feat: interpreter skill package v0.1.0

2026-08-14 17:43:13 +02:00
commit 0a6341d044
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — interpreter
+
+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 — interpreter
+    "ESCO (occupation & competences)" : 55
+    "O*NET (tasks & tools)" : 1
+    "Job boards (market evidence)" : 76
+    "Anthropic official Claude skills" : 6
+    "External AI skill packs (mapped)" : 188
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 55 | 16.9 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 1 | 0.3 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 76 | 23.3 % | 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 | 1.8 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 188 | 57.7 % | 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 +1,51 @@
+---
+name: interpreter
+description: "Occupational skill for the role 'interpreter' (also: court interpreter, public service interpreter, consecutive interpreter, simultaneous interpreter, remote interpreter, sworn interpreter). Use when the user asks for typical interpreter work such as: typical interpreter responsibilities"
+---
+
+# Interpreter
+
+Interpreters understand and convert spoken communication from one language to another. They retain considerable amounts of information, often with the aid of note-taking, and communicate it immediately after whilst keeping the nuances and stress of the message in the recipient language.
+
+## 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)
+
+- develop a translation strategy
+- follow an ethical code of conduct for translation activities
+- follow interpreting quality standards
+- grammar
+- interpret spoken language between two parties
+- interpreting modes
+- manage a good diction
+- master language rules
+- memorise large amounts of information
+- observe confidentiality
+- perceive context when interpreting
+- perform bilateral interpretation
+- preserve meaning of original speech
+- speak different languages
+- spelling
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 43 gated job ads (see references/market.md, as of 2026-07-14):
+
+- Microsoft Office — 12 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/23e692a9-a242-4d4f-988f-ed562f757864), O*NET 30.3 (19-3099.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,298 @@
+{
+  "name": "interpreter",
+  "title": "interpreter",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/23e692a9-a242-4d4f-988f-ed562f757864",
+    "esco_code": "2643.2",
+    "isco_group": "2643",
+    "onet_soc": "19-3099.00",
+    "crosswalk_match": "manual nearest via ISCO 2643 (Social Scientists and Related Workers, All Other)"
+  },
+  "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": 19,
+    "skills_optional": 35,
+    "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": 3
+      },
+      "coreyhaines31/marketingskills": {
+        "repo": "https://github.com/coreyhaines31/marketingskills",
+        "commit": "33218ff",
+        "license": "MIT",
+        "skills": 4
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "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": 8
+      },
+      "NoizAI/skills": {
+        "repo": "https://github.com/NoizAI/skills",
+        "commit": "2a0e09d",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 5
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 3
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 4
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 2
+      },
+      "secondsky/claude-skills": {
+        "repo": "https://github.com/secondsky/claude-skills",
+        "commit": "c4889f6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "indranilbanerjee/digital-marketing-pro": {
+        "repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
+        "commit": "a3d119c",
+        "license": "MIT",
+        "skills": 3
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "MohamedAbdallah-14/unslop": {
+        "repo": "https://github.com/MohamedAbdallah-14/unslop",
+        "commit": "5af59d9",
+        "license": "MIT",
+        "skills": 1
+      },
+      "HeshamFS/materials-simulation-skills": {
+        "repo": "https://github.com/HeshamFS/materials-simulation-skills",
+        "commit": "fa1ce8d",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 12
+      },
+      "ilang-ai/autocode": {
+        "repo": "https://github.com/ilang-ai/autocode",
+        "commit": "7c220d9",
+        "license": "MIT",
+        "skills": 2
+      },
+      "Devin-AXIS/iPolloWork": {
+        "repo": "https://github.com/Devin-AXIS/iPolloWork",
+        "commit": "5107542",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 2
+      },
+      "JasonColapietro/suede-creator-skills": {
+        "repo": "https://github.com/JasonColapietro/suede-creator-skills",
