feat: tax-clerk skill package v0.1.0

2026-08-14 19:15:28 +02:00
commit d7a2263ba8
9 changed files with 1137 additions and 0 deletions
--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — tax-clerk
+
+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 — tax-clerk
+    "ESCO (occupation & competences)" : 29
+    "O*NET (tasks & tools)" : 167
+    "Job boards (market evidence)" : 47
+    "Anthropic official Claude skills" : 6
+    "External AI skill packs (mapped)" : 185
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 29 | 6.7 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 167 | 38.5 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 47 | 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 | 6 | 1.4 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 185 | 42.6 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,59 @@
+---
+name: tax-clerk
+description: "Occupational skill for the role 'tax clerk' (also: tax compliance officer, tax collection clerk, fiscal clerk, tax collection officer, tax collection assistant, tax revenue officer). Use when the user asks for typical tax clerk work such as: Check figures, postings, and documents for correct entry, mathematical accuracy, and proper codes.; Operate computers programmed with accounting software to record, store, and analyze information.; Comply with federal, state, and company policies, procedures, and regulations."
+---
+
+# Tax Clerk
+
+Tax clerks collect financial information in order to prepare accounting and tax documents. They also perform clerical duties.
+
+## Core workflow
+
+1. Check figures, postings, and documents for correct entry, mathematical accuracy, and proper codes.
+2. Operate computers programmed with accounting software to record, store, and analyze information.
+3. Comply with federal, state, and company policies, procedures, and regulations.
+4. Debit, credit, and total accounts on computer spreadsheets and databases, using specialized accounting software.
+5. Classify, record, and summarize numerical and financial data to compile and keep financial records, using journals and ledgers or computers.
+6. Code documents according to company procedures.
+7. Access computerized financial information to answer general questions as well as those related to specific accounts.
+8. Operate 10-key calculators, typewriters, and copy machines to perform calculations and produce documents.
+
+## 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)
+
+- accounting techniques
+- bookkeeping regulations
+- calculate debt costs
+- calculate tax
+- debt classification
+- fraud detection
+- inform on fiscal duties
+- inspect taxation documents
+- interpret financial statements
+- perform clerical duties
+- prepare tax returns forms
+- tax legislation
+- use spreadsheets software
+
+## Hot technologies
+
+- Intuit QuickBooks
+- SAP Concur
+- Microsoft Access
+- Oracle Database
+- Yardi software
+- Adobe Acrobat
+- Microsoft SharePoint
+- Microsoft Outlook
+- Oracle PeopleSoft
+- SAP software
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/84fabf82-4abf-4f41-99aa-55718a2e500b), O*NET 30.3 (43-3031.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,292 @@
+{
+  "name": "tax-clerk",
+  "title": "tax clerk",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/84fabf82-4abf-4f41-99aa-55718a2e500b",
+    "esco_code": "4312.7",
+    "isco_group": "4312",
+    "onet_soc": "43-3031.00",
+    "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": 28,
+    "dwas": 20,
+    "skills_essential": 13,
+    "skills_optional": 15,
+    "software": 118
+  },
+  "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": 3
+      },
+      "wshobson/agents": {
+        "repo": "https://github.com/wshobson/agents",
+        "commit": "6fd3247",
+        "license": "MIT (c) Seth Hobson",
+        "skills": 1
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 12
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 1
+      },
+      "kazukinagata/shinkoku": {
+        "repo": "https://github.com/kazukinagata/shinkoku",
+        "commit": "e610b30",
+        "license": "MIT",
+        "skills": 9
+      },
+      "open-gitagent/opengap": {
+        "repo": "https://github.com/open-gitagent/opengap",
+        "commit": "d7a8e2e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 2
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 3
+      },
+      "jawwadfirdousi/agent-skills": {
+        "repo": "https://github.com/jawwadfirdousi/agent-skills",
+        "commit": "962ffed",
+        "license": "no explicit license \u2014 referenced by link only",
+        "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": 12
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 1
+      },
+      "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": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 2
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 3
+      },
+      "claude-world/director-mode-lite": {
+        "repo": "https://github.com/claude-world/director-mode-lite",
+        "commit": "9d0c333",
+        "license": "MIT",
+        "skills": 1
+      },
+      "avelikiy/great_cto": {
+        "repo": "https://github.com/avelikiy/great_cto",
+        "commit": "4fe1e39",
+        "license": "MIT",
+        "skills": 1
+      },
+      "himself65/finance-skills": {
+        "repo": "https://github.com/himself65/finance-skills",
+        "commit": "87f688e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "staruhub/ClaudeSkills": {
+        "repo": "https://github.com/staruhub/ClaudeSkills",
+        "commit": "3d4045d",
+        "license": "MIT",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "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": 2
+      },
+      "Devin-AXIS/iPolloWork": {
+        "repo": "https://github.com/Devin-AXIS/iPolloWork",
+        "commit": "5107542",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "muratcankoylan/Agent-Skills-for-Context-Engineering": {
+        "repo": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering",
+        "commit": "c578e85",
+        "license": "MIT",
+        "skills": 2
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "sametbrr/llm-wiki-manager": {
+        "repo": "https://github.com/sametbrr/llm-wiki-manager",
+        "commit": "cc0cc33",
+        "license": "MIT",
+        "skills": 1
+      },
+      "heshengtao/super-agent-party": {
