or purchases. +- **[nan]** Prepare and send requests for price quotations to all companies in a particular market. +- **[nan]** Price securities or commodities based on market conditions. +- **[nan]** Purchase or sell financial derivatives for customers. + +## Detailed work activities + +- Analyze business or financial data. +- Analyze market conditions or trends. +- Calculate costs of goods or services. +- Contact current or potential customers to promote products or services. +- Coordinate activities with suppliers, contractors, clients, or other departments. +- Customize financial products or services to meet customer needs. +- Develop professional relationships or networks. +- Develop proposals for current or prospective customers. +- Estimate costs or terms of sales. +- Explain financial information to customers. +- Explain technical product or service information to customers. +- Gather customer or product information to determine customer needs. +- Gather information in order to provide services to clients. +- Identify investment opportunities or strategies. +- Maintain records of sales or other business transactions. +- Monitor market conditions or trends. +- Monitor sales activities. +- Negotiate prices or other sales terms. +- Negotiate purchases or contracts. +- Prepare financial documents, reports, or budgets. +- Prepare sales or other contracts. +- Process sales or other transactions. +- Purchase products or services. +- Review accuracy of sales or other transactions. +- Sell products or services. +- Share sales-related or market information with colleagues. +- Supervise sales or support personnel. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..b5e3017 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,88 @@ +# Tools & technology — commodity trader + +Source: O*NET 30.3, occupation 41-3031.00 (Securities, Commodities, and Financial Services Sales Agents) — manual nearest-occupation mapping via ISCO group 3324; the official ESCO crosswalk has no entry for this ESCO occupation. + +| Software | Category | Hot technology | +|---|---|---| +| C++ | Object or component oriented development software | yes | +| Linux | Operating system software | yes | +| Microsoft Access | Data base user interface and query software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft SharePoint | Document management software | yes | +| Microsoft Visual Basic | Development environment software | yes | +| Microsoft Windows | Operating system software | yes | +| Microsoft Word | Word processing software | yes | +| Oracle Java | Object or component oriented development software | yes | +| Oracle PeopleSoft | Enterprise resource planning ERP software | yes | +| Python | Object or component oriented development software | yes | +| R | Object or component oriented development software | yes | +| Salesforce software | Customer relationship management CRM software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| The MathWorks MATLAB | Analytical or scientific software | yes | +| UNIX | Operating system software | yes | +| ADP/Vantra VOLTS | Desktop communications software | | +| AIQ Systems TradingExpert Pro | Financial analysis software | | +| AnalyzerXL | Financial analysis software | | +| Aspen Graphics Technical Analysis Software | Financial analysis software | | +| Bloomberg Professional | Financial analysis software | | +| BondDesk Group Trader WorkStation | Financial analysis software | | +| CableSoft LiveWire Trader | Financial analysis software | | +| Calypso Technology Calypso Asset Management | Financial analysis software | | +| Charles River Development Charles River Investment Management System | Financial analysis software | | +| Citi The Yield Book Calculator | Financial analysis software | | +| CQG Integrated Client | Financial analysis software | | +| CSI Complex Systems ClientTrade | Customer relationship management CRM software | | +| Customer information control system CICS | Transaction server software | | +| Database management software | Data base user interface and query software | | +| Derivicom FinOptions XL | Financial analysis software | | +| Email software | Electronic mail software | | +| FileMaker Pro | Data base user interface and query software | | +| Financial needs analysis software | Financial analysis software | | +| Fixed income alternative trading systems ATS | Financial analysis software | | +| Fund accounting software | Accounting software | | +| FundCount Web | Data base user interface and query software | | +| Graphics software | Graphics or photo imaging software | | +| IBM Cognos Impromptu | Business intelligence and data analysis software | | +| IBM Notes | Electronic mail software | | +| Imagine Software Imagine Trading System | Desktop communications software | | +| Knight BondPoint | Financial analysis software | | +| Leading Market Technologies EXPO | Financial analysis software | | +| LinkedIn | Web page creation and editing software | | +| Microsoft Dynamics | Customer relationship management CRM software | | +| Microsoft Dynamics GP | Enterprise resource planning ERP software | | +| Multiple trading transaction systems | Financial analysis software | | +| Oracle E-Business Suite Financials | Financial analysis software | | +| Oracle Hyperion | Enterprise resource planning ERP software | | +| Oracle PeopleSoft Financials | Enterprise resource planning ERP software | | +| Oracle Siebel CRM | Customer relationship management CRM software | | +| Realm Business Solutions INSIGHT for ARGUS | Financial analysis software | | +| Redi Enterprise Development Redi ERM | Financial analysis software | | +| Regulatory agency compliance software | Compliance software | | +| Sage 50 Accounting | Accounting software | | +| Sales analysis software | Financial analysis software | | +| Scheduling software | Calendar and scheduling software | | +| SunGard MicroHedge | Financial analysis software | | +| Telvent DTN ProphetX | Financial analysis software | | +| Thomson Reuters Tradeweb | Financial analysis software | | +| Tradeweb Markets Tradeweb | Financial analysis software | | +| Trading Blox | Financial analysis software | | +| Triple Point Commodity XL | Financial analysis software | | +| Web browser software | Internet browser software | | +| Web-based information systems | Data base user interface and query software | | +| Web-based trading systems | Financial analysis software | | + + + +## Market evidence (job-ad analysis, 19 ads, as of 2026-07-10) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- VBA — **21 %** +- Microsoft Excel — **16 %** + +