+        "commit": "0dc2aef",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rudrankriyam/app-store-connect-cli-skills": {
+        "repo": "https://github.com/rudrankriyam/app-store-connect-cli-skills",
+        "commit": "ae57034",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ayoubben18/ab-method": {
+        "repo": "https://github.com/ayoubben18/ab-method",
+        "commit": "bf65f61",
+        "license": "MIT",
+        "skills": 1
+      },
+      "plugin87/ux-ui-agent-skills": {
+        "repo": "https://github.com/plugin87/ux-ui-agent-skills",
+        "commit": "93a7fbb",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "JimLiu/baoyu-skills": {
+        "repo": "https://github.com/JimLiu/baoyu-skills",
+        "commit": "6b7a2e4",
+        "license": "MIT",
+        "skills": 2
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 2
+      },
+      "vibeeval/vibecosystem": {
+        "repo": "https://github.com/vibeeval/vibecosystem",
+        "commit": "cea9462",
+        "license": "MIT",
+        "skills": 1
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 1
+      },
+      "feiskyer/claude-code-settings": {
+        "repo": "https://github.com/feiskyer/claude-code-settings",
+        "commit": "0eb042a",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jabrena/plinth": {
+        "repo": "https://github.com/jabrena/plinth",
+        "commit": "065eae8",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "zxkane/aws-skills": {
+        "repo": "https://github.com/zxkane/aws-skills",
+        "commit": "68530c6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "AgriciDaniel/claude-blog": {
+        "repo": "https://github.com/AgriciDaniel/claude-blog",
+        "commit": "49842ea",
+        "license": "MIT",
+        "skills": 1
+      },
+      "infrasity-labs/dev-gtm-claude-skills": {
+        "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
+        "commit": "02cfefb",
+        "license": "MIT",
+        "skills": 1
+      },
+      "samber/cc-skills-golang": {
+        "repo": "https://github.com/samber/cc-skills-golang",
+        "commit": "4881c01",
+        "license": "MIT",
+        "skills": 1
+      },
+      "NeoLabHQ/context-engineering-kit": {
+        "repo": "https://github.com/NeoLabHQ/context-engineering-kit",
+        "commit": "e61511b",
+        "license": "GPL",
+        "skills": 1
+      },
+      "hashintel/hash": {
+        "repo": "https://github.com/hashintel/hash",
+        "commit": "e3768e4",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "eduardo-sl/go-agent-skills": {
+        "repo": "https://github.com/eduardo-sl/go-agent-skills",
+        "commit": "3c45d7f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "jungjaehoon-lifegamez/MAMA": {
+        "repo": "https://github.com/jungjaehoon-lifegamez/MAMA",
+        "commit": "e85b5eb",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 73,
+      "adjacent": 7
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 55,
+      "onet": 1,
+      "jobads": 76,
+      "wiki_ai": 0,
+      "anthropic": 6,
+      "ai_skills": 188,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 16.9,
+      "onet": 0.3,
+      "jobads": 23.3,
+      "wiki_ai": 0.0,
+      "anthropic": 1.8,
+      "ai_skills": 57.7,
+      "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 +1,402 @@
+# External AI agent skills — interpreter
+
+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) |
+| `doc-coauthoring` | adjacent | Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer … | [source](https://github.com/anthropics/skills/tree/main/skills/doc-coauthoring) |
+| `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: AgriciDaniel/claude-blog
+
+- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `blog-image` | core | AI image generation and editing for blog content powered by Gemini via MCP. Claude acts as Creative Director - interpreting intent, selecting domain expertise, constructing optimized 6-component prompts (Subject + Action + Context + … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-image) |
+
+## 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 |
+|---|---|---|---|
+| `culture-architect` | core | Build, measure, and evolve company culture as operational behavior — not wall posters. Covers mission/vision/values workshops, values-to-behaviors translation, culture code creation, culture health assessment, and cultural rituals by … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/culture-architect) |
+| `experiment-designer` | core | Use when planning product experiments, writing testable hypotheses, estimating sample size, prioritizing tests, or interpreting A/B outcomes with practical statistical rigor. | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/product-team/skills/experiment-designer) |
+
+## Source: ayoubben18/ab-method
+