+        "repo": "https://github.com/heshengtao/super-agent-party",
+        "commit": "181588d",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "WenyuChiou/agent-collab-skills": {
+        "repo": "https://github.com/WenyuChiou/agent-collab-skills",
+        "commit": "f3c4097",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rockscy/solo-skills": {
+        "repo": "https://github.com/rockscy/solo-skills",
+        "commit": "80ec4cf",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ruvnet/claude-code-flow": {
+        "repo": "https://github.com/ruvnet/claude-code-flow",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "ruvnet/ruflo": {
+        "repo": "https://github.com/ruvnet/ruflo",
+        "commit": "73914bd",
+        "license": "MIT",
+        "skills": 2
+      },
+      "raintree-technology/apple-hig-skills": {
+        "repo": "https://github.com/raintree-technology/apple-hig-skills",
+        "commit": "431fd30",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rohitg00/pro-workflow": {
+        "repo": "https://github.com/rohitg00/pro-workflow",
+        "commit": "5c313e2",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "ViryaZheng/recomby-geo": {
+        "repo": "https://github.com/ViryaZheng/recomby-geo",
+        "commit": "530d5e2",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 76,
+      "adjacent": 4
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 29,
+      "onet": 167,
+      "jobads": 47,
+      "wiki_ai": 0,
+      "anthropic": 6,
+      "ai_skills": 185,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 6.7,
+      "onet": 38.5,
+      "jobads": 10.8,
+      "wiki_ai": 0.0,
+      "anthropic": 1.4,
+      "ai_skills": 42.6,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,394 @@
+# External AI agent skills — tax-clerk
+
+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) |
+| `xlsx` | adjacent | Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .xltx, .csv, or .tsv file (e.g., adding columns, computing formulas, … | [source](https://github.com/anthropics/skills/tree/main/skills/xlsx) |
+| `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 |
+|---|---|---|---|
+| `file-conversion` | adjacent | Convert files between formats — PDF to Word, HEIC to JPG, MP4 to MP3, CSV to JSON, EPUB to MOBI, and 999 total routes across images, video, audio, documents, data, fonts, ebooks, and archives. Free via changethisfile.com, no API key or … | [source](https://github.com/wshobson/agents/tree/main/plugins/file-conversion/skills/file-conversion) |
+
+## 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 |
+|---|---|---|---|
+| `financial-dashboard-generator` | core | Automated financial dashboard and KPI visualization skill with executive reporting capabilities | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/finance-accounting/skills/financial-dashboard-generator) |
+| `amortized-analysis-assistant` | core | Apply amortized analysis techniques including aggregate, accounting, and potential methods | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/computer-science/skills/amortized-analysis-assistant) |
+| `fraud-risk-assessor` | core | Fraud risk assessment skill based on the fraud triangle with red flag detection | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/finance-accounting/skills/fraud-risk-assessor) |
+
+## Source: affaan-m/everything-claude-code
+
+- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `google-workspace-ops` | core | Operate across Google Drive, Docs, Sheets, and Slides as one workflow surface for plans, trackers, decks, and shared documents. Use when the user needs to find, summarize, edit, migrate, or clean up Google Workspace assets without dropping … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/google-workspace-ops) |
+
+## Source: 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 |
+|---|---|---|---|
+| `financial-analyst` | core | Performs financial ratio analysis, DCF valuation, budget variance analysis, and rolling forecast construction for strategic decision-making. Use when analyzing financial statements, building valuation models, assessing budget variances, or … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/finance/skills/financial-analyst) |
+| `google-workspace-cli` | core | Google Workspace administration via the gws CLI (github.com/googleworkspace/cli). Install, authenticate, and automate Gmail, Drive, Sheets, Calendar, Docs, Chat, and Tasks. Run security audits and use local recipe templates and persona … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering-team/google-workspace-cli/skills/google-workspace-cli) |
+
+## Source: avelikiy/great_cto
+
+- Repository: [https://github.com/avelikiy/great_cto](https://github.com/avelikiy/great_cto) (commit `4fe1e39`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `well-architected` | core | 6-pillar architecture review framework. Adapted from AWS Well-Architected for use by great_cto's architect agent on every non-nano ARCH document. Forces explicit answers across operational excellence, security, reliability, performance, … | [source](https://github.com/avelikiy/great_cto/tree/4fe1e39/skills/well-architected) |
+
+## 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 |
+|---|---|---|---|
+| `stata-accounting-guide` | core | STATA code for empirical accounting and financial economics research | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/econometrics/stata-accounting-guide) |
+| `paper-summary` | core | Writes expert academic paper summaries for social science research, particularly political science and applied statistics. Use when asked to summarize, review, or create a reading summary of an academic paper, PDF, or research article. … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/22-christopherkenny-skills/skills/paper-summary) |
+| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/research-lit) |
+| `stata-accounting-research` | core | STATA code pattern library for empirical archival accounting research. Provides tested syntax from 126 peer-reviewed JAR (Journal of Accounting Research) replication files (2017-2025). Use when the user asks procedural questions like "How … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/18-jusi-aalto-stata-accounting-research) |