+- Repository: [https://github.com/ayoubben18/ab-method](https://github.com/ayoubben18/ab-method) (commit `bf65f61`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `improve-codebase-architecture` | core | Find deepening opportunities in a codebase, informed by the domain language in CONTEXT.md and the decisions in docs/adr/. Use when the user wants to improve architecture, find refactoring opportunities, consolidate tightly-coupled modules, … | [source](https://github.com/ayoubben18/ab-method/tree/bf65f61/.agents/skills/improve-codebase-architecture) |
+
+## 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 |
+|---|---|---|---|
+| `science-communication` | core | Translating technical findings for non-technical audiences. Narrative frameworks (Pyramid Principle, SCQA), plain-language translation, executive summaries, policy briefs, causal language. Use when presenting to stakeholders or reviewing … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/science-communication) |
+| `referee2` | core | Systematic audit and review by Referee 2. Two modes — "deck" reviews slide presentations for rhetoric, visual quality, and compile cleanliness; "code" performs cross-language replication and econometric audit of empirical pipelines. Use … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/13-scunning1975-MixtapeTools/skills/referee2) |
+| `r-python-translation` | core | R-to-Python translation for data analysis. Maps R packages (tidyverse, ggplot2, fixest, survey, sf, plm) to Python equivalents (polars, plotnine, pyfixest, svy, geopandas). Use when user has R background or requests R-equivalent code … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/r-python-translation) |
+| `stata-python-translation` | core | Stata-to-Python translation for data analysis. Maps Stata commands (reghdfe, xtreg, ivregress, margins, esttab, svy:) to Python (polars, pyfixest, statsmodels, svy). Use when user has Stata background or requests Stata-equivalent code … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/stata-python-translation) |
+| `latex-translation-guide` | core | Translate LaTeX documents preserving math formulas and structure | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/tools/ocr-translate/latex-translation-guide) |
+| `ocr-translate-skills` | core | 7 ocr & translation skills. Trigger: scanning documents, recognizing formulas, translating academic papers. Design: specialized OCR (LaTeX, handwriting) and translation for scholarly content. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/tools/ocr-translate) |
+| `zotero-pdf-translate-guide` | core | Guide to Zotero PDF Translate for multilingual PDF and annotation translation | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/tools/ocr-translate/zotero-pdf-translate-guide) |
+| `code-review-excellence` | core | This skill should be used when the user asks to review a diff or pull request, write review comments, audit code quality, establish review standards, or improve how a team performs code review. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/code-review-excellence) |
+
+## 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 |
+|---|---|---|---|
+| `whisper` | core | OpenAI's general-purpose speech recognition model. Supports 99 languages, transcription, translation to English, and language identification. Six model sizes from tiny (39M params) to large (1550M params). Use for speech-to-text, podcast … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/multimodal-whisper) |
+| `transformers` | core | This skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal tasks. Use for text generation, classification, question answering, translation, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/transformers) |
+| `figma-implement-design` | core | Translate Figma nodes into production-ready code with 1:1 visual fidelity using the Figma MCP workflow (design context, screenshots, assets, and project-convention translation). Trigger when the user provides Figma URLs or node IDs, or … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/creative-design/figma-implement-design) |
+| `figma` | core | Use the Figma MCP server to fetch design context, screenshots, variables, and assets from Figma, and to translate Figma nodes into production code. Trigger when a task involves Figma URLs, node IDs, design-to-code implementation, or Figma … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/creative-design/figma) |
+| `Email Composer` | core | Draft professional emails for various contexts including business, technical, and customer communication. Use when the user needs help writing emails or composing professional messages. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/email-composer) |
+
+## 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 |
+|---|---|---|---|