+| `diverga-memory` | core | Diverga Memory System v7.0 - Context-persistent research support with checkpoint auto-trigger and cross-session continuity. Triggers: memory, remember, context, recall, checkpoint, decision, persist, 기억, 맥락, 세션, 체크포인트 | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/memory) |
+| `grant-budget-guide` | core | Prepare and justify research grant budgets across funding agencies | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/funding/grant-budget-guide) |
+| `a1` | core | VS-Enhanced Research Question Refiner - Prevents Mode Collapse and derives differentiated research questions Enhanced VS 3-Phase process: Modal question avoidance, alternatives presentation, differentiated RQ recommendation Use when: … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/a1) |
+| `b2` | core | VS-Enhanced Evidence Quality Appraiser - Prevents Mode Collapse with context-adaptive quality assessment Enhanced VS 3-Phase process: Avoids automatic tool application, delivers research-specific evaluation strategies Use when: appraising … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/b2) |
+| `computer-vision-guide` | core | Apply computer vision research methods, models, and evaluation tools | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/ai-ml/computer-vision-guide) |
+| `experiment-plan` | core | Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol, run order, compute … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/experiment-plan) |
+| `grant-writing-guide` | core | Write competitive research proposals with clear objectives and budgets | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/funding/grant-writing-guide) |
+| `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) |
+
+## Source: claude-world/director-mode-lite
+
+- Repository: [https://github.com/claude-world/director-mode-lite](https://github.com/claude-world/director-mode-lite) (commit `9d0c333`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `handoff-gemini` | core | Delegate long-context analysis, research, and large-document summarization to Google Gemini CLI (1M-token context) via non-interactive `gemini -p`, preserving Claude context. Use when the user says 'use gemini'/'hand off to gemini' or a … | [source](https://github.com/claude-world/director-mode-lite/tree/9d0c333/skills/handoff-gemini) |
+
+## Source: 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 |
+|---|---|---|---|
+| `invoice-organizer` | core | Automatically organizes invoices and receipts for tax preparation by reading messy files, extracting key information, renaming them consistently, and sorting them into logical folders. Turns hours of manual bookkeeping into minutes of … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/invoice-organizer) |
+
+## 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 |
+|---|---|---|---|
+| `invoice-organizer` | core | Automatically organizes invoices and receipts for tax preparation by reading messy files, extracting key information, renaming them consistently, and sorting them into logical folders. Turns hours of manual bookkeeping into minutes of … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/invoice-organizer) |
+| `research-grants` | core | Write competitive research proposals for NSF, NIH, DOE, and DARPA. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/research-grants) |
+
+## Source: Devin-AXIS/iPolloWork
+
+- Repository: [https://github.com/Devin-AXIS/iPolloWork](https://github.com/Devin-AXIS/iPolloWork) (commit `5107542`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `acme-research` | core | Search and summarize material from the Acme research service. | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/acme-research/.opencode/skills/acme-research) |
+
+## 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 |
+|---|---|---|---|
+| `research-grants` | core | Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/research-grants) |
+| `edgartools` | core | Python library for accessing, analyzing, and extracting data from SEC EDGAR filings. Use when working with SEC filings, financial statements (income statement, balance sheet, cash flow), XBRL financial data, insider trading (Form 4), … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/edgartools) |
+
+## Source: heshengtao/super-agent-party
+
+- Repository: [https://github.com/heshengtao/super-agent-party](https://github.com/heshengtao/super-agent-party) (commit `181588d`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `officeCLI` | core | Create, analyze, proofread, and modify Office documents (.docx, .xlsx, .pptx) using the officecli CLI tool. Use when the user wants to create, inspect, check formatting, find issues, add charts, or modify Office documents. | [source](https://github.com/heshengtao/super-agent-party/tree/181588d/skills/officeCLI) |
+
+## Source: himself65/finance-skills
+
+- Repository: [https://github.com/himself65/finance-skills](https://github.com/himself65/finance-skills) (commit `87f688e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `yfinance-data` | core | Fetch financial and market data using the yfinance Python library. Use this skill whenever the user asks for stock prices, historical data, financial statements, options chains, dividends, earnings, analyst recommendations, or any market … | [source](https://github.com/himself65/finance-skills/tree/87f688e/plugins/market-analysis/skills/yfinance-data) |
+
+## Source: jawwadfirdousi/agent-skills
+
+- Repository: [https://github.com/jawwadfirdousi/agent-skills](https://github.com/jawwadfirdousi/agent-skills) (commit `962ffed`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `german-elster-tax-filing` | core | gather all information needed to prepare a german personal income tax return in elster for tax years 2024 onward. use when the user wants a questionnaire-style intake, a tax estimate, or a form-by-form elster mapping with exact fields and … | [source](https://github.com/jawwadfirdousi/agent-skills/tree/962ffed/german-elster-tax-filing/skills/german-elster-tax-filing) |
+
+## 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 |
+|---|---|---|---|
+| `find-cpa-firm` | core | Use whenever the user wants to find, shortlist, vet, or enrich US accounting and tax firms (CPA firms) — financial-statement audit, SOC 1/2 audit, corporate tax, bookkeeping for businesses, advisory/fractional CFO, M&A diligence, 409A … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/mcp/servicegraph/skills/find-cpa-firm) |