+| `figma-code-connect` | core | Creates and maintains Figma Code Connect template files that map Figma components to code snippets. Use when the user mentions Code Connect, Figma component mapping, design-to-code translation, or asks to create/update .figma.ts or … | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/figma/.opencode/skills/figma-code-connect) |
+| `figma-swiftui` | core | SwiftUI ↔ Figma translation. Use whenever the user mentions Swift, SwiftUI, iOS, iPhone, or iPad — in EITHER direction — translating a Figma design into SwiftUI (design → code), or pushing SwiftUI views / screens / tokens back into a Figma … | [source](https://github.com/Devin-AXIS/iPolloWork/tree/5107542/examples/plugin-packages/figma/.opencode/skills/figma-swiftui) |
+
+## Source: eduardo-sl/go-agent-skills
+
+- Repository: [https://github.com/eduardo-sl/go-agent-skills](https://github.com/eduardo-sl/go-agent-skills) (commit `3c45d7f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `go-concurrency-review` | core | Review and implement safe concurrency patterns in Go: goroutines, channels, sync primitives, context propagation, and goroutine lifecycle management. Use when writing concurrent code, reviewing async patterns, checking thread safety, … | [source](https://github.com/eduardo-sl/go-agent-skills/tree/3c45d7f/skills/(safety)/go-concurrency-review) |
+
+## Source: feiskyer/claude-code-settings
+
+- Repository: [https://github.com/feiskyer/claude-code-settings](https://github.com/feiskyer/claude-code-settings) (commit `0eb042a`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `translate` | core | Translate English or Japanese tech articles into natural, fluent Chinese. Use whenever the user asks for Chinese translation, says "translate to Chinese" or "翻译", or provides English/Japanese content (pasted text or a file) to convert into … | [source](https://github.com/feiskyer/claude-code-settings/tree/0eb042a/skills/translate) |
+
+## 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 |
+|---|---|---|---|
+| `transformers` | core | This skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal tasks. Use for text generation, classification, question answering, translation, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/transformers) |
+| `figma-implement-design` | core | Translate Figma nodes into production-ready code with 1:1 visual fidelity using the Figma MCP workflow (design context, screenshots, assets, and project-convention translation). Trigger when the user provides Figma URLs or node IDs, or … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/figma-implement-design) |
+
+## Source: hashintel/hash
+
+- Repository: [https://github.com/hashintel/hash](https://github.com/hashintel/hash) (commit `e3768e4`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `exploring-rust-crates` | core | Generate Rust documentation to understand crate APIs, structure, and usage. Use when exploring Rust code, understanding crate organization, finding functions/types/traits, or needing context about a Rust package in the HASH workspace. | [source](https://github.com/hashintel/hash/tree/e3768e4/.claude/skills/exploring-rust-crates) |
+
+## Source: HeshamFS/materials-simulation-skills
+
+- Repository: [https://github.com/HeshamFS/materials-simulation-skills](https://github.com/HeshamFS/materials-simulation-skills) (commit `fa1ce8d`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ontology-mapper` | core | Map materials science terms, crystal structures, and sample descriptions to standardized ontology classes and properties — resolve natural-language concepts to ontology entries with confidence scores, translate Bravais lattice types, space … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/ontology/ontology-mapper) |
+
+## Source: ilang-ai/autocode
+
+- Repository: [https://github.com/ilang-ai/autocode](https://github.com/ilang-ai/autocode) (commit `7c220d9`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `decision-translate` | core | Translate technical decisions into human language. Explain in cost, speed, stability. | [source](https://github.com/ilang-ai/autocode/tree/7c220d9/skills/decision-translate) |
+| `fix-guide` | core | Guide user through errors they see. Translate error messages to human language. | [source](https://github.com/ilang-ai/autocode/tree/7c220d9/skills/fix-guide) |
+
+## Source: indranilbanerjee/digital-marketing-pro
+
+- Repository: [https://github.com/indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro) (commit `a3d119c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `language-audit` | core | Audit multilingual content consistency. Use when: checking language parity, regional compliance, or translation quality. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/language-audit) |
+| `language-config` | core | Configure language settings. Use when: setting primary languages, do-not-translate terms, or locale formatting. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/language-config) |