+| `fondo-install-auth` | core | Set up Fondo account and configure integrations with Gusto, QuickBooks, and bank accounts for automated startup bookkeeping and R&D tax credits. Trigger: "setup fondo", "fondo account", "fondo integrations", "connect fondo".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/fondo-pack/skills/fondo-install-auth) |
+| `fondo-cost-tuning` | core | Optimize Fondo costs by maximizing R&D tax credits, choosing the right plan, and reducing unnecessary bookkeeping complexity. Trigger: "fondo costs", "fondo pricing", "maximize R&D credit", "fondo ROI".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/fondo-pack/skills/fondo-cost-tuning) |
+| `calculating-crypto-taxes` | core | Calculate cryptocurrency tax obligations with cost basis tracking, capital gains computation, and Form 8949 generation. Use when calculating crypto taxes, generating tax reports, comparing cost basis methods, or identifying taxable events. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/crypto/crypto-tax-calculator/skills/calculating-crypto-taxes) |
+| `fondo-core-workflow-b` | core | Execute Fondo R&D tax credit workflow: qualify activities, calculate credits, file Form 6765, and claim payroll tax offset for startups. Trigger: "fondo R&D credit", "fondo tax credit", "fondo Form 6765", "startup tax credit".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/fondo-pack/skills/fondo-core-workflow-b) |
+| `fondo-core-workflow-a` | core | Execute Fondo primary workflow: monthly bookkeeping close and financial reporting. Use when managing month-end close, reviewing financial statements, or preparing for board meetings and fundraising. Trigger: "fondo bookkeeping", "fondo … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/fondo-pack/skills/fondo-core-workflow-a) |
+| `fondo-local-dev-loop` | core | Configure local development workflows that integrate with Fondo for financial data, using Fondo exports with QuickBooks or accounting tools. Trigger: "fondo dev setup", "fondo export", "fondo QuickBooks", "fondo local data".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/fondo-pack/skills/fondo-local-dev-loop) |
+| `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) |
+| `fondo-reference-architecture` | core | Reference architecture for startup financial operations using Fondo as the bookkeeping backbone with complementary tools for banking, payroll, and reporting. Trigger: "fondo architecture", "startup finance stack", "fondo integration … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/fondo-pack/skills/fondo-reference-architecture) |
+| `fondo-upgrade-migration` | core | Migrate to Fondo from other bookkeeping services, switch between Fondo plans, or transition accountants while maintaining financial continuity. Trigger: "migrate to fondo", "switch to fondo", "fondo migration", "change accountant".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/fondo-pack/skills/fondo-upgrade-migration) |
+| `find-service-providers` | core | Use whenever the user wants to find, shortlist, vet, enrich, or research US professional-services firms — law, marketing, consulting, accounting, IT services, architecture, engineering, HR, PR, design, and similar B2B service providers. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/mcp/servicegraph/skills/find-service-providers) |
+| `meeting-prep` | core | Prepare briefings for today's meetings \u2014 attendee research, email\ \ history, past meeting notes, LinkedIn, and company context. Use when running the\ \ daily meeting prep cron, or when user asks to prepare for meetings, review who\ \ … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/executive-assistant-skills/skills/meeting-prep) |
+
+## 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 |
+|---|---|---|---|
+| `research-grants` | core | Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/research-grants) |
+
+## 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 |
+|---|---|---|---|
+| `research-grants` | core | Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/research-grants) |
+
+## Source: kazukinagata/shinkoku
+
+- Repository: [https://github.com/kazukinagata/shinkoku](https://github.com/kazukinagata/shinkoku) (commit `e610b30`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `submit` | core | This skill should be used when the user is ready to submit their tax return, needs a final review checklist, wants to know how to submit (e-Tax, mail, or in-person), or asks about common mistakes before submission. Trigger phrases include: … | [source](https://github.com/kazukinagata/shinkoku/tree/e610b30/skills/submit) |
+| `tax-ebookkeeping-context` | core | Background context for the Electronic Bookkeeping Act (電子帳簿保存法) in the shinkoku tax filing plugin. Contains requirements for electronic bookkeeping, scanner storage, mandatory electronic transaction data storage, and shinkoku's compliance … | [source](https://github.com/kazukinagata/shinkoku/tree/e610b30/skills/tax-ebookkeeping-context) |
+| `consumption-tax` | core | This skill should be used when the user needs to calculate consumption tax (消費税) or determine their tax method (2割特例, 簡易課税, or 本則課税). Trigger phrases include: "消費税を計算", "消費税の申告", "消費税申告書", "2割特例", "簡易課税", "本則課税", "課税売上", "消費税額", "インボイス", … | [source](https://github.com/kazukinagata/shinkoku/tree/e610b30/skills/consumption-tax) |
+| `e-tax` | core | This skill should be used when the user wants to file their tax return electronically via the 確定申告書等作成コーナー (NTA Tax Return Preparation Corner) using Claude in Chrome, Antigravity Browser Sub-Agent, or Playwright CLI (fallback). It guides … | [source](https://github.com/kazukinagata/shinkoku/tree/e610b30/skills/e-tax) |
+| `income-tax` | core | This skill should be used when the user needs to calculate their income tax (所得税), compute deductions, or import withholding slips. Trigger phrases include: "所得税を計算", "確定申告書を作成", "控除を計算", "源泉徴収票を取り込む", "所得税額", "納付額を計算", "還付額を計算", "第一表", … | [source](https://github.com/kazukinagata/shinkoku/tree/e610b30/skills/income-tax) |
+| `assess` | core | This skill should be used when the user asks to determine what tax filings they need, wants to know if they must file a tax return (確定申告), asks about consumption tax obligations (消費税), or needs help understanding their filing requirements. … | [source](https://github.com/kazukinagata/shinkoku/tree/e610b30/skills/assess) |
+| `settlement` | core | This skill should be used when the user needs to perform year-end closing adjustments (決算整理), review financial statements (決算書), compute depreciation, or review their trial balance. Trigger phrases include: "決算", "決算整理", "決算書を作る", "減価償却", … | [source](https://github.com/kazukinagata/shinkoku/tree/e610b30/skills/settlement) |
+| `journal` | core | This skill should be used when the user wants to record bookkeeping entries (仕訳), import transaction data from CSV files, receipts, or invoices, or manage their general ledger. Trigger phrases include: "仕訳を入力", "仕訳登録", "CSVを取り込む", … | [source](https://github.com/kazukinagata/shinkoku/tree/e610b30/skills/journal) |
+| `e-bookkeeping-compliance` | core | 優良な電子帳簿の要件チェック・コンプライアンス診断を実行する。 「優良な電子帳簿」「電帳法対応」「電子帳簿の要件確認」 「税務調査の準備」「75万円控除の条件」「帳簿の要件を満たしているか」 「e-bookkeeping compliance」で起動。 | [source](https://github.com/kazukinagata/shinkoku/tree/e610b30/skills/e-bookkeeping-compliance) |
+
+## 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 |
+|---|---|---|---|
+| `tax-planning-checklist` | core | Generate a structured tax planning checklist and review framework for any individual or business context. Use when asked to review tax planning, prepare for year-end tax, check tax efficiency, or identify tax-saving opportunities. Produces … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-finance/skills/tax-planning-checklist) |
+| `docx-tracked-changes` | core | Produce properly-formatted tracked changes for a Word document. Use when asked to redline a document, suggest edits to a contract or document, create tracked changes for review, or mark up a document with proposed revisions. Produces a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-essentials/skills/docx-tracked-changes) |
+| `bookkeeping-categorization` | core | Set up a chart of accounts and rules for categorizing transactions. Use when asked how to categorize expenses/transactions, set up a chart of accounts, organize bookkeeping, or sort bank transactions into the right buckets. Produces a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-accounting/skills/bookkeeping-categorization) |
+
+## 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: muratcankoylan/Agent-Skills-for-Context-Engineering
+
+- Repository: [https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering) (commit `c578e85`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `advanced-evaluation` | core | This skill should be used for advanced LLM evaluation: LLM-as-judge systems, direct scoring, pairwise comparison, rubric calibration, evaluator bias mitigation, confidence scoring, and automated quality assessment. | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/skills/advanced-evaluation) |
+| `harness-engineering` | core | This skill should be used when designing autonomous agent harnesses: research loops, evaluation scaffolds, locked and editable surfaces, durable logs, novelty gates, pruning, rollback, PR preparation, and human approval boundaries. | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/skills/harness-engineering) |
+
+## Source: nexscope-ai/eCommerce-Skills
+
+- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `shopify-tax-compliance` | core | Tax setup and compliance — sales tax, VAT, duty collection, tax-exempt customers, reporting | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/shopify-tax-compliance) |
+
+## 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 |
+|---|---|---|---|
+| `finance-report` | core | Quarterly / monthly financial report — masthead with KPIs, revenue and burn charts, P&L summary table, top-line highlights, and an outlook paragraph. Use when the brief mentions "financial report", "Q3 report", "MRR review", "P&L", or "财报". | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/finance-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` | core | Reviews financial documents (prospectuses, ADVs, marketing materials) for FINRA 2210 compliance, required disclosures, and balanced presentation. Use when reviewing financial statements, audit documents, regulatory filings, or when the … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/full/skills/document-review) |
+
+## Source: pedrohcgs/claude-code-my-workflow
+
+- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `promote-memory` | core | Review candidate `[LEARN]` entries in `.claude/state/personal-memory.md` (gitignored) and run them through a five-critic council in parallel: generality, staleness, redundancy, evidence, format. Majority vote (3+ of 5) promotes the entry … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/promote-memory) |
+
+## Source: raintree-technology/apple-hig-skills
+
+- Repository: [https://github.com/raintree-technology/apple-hig-skills](https://github.com/raintree-technology/apple-hig-skills) (commit `431fd30`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `hig-components-dialogs` | core | Apple HIG guidance for presentation components including alerts, action sheets, popovers, sheets, and digit entry views. Use this skill when the user says "should I use an alert or a sheet," "how do I show a confirmation dialog," "when … | [source](https://github.com/raintree-technology/apple-hig-skills/tree/431fd30/skills/hig-components-dialogs) |
+
+## Source: rockscy/solo-skills
+
+- Repository: [https://github.com/rockscy/solo-skills](https://github.com/rockscy/solo-skills) (commit `80ec4cf`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `changelog-from-commits` | core | Generate a user-facing CHANGELOG entry from raw git log output. Use when the user is preparing a release, says "what changed since last version", asks to write release notes, or wants to summarize a batch of commits for end users. | [source](https://github.com/rockscy/solo-skills/tree/80ec4cf/skills/changelog-from-commits) |
+
+## Source: rohitg00/pro-workflow
+
+- Repository: [https://github.com/rohitg00/pro-workflow](https://github.com/rohitg00/pro-workflow) (commit `5c313e2`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `insights` | core | Show session analytics, learning patterns, correction trends, heatmaps, and productivity metrics. Computes stats from project memory and session history. Use when asking for stats, statistics, progress, how am I doing, coding history, or … | [source](https://github.com/rohitg00/pro-workflow/tree/5c313e2/skills/insights) |
+
+## Source: 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 |
+|---|---|---|---|