+| `multilingual-score` | core | Score localized content quality. Use when: checking translation accuracy, cultural adaptation, or voice preservation. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/multilingual-score) |
+
+## 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 |
+|---|---|---|---|
+| `blog-image` | core | AI image generation and editing for blog content powered by Gemini via MCP. Claude acts as Creative Director - interpreting intent, selecting domain expertise, constructing optimized 6-component prompts (Subject + Action + Context + … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-image) |
+
+## Source: jabrena/plinth
+
+- Repository: [https://github.com/jabrena/plinth](https://github.com/jabrena/plinth) (commit `065eae8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `162-java-profiling-analyze` | core | Use when you need to analyze Java profiling data collected during the detection phase — including interpreting flamegraphs, memory allocation patterns, CPU hotspots, threading issues, systematic problem categorization, evidence … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/162-java-profiling-analyze) |
+| `511-frameworks-micronaut-jdbc` | core | Use when you need programmatic JDBC in Micronaut — pooled DataSource, parameterized SQL, io.micronaut.transaction.annotation.Transactional, batching, and domain exception translation. This should trigger for requests such as Review JDBC or … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/511-frameworks-micronaut-jdbc) |
+
+## Source: JasonColapietro/suede-creator-skills
+
+- Repository: [https://github.com/JasonColapietro/suede-creator-skills](https://github.com/JasonColapietro/suede-creator-skills) (commit `0dc2aef`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `suede-product-marketing` | core | Suede-owned product-marketing context discipline. Use when a project needs a shared record of product, audience, ICP, positioning, objections, customer language, proof, and goals, or when that record needs updating. NOT FOR: writing a … | [source](https://github.com/JasonColapietro/suede-creator-skills/tree/0dc2aef/skills/suede-product-marketing) |
+
+## 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 |
+|---|---|---|---|
+| `speak-migration-deep-dive` | core | Migrate between language learning platforms, import student progress, and transition from legacy speech APIs. Use when implementing migration deep dive, or managing Speak language learning platform operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-migration-deep-dive) |
+| `speak-upgrade-migration` | core | Upgrade Speak SDK versions, migrate between language learning platforms, and handle API version changes. Use when implementing upgrade migration features, or troubleshooting Speak language learning integration issues. Trigger with phrases … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-upgrade-migration) |
+| `code-of-conduct-generator` | core | Generate code of conduct generator operations. Auto-activating skill for Technical Documentation. Triggers on: code of conduct generator, code of conduct generator Part of the Technical Documentation skill category. Use when working with … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/skills/17-technical-docs/code-of-conduct-generator) |
+| `lokalise-core-workflow-a` | core | Execute Lokalise primary workflow: Upload source files and manage translation keys. Use when uploading translation files, creating/updating keys, or managing source strings in Lokalise projects. Trigger with phrases like "lokalise upload", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/lokalise-pack/skills/lokalise-core-workflow-a) |
+| `lokalise-core-workflow-b` | core | Manage Lokalise secondary workflow: Download translations and integrate with app. Use when downloading translation files, exporting translations, or integrating Lokalise output into your application. Trigger with phrases like "lokalise … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/lokalise-pack/skills/lokalise-core-workflow-b) |
+| `memory-kit` | core | Persistent context management for Claude Code sessions. Save, load, update, share, and audit session memory via MEMORY.md. Prevents context loss on compaction or session restart. Use when starting a session, before compaction, syncing … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/claude-memory-kit/skills/memory-kit) |
+| `oraclecloud-migration-deep-dive` | core | Migrate workloads from AWS or Azure to OCI \u2014 IAM translation, networking\ \ mapping, compute image import, and data migration.\nUse when planning an AWS-to-OCI\ \ or Azure-to-OCI migration, translating cloud concepts, or importing … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/oraclecloud-pack/skills/oraclecloud-migration-deep-dive) |