+| `cost-health` | core | Composite CI gate — runs cost-budget-check + cost-burn + cost-anomaly + cost-projection in parallel and surfaces a single combined health status with max exit code. The operationally-useful entry point — one shell-out covers all four alert … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/plugins/ruflo-cost-tracker/skills/cost-health) |
+| `deep-research` | core | Orchestrate multi-phase deep research with web search, memory retrieval, pattern matching, and synthesis into structured findings | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/plugins/ruflo-goals/skills/deep-research) |
+
+## 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 |
+|---|---|---|---|
+| `cost-health` | core | Composite CI gate — runs cost-budget-check + cost-burn + cost-anomaly + cost-projection in parallel and surfaces a single combined health status with max exit code. The operationally-useful entry point — one shell-out covers all four alert … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/plugins/ruflo-cost-tracker/skills/cost-health) |
+| `deep-research` | core | Orchestrate multi-phase deep research with web search, memory retrieval, pattern matching, and synthesis into structured findings | [source](https://github.com/ruvnet/ruflo/tree/73914bd/plugins/ruflo-goals/skills/deep-research) |
+
+## Source: sametbrr/llm-wiki-manager
+
+- Repository: [https://github.com/sametbrr/llm-wiki-manager](https://github.com/sametbrr/llm-wiki-manager) (commit `cc0cc33`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `llm-wiki-manager` | core | Build, maintain, and query a personal LLM-managed wiki — a markdown knowledge base where the LLM owns all writing, cross-referencing, and bookkeeping while the user curates sources. Use this skill when the user wants to (1) bootstrap a new … | [source](https://github.com/sametbrr/llm-wiki-manager/tree/cc0cc33) |
+
+## 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: staruhub/ClaudeSkills
+
+- Repository: [https://github.com/staruhub/ClaudeSkills](https://github.com/staruhub/ClaudeSkills) (commit `3d4045d`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Use this skill when the user wants an evidence-based research memo, literature review, market/policy/technical landscape, or a multi-source decision brief with citations, trade-offs, and a clear conclusion. Best for tasks that need … | [source](https://github.com/staruhub/ClaudeSkills/tree/3d4045d/skills/Geek-skills-deep-research) |
+
+## Source: ViryaZheng/recomby-geo
+
+- Repository: [https://github.com/ViryaZheng/recomby-geo](https://github.com/ViryaZheng/recomby-geo) (commit `530d5e2`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `keyword-research` | core | Discover, analyze, and prioritize keywords for SEO and GEO content strategies. Identifies high-value opportunities based on search volume, competition, intent, and business relevance. Generates topic clusters and content calendars. Use … | [source](https://github.com/ViryaZheng/recomby-geo/tree/530d5e2/plugins/recomby-geo/skills/keyword-research) |
+
+## Source: wanshuiyin/Auto-claude-code-research-in-sleep
+
+- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/research-lit) |
+| `experiment-plan` | core | Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol, run order, compute … | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/experiment-plan) |
+
+## Source: WenyuChiou/agent-collab-skills
+
+- Repository: [https://github.com/WenyuChiou/agent-collab-skills](https://github.com/WenyuChiou/agent-collab-skills) (commit `f3c4097`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `agent-plan-act-reflect` | core | Use when a task needs single-agent self-correction across multiple iterations — write plan, execute, critique own output, revise plan, re-execute, until convergence or budget exhausted. Different from `agent-debate` (which is 2 agents … | [source](https://github.com/WenyuChiou/agent-collab-skills/tree/f3c4097/skills/agent-plan-act-reflect) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,79 @@
+# Market evidence report — tax-clerk
+
+Source: **14 real job ads** (JSearch API, countries: us 10, gb 4), extracted into the MSSQL evidence store; as of 2026-07-20.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| junior | 5 | 36 % |
+| mid | 5 | 36 % |
+| n/a | 2 | 14 % |
+| senior | 2 | 14 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | asset verification | 3 | 21 % |
+| 2 | customer service | 3 | 21 % |
+| 3 | data entry | 3 | 21 % |
+| 4 | record keeping | 3 | 21 % |
+| 5 | tax deficiency collection | 3 | 21 % |
+| 6 | tax return preparation | 3 | 21 % |
+| 7 | wage garnishment | 3 | 21 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | case monitoring | 3 | 21 % |
+| 2 | compliance processing | 3 | 21 % |
+
+## Regional breakdown
+
+> **Corpus note:** 14 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** — 10 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 4 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 |
+|---|---|
+| Tax Accounts Clerk II — Garnishments & Ledger Data Entry | 3 |
+| Municipal Court & Tax Clerk — Detail‑Oriented Admin | 1 |
+| Revenue Clerk: Tax & Cash Processing Specialist | 1 |
+| Senior Tax Clerk | 1 |
+| Senior Tax Clerk — UK Tax Compliance & Mentoring | 1 |
+| Tax Assistant | 1 |
+| TAX CLERK | 1 |
+| Tax Clerk: Entry-Level Office & Licensing Support | 1 |
+| Tax Clerk: Public Service & Tax Processing | 1 |
+| Tax Examining Technician | 1 |
+| Tax Junior | 1 |
+| Tax Transfer Clerk I - Department of Finance | 1 |
+
+Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,23 @@
+# Occupation profile — tax clerk
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/84fabf82-4abf-4f41-99aa-55718a2e500b
+- **ESCO code:** 4312.7
+- **ISCO-08 group:** 4312 — Statistical, finance and insurance clerks
+- **O*NET-SOC:** 43-3031.00 — Bookkeeping, Accounting, and Auditing Clerks (match: closeMatch)
+
+## Description (ESCO)
+
+Tax clerks collect financial information in order to prepare accounting and tax documents. They also perform clerical duties.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- tax compliance officer
+- tax collection clerk
+- fiscal clerk
+- tax collection officer
+- tax collection assistant
+- tax revenue officer
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,66 @@
+# Competences — tax clerk
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/84fabf82-4abf-4f41-99aa-55718a2e500b).