+| `contract-review` | core | Orchestrates a comprehensive multi-agent contract review that analyzes risk, plain-English translation, missing protections, and compliance in parallel. Use when a user shares a contract and wants a full review, safety score, or executive … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/general-legal-assistant/skills/contract-review) |
+| `lokalise-ci-integration` | core | Configure Lokalise CI/CD integration with GitHub Actions and automated sync. Use when setting up automated translation sync, configuring CI pipelines, or integrating Lokalise into your build process. Trigger with phrases like "lokalise … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/lokalise-pack/skills/lokalise-ci-integration) |
+| `lokalise-data-handling` | core | Implement Lokalise translation data handling, PII management, and compliance patterns. Use when handling sensitive translation data, implementing data redaction, or ensuring compliance with privacy regulations for Lokalise integrations. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/lokalise-pack/skills/lokalise-data-handling) |
+| `lokalise-local-dev-loop` | core | Configure Lokalise local development with file sync and hot reload. Use when setting up a development environment, configuring translation sync, or establishing a fast iteration cycle with Lokalise. Trigger with phrases like "lokalise dev … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/lokalise-pack/skills/lokalise-local-dev-loop) |
+| `lokalise-migration-deep-dive` | core | Execute major migration to Lokalise from other TMS platforms with data migration strategies. Use when migrating to Lokalise from competitors, performing data imports, or re-platforming existing translation management to Lokalise. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/lokalise-pack/skills/lokalise-migration-deep-dive) |
+
+## Source: JimLiu/baoyu-skills
+
+- Repository: [https://github.com/JimLiu/baoyu-skills](https://github.com/JimLiu/baoyu-skills) (commit `6b7a2e4`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `baoyu-translate` | core | This skill should be used when the user asks to "translate", "翻译", "精翻", "translate article", "translate to Chinese", "translate to English", "改成中文", "改成英文", "convert to Chinese", "localize", "本地化", "refined translation", "精细翻译", … | [source](https://github.com/JimLiu/baoyu-skills/tree/6b7a2e4/skills/baoyu-translate) |
+| `baoyu-youtube-transcript` | core | Downloads YouTube video transcripts/subtitles and cover images by URL or video ID. Supports multiple languages, translation, chapters, and speaker identification. Caches raw data for fast re-formatting. Use when user asks to "get YouTube … | [source](https://github.com/JimLiu/baoyu-skills/tree/6b7a2e4/skills/baoyu-youtube-transcript) |
+
+## Source: jungjaehoon-lifegamez/MAMA
+
+- Repository: [https://github.com/jungjaehoon-lifegamez/MAMA](https://github.com/jungjaehoon-lifegamez/MAMA) (commit `e85b5eb`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `mama-context` | core | Always-on background context injection from MAMA memory. Automatically surfaces relevant decisions when you work on code, without explicit invocation. | [source](https://github.com/jungjaehoon-lifegamez/MAMA/tree/e85b5eb/packages/claude-code-plugin/skills/mama-context) |
+
+## Source: 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-text-py` | core | Azure AI Text Translation SDK for real-time text translation, transliteration, language detection, and dictionary lookup. Use for translating text content in applications. Triggers: "text translation", "translator", "translate text", … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-python/skills/azure-ai-translation-text-py) |
+| `azure-ai-translation-ts` | core | Build translation applications using Azure Translation SDKs for JavaScript (@azure-rest/ai-translation-text, @azure-rest/ai-translation-document). Use when implementing text translation, transliteration, language detection, or batch … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-typescript/skills/azure-ai-translation-ts) |
+| `azure-ai-translation-document-py` | core | Azure AI Document Translation SDK for batch translation of documents with format preservation. Use for translating Word, PDF, Excel, PowerPoint, and other document formats at scale. Triggers: "document translation", "batch translation", … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-python/skills/azure-ai-translation-document-py) |
+
+## Source: MohamedAbdallah-14/unslop
+