+
+## Essential
+
+- **accounting techniques** (knowledge)
+- **bookkeeping regulations** (knowledge)
+- **calculate debt costs** (skill/competence)
+- **calculate tax** (skill/competence)
+- **debt classification** (knowledge)
+- **fraud detection** (knowledge)
+- **inform on fiscal duties** (skill/competence)
+- **inspect taxation documents** (skill/competence)
+- **interpret financial statements** (skill/competence)
+- **perform clerical duties** (skill/competence)
+- **prepare tax returns forms** (skill/competence)
+- **tax legislation** (knowledge)
+- **use spreadsheets software** (skill/competence)
+
+## Optional
+
+- accounting department processes (knowledge)
+- advise on tax planning (skill/competence)
+- advise on tax policy (skill/competence)
+- assess seizable goods (skill/competence)
+- cadastral taxation (knowledge)
+- check accounting records (skill/competence)
+- disseminate information on tax legislation (skill/competence)
+- handle financial disputes (skill/competence)
+- handle financial transactions (skill/competence)
+- insolvency law (knowledge)
+- inspect tax returns (skill/competence)
+- manage accounts (skill/competence)
+- observe confidentiality (skill/competence)
+- research taxation procedures (skill/competence)
+- use accounting systems (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 14 ads, as of 2026-07-20)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- asset verification — **21 %**
+- customer service — **21 %**
+- data entry — **21 %**
+- record keeping — **21 %**
+- tax deficiency collection — **21 %**
+- tax return preparation — **21 %**
+- wage garnishment — **21 %**
+- tax collection — **14 %**
+- tax compliance — **14 %**
+- bookkeeping — **14 %**
+
+### Responsibilities
+
+- case monitoring — **21 %**
+- compliance processing — **21 %**
+- hmrc liaison — **14 %**
+- record maintenance — **14 %**
+- tax return preparation — **14 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,57 @@
+# Tasks & work activities — tax clerk
+
+Source: O*NET 30.3, occupation 43-3031.00 (Bookkeeping, Accounting, and Auditing Clerks).
+
+## Task statements
+
+- **[Core]** Check figures, postings, and documents for correct entry, mathematical accuracy, and proper codes.
+- **[Core]** Operate computers programmed with accounting software to record, store, and analyze information.
+- **[Core]** Comply with federal, state, and company policies, procedures, and regulations.
+- **[Core]** Debit, credit, and total accounts on computer spreadsheets and databases, using specialized accounting software.
+- **[Core]** Classify, record, and summarize numerical and financial data to compile and keep financial records, using journals and ledgers or computers.
+- **[Core]** Code documents according to company procedures.
+- **[Core]** Access computerized financial information to answer general questions as well as those related to specific accounts.
+- **[Core]** Operate 10-key calculators, typewriters, and copy machines to perform calculations and produce documents.
+- **[Core]** Reconcile or note and report discrepancies found in records.
+- **[Core]** Perform financial calculations, such as amounts due, interest charges, balances, discounts, equity, and principal.
+- **[Core]** Perform general office duties, such as filing, answering telephones, and handling routine correspondence.
+- **[Core]** Receive, record, and bank cash, checks, and vouchers.
+- **[Core]** Match order forms with invoices, and record the necessary information.
+- **[Supplemental]** Prepare and process payroll information.
+- **[Supplemental]** Calculate, prepare, and issue bills, invoices, account statements, and other financial statements according to established procedures.
+- **[Supplemental]** Compile statistical, financial, accounting, or auditing reports and tables pertaining to such matters as cash receipts, expenditures, accounts payable and receivable, and profits and losses.
+- **[Supplemental]** Prepare bank deposits by compiling data from cashiers, verifying and balancing receipts, and sending cash, checks, or other forms of payment to banks.
+- **[Supplemental]** Calculate and prepare checks for utilities, taxes, and other payments.
+- **[Supplemental]** Compare computer printouts to manually maintained journals to determine if they match.
+- **[Supplemental]** Reconcile records of bank transactions.
+- **[Supplemental]** Prepare trial balances of books.
+- **[Supplemental]** Monitor status of loans and accounts to ensure that payments are up to date.
+- **[Supplemental]** Transfer details from separate journals to general ledgers or data processing sheets.
+- **[Supplemental]** Compile budget data and documents, based on estimated revenues and expenses and previous budgets.
+- **[Supplemental]** Calculate costs of materials, overhead, and other expenses, based on estimates, quotations and price lists.
+- **[Supplemental]** Complete and submit tax forms and returns, workers' compensation forms, pension contribution forms, and other government documents.
+- **[Supplemental]** Maintain inventory records.
+- **[Supplemental]** Prepare purchase orders and expense reports.
+
+## Detailed work activities
+
+- Answer telephones to direct calls or provide information.
+- Calculate costs of goods or services.
+- Calculate financial data.
+- Code data or other information.
+- Collect deposits, payments or fees.
+- Compile data or documentation.
+- Convert data among multiple digital or analog formats.
+- Execute sales or other financial transactions.
+- File documents or records.
+- Maintain financial or account records.
+- Maintain inventory records.
+- Monitor financial information.
+- Monitor organizational compliance with regulations.
+- Operate computers or computerized equipment.
+- Operate office equipment.
+- Prepare cash for deposit or disbursement.
+- Prepare documentation for contracts, transactions, or regulatory compliance.
+- Reconcile records of sales or other financial transactions.
+- Search files, databases or reference materials to obtain needed information.
+- Verify accuracy of financial or transactional data.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,136 @@
+# Tools & technology — tax clerk
+
+Source: O*NET 30.3 'Software Skills' for 43-3031.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Intuit QuickBooks | Accounting software | yes |
+| SAP Concur | Accounting software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Oracle Database | Data base user interface and query software | yes |
+| Yardi software | Data base user interface and query software | yes |
+| Adobe Acrobat | Document management software | yes |
+| Microsoft SharePoint | Document management software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Oracle PeopleSoft | Enterprise resource planning ERP software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Epic Systems | Medical software | yes |
+| MEDITECH software | Medical software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Google Docs | Word processing software | yes |
+| Microsoft Word | Word processing software | yes |
+| Accounts payable software | Accounting software |  |
+| Accounts receivable software | Accounting software |  |
+| Accurate NXG | Accounting software |  |
+| ACS Technologies ACS Financial Suite | Accounting software |  |
+| Activant Solutions Activant Prophet 21 | Accounting software |  |
+| AdaptaSoft CyberPay | Accounting software |  |
+| American HealthTech Financial | Accounting software |  |
+| Asset management software | Accounting software |  |
+| ATX Total Accounting Office | Accounting software |  |
+| ATX Total Engagement Office | Accounting software |  |
+| Automation Counselors municiPAL | Accounting software |  |
+| Best MIP Fund Accounting | Accounting software |  |
+| Blackbaud The Financial Edge | Accounting software |  |
+| CCIS AccountAbility | Accounting software |  |
+| ComputerEase construction accounting software | Accounting software |  |
+| Cost accounting software | Accounting software |  |
+| CYMA IV Accounting for Windows | Accounting software |  |
+| Financial reporting software | Accounting software |  |
+| Financial statement software | Accounting software |  |
+| FlexiFinancials FlexiLedger | Accounting software |  |
+| Fund accounting software | Accounting software |  |
+| General ledger software | Accounting software |  |
+| Heron CrossTie General Ledger | Accounting software |  |
+| Infor Global Solutions Starbuilder | Accounting software |  |
+| New Millennium Communications Genesis Accounting | Accounting software |  |
+| PROPHIX Enterprise | Accounting software |  |
+| Quicken | Accounting software |  |
+| Roundtable Software Advantage Accounting System | Accounting software |  |
+| Sage 50 Accounting | Accounting software |  |
+| Softrax Revenue Management | Accounting software |  |
+| Tax software | Accounting software |  |
+| UA Business Software Professional Edition | Accounting software |  |
+| BLS Software Invoice! | Billing and invoicing software |  |
+| Fifth Walk BillingTracker | Billing and invoicing software |  |
+| IBM Cognos Impromptu | Business intelligence and data analysis software |  |
+| Dropbox | Cloud-based data access and sharing software |  |
+| Google Drive | Cloud-based data access and sharing software |  |
+| Corporate Responsibility System Technologies Limited CRSTL Compliance Positioning System | Compliance software |  |
+| Financial compliance software | Compliance software |  |
+| Intrax ProcedureNet | Compliance software |  |
+| Paisley Cardmap | Compliance software |  |
+| Paisley Focus Control Assurance | Compliance software |  |
+| Paisley RiskNavigator | Compliance software |  |
+| Sage EDP Payroll Tax | Compliance software |  |
+| Act! | Customer relationship management CRM software |  |
+| Blackbaud The Raiser's Edge | Customer relationship management CRM software |  |
+| SAP Crystal Reports | Data base reporting software |  |
+| Data entry software | Data base user interface and query software |  |
+| Database software | Data base user interface and query software |  |
+| FileMaker Pro | Data base user interface and query software |  |
+| Sage 100 Contractor | Data base user interface and query software |  |
+| Skype | Desktop communications software |  |
+| Microsoft Publisher | Desktop publishing software |  |
+| Document management system software | Document management software |  |
+| Iron Mountain Accutrac records management software | Document management software |  |
+| OmniRIM Records Management Suite | Document management software |  |
+| Records management software | Document management software |  |
+| IBM Notes | Electronic mail software |  |
+| Microsoft Exchange | Electronic mail software |  |
+| SAP BusinessObjects Data Integrator | Enterprise application integration software |  |
+| AcornSystems Corporate Performance Management | Enterprise resource planning ERP software |  |
+| Advanced Management Systems Software for Wineries | Enterprise resource planning ERP software |  |
+| AMS Services AMS Sagitta | Enterprise resource planning ERP software |  |
+| Business performance management BPM software | Enterprise resource planning ERP software |  |
+| Cartesis ES Magnitude | Enterprise resource planning ERP software |  |
+| Microsoft Dynamics | Enterprise resource planning ERP software |  |
+| Microsoft Dynamics GP | Enterprise resource planning ERP software |  |
+| NetSuite ERP | Enterprise resource planning ERP software |  |
+| Oracle Fusion Applications | Enterprise resource planning ERP software |  |
+| Oracle Hyperion | Enterprise resource planning ERP software |  |
+| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software |  |
+| Oracle PeopleSoft Financials | Enterprise resource planning ERP software |  |
+| Sage 100 ERP | Enterprise resource planning ERP software |  |
+| SAP Business Objects | Enterprise resource planning ERP software |  |
+| Auditing software | Financial analysis software |  |
+| AuditWare financial reporting and auditing software | Financial analysis software |  |
+| Delphi Technology | Financial analysis software |  |
+| MethodWare ProAudit Advisor | Financial analysis software |  |
+| Oracle E-Business Suite Financials | Financial analysis software |  |
+| Paisley AutoAudit | Financial analysis software |  |
+| Paisley IssueTrack | Financial analysis software |  |
+| Pentana audit work system PAWS | Financial analysis software |  |
+| RSM McGladrey Advanced Practice Solutions Paperless Audit | Financial analysis software |  |
+| RSM McGladrey Auditor Assistant | Financial analysis software |  |
+| ADP Workforce Now | Human resources software |  |
+| Human resource management software HRMS | Human resources software |  |
+| LexisNexis | Information retrieval or search software |  |
+| Microsoft Internet Explorer | Internet browser software |  |
+| Healthcare common procedure coding system HCPCS | Medical software |  |
+| Medical condition coding software | Medical software |  |
+| Medical procedure coding software | Medical software |  |
+| HCSS HeavyBid | Project management software |  |
+| HCSS HeavyJob | Project management software |  |
+| ADP Pay eXpert | Time accounting software |  |
+| HMS | Time accounting software |  |
+| Payroll software | Time accounting software |  |
+| Customer information control system CICS | Transaction server software |  |
+| Tumbleweed SecureTransport | Transaction server software |  |
+| FaceTime | Video conferencing software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 14 ads, as of 2026-07-20)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Microsoft Excel — **14 %**
+
+<!-- market-evidence -->