+- Repository: [https://github.com/MohamedAbdallah-14/unslop](https://github.com/MohamedAbdallah-14/unslop) (commit `5af59d9`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `unslop-file` | core | Humanize natural-language memory files (CLAUDE.md, todos, preferences, docs) by removing AI-isms and adding burstiness while preserving every code block, URL, path, command, and heading exactly. Two modes: --deterministic (fast, … | [source](https://github.com/MohamedAbdallah-14/unslop/tree/5af59d9/plugins/unslop/skills/unslop-file) |
+
+## 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 |
+|---|---|---|---|
+| `professional-translator` | core | Translate text professionally — preserving tone, register, and meaning, not word-for-word. Use when asked to translate a document, email, or content between languages, or to improve a literal/machine translation. Produces a natural, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-localization/skills/professional-translator) |
+| `transcreation` | core | Transcreate marketing/brand copy for another language and culture — recreate the impact, not the words. Use when asked to adapt a tagline, ad, slogan, campaign, or brand message for a new market, or when a translation is 'correct but … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-localization/skills/transcreation) |
+| `sql-query-explainer` | core | Explains, optimises, writes, and documents SQL queries. Use when asked to explain a SQL query, optimise slow SQL, translate SQL to plain English for non-technical stakeholders, write a query from a natural language description, or produce … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-data/skills/sql-query-explainer) |
+| `glossary-builder` | core | Build a translation/terminology glossary so a product's key terms render consistently everywhere. Use when asked to create a glossary, a termbase, a do-not-translate list, or to keep terminology consistent across translators/locales. … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-localization/skills/glossary-builder) |
+
+## 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: NeoLabHQ/context-engineering-kit
+
+- Repository: [https://github.com/NeoLabHQ/context-engineering-kit](https://github.com/NeoLabHQ/context-engineering-kit) (commit `e61511b`, retrieved 2026-07-14)
+- License: GPL
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `test-coverage` | core | Use after writing tests to assess coverage quality across structural, mutation, requirements, and API/integration dimensions; organized knowledge for choosing and interpreting coverage analyses. | [source](https://github.com/NeoLabHQ/context-engineering-kit/tree/e61511b/plugins/tdd/skills/test-coverage) |
+
+## Source: NoizAI/skills
+
+- Repository: [https://github.com/NoizAI/skills](https://github.com/NoizAI/skills) (commit `2a0e09d`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `video-translation` | core | Translate and dub videos from one language to another, replacing the original audio with TTS while keeping the video intact. | [source](https://github.com/NoizAI/skills/tree/2a0e09d/skills/video-translation) |
+
+## 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 |
+|---|---|---|---|
+| `whisper` | core | OpenAI's general-purpose speech recognition model. Supports 99 languages, transcription, translation to English, and language identification. Six model sizes from tiny (39M params) to large (1550M params). Use for speech-to-text, podcast … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/18-multimodal/whisper) |
+
+## 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 |
+|---|---|---|---|
+| `translate-to-quarto` | core | Translate a Beamer `.tex` lecture to a Quarto RevealJS `.qmd` mirror. Multi-phase: TikZ extraction → slide-by-slide translation → citation conversion → automatic QA parity check. Use when user says "translate to quarto", "port to … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/translate-to-quarto) |
+
+## Source: plugin87/ux-ui-agent-skills
+
+- Repository: [https://github.com/plugin87/ux-ui-agent-skills](https://github.com/plugin87/ux-ui-agent-skills) (commit `93a7fbb`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ux-writing` | core | Write or review UI copy — buttons, errors, empty states, microcopy, notifications, labels — using the voice & tone system (clear, concise, useful, human, honest) with the what→why→how error formula and inclusive-language rules. Use when … | [source](https://github.com/plugin87/ux-ui-agent-skills/tree/93a7fbb/.claude/skills/ux-writing) |
+
+## Source: rampstackco/claude-skills
+
+- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `internationalization` | core | Plan and run a multi-language or multi-region site. Use this skill when adding new locales, choosing URL structure for languages (subfolders vs subdomains vs ccTLDs), implementing hreflang, planning translation workflow, handling currency … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/internationalization) |
+| `experiment-design` | core | A discipline for designing experiments (A/B tests, multivariate, holdouts) so the results actually answer the question you asked. Hypothesis writing, sample size, duration, segment analysis, interpretation, decision-making, and the common … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/experiment-design) |
+
+## Source: rudrankriyam/app-store-connect-cli-skills
+
+- Repository: [https://github.com/rudrankriyam/app-store-connect-cli-skills](https://github.com/rudrankriyam/app-store-connect-cli-skills) (commit `ae57034`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `asc-localize-metadata` | core | Automatically translate and sync App Store metadata (description, keywords, what's new, subtitle) to multiple languages using LLM translation and asc CLI. Use when asked to localize an app's App Store listing, translate app descriptions, … | [source](https://github.com/rudrankriyam/app-store-connect-cli-skills/tree/ae57034/skills/asc-localize-metadata) |
+
+## 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-benchmark` | core | Golang benchmarking, profiling, and performance measurement. Use when writing, running, or comparing Go benchmarks, profiling hot paths with pprof, interpreting CPU/memory/trace profiles, analyzing results with benchstat, setting up CI … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-benchmark) |
+
+## Source: secondsky/claude-skills
+
+- Repository: [https://github.com/secondsky/claude-skills](https://github.com/secondsky/claude-skills) (commit `c4889f6`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `internationalization-i18n` | core | Implements multi-language support using i18next, gettext, or Intl API with translation workflows and RTL support. Use when building multilingual applications, handling date/currency formatting, or supporting right-to-left languages. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/internationalization-i18n/skills/internationalization-i18n) |
+
+## 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 |
+|---|---|---|---|
+| `design-to-code` | core | Figma-to-code translation, design tokens, spacing/typography scales, responsive breakpoints, and design system bridge patterns. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/design-to-code) |
+
+## 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) |
+| `sql-insight` | core | Translate natural language to SQL, optimize query performance, and interpret EXPLAIN plans for SQLite and PostgreSQL. Triggered when users ask to convert questions into SQL, improve slow queries, tune indexes, analyze execution plans, or … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/sql-insight) |
+
+## 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 |
+|---|---|---|---|
+| `whisper` | core | OpenAI's general-purpose speech recognition model. Supports 99 languages, transcription, translation to English, and language identification. Six model sizes from tiny (39M params) to large (1550M params). Use for speech-to-text, podcast … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/18-multimodal/whisper) |
+
+## Source: zxkane/aws-skills
+
+- Repository: [https://github.com/zxkane/aws-skills](https://github.com/zxkane/aws-skills) (commit `68530c6`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `aws-agentic-ai` | core | AWS Bedrock AgentCore comprehensive expert for deploying and managing AI agents at scale. Use when working with any AgentCore service including Gateway, Runtime, Memory, Identity, Code Interpreter, Browser, Observability, Agent Registry, … | [source](https://github.com/zxkane/aws-skills/tree/68530c6/plugins/aws-agentic-ai/skills/aws-agentic-ai) |
+
+## Source: coreyhaines31/marketingskills
+
+- Repository: [https://github.com/coreyhaines31/marketingskills](https://github.com/coreyhaines31/marketingskills) (commit `33218ff`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `content-strategy` | adjacent | When the user wants to plan a content strategy, decide what content to create, or figure out what topics to cover. Also use when the user mentions "content strategy," "what should I write about," "content ideas," "blog strategy," "topic … | [source](https://github.com/coreyhaines31/marketingskills/tree/33218ff/skills/content-strategy) |
+| `copywriting` | adjacent | When the user wants to write, rewrite, or improve marketing copy for any page — including homepage, landing pages, pricing pages, feature pages, about pages, or product pages. Also use when the user says "write copy for," "improve this … | [source](https://github.com/coreyhaines31/marketingskills/tree/33218ff/skills/copywriting) |
+| `image` | adjacent | When the user wants to create, generate, edit, or optimize images for marketing — blog heroes, social graphics, product mockups, profile banners, listing visuals, or brand assets. Also use when the user mentions 'AI image generation,' … | [source](https://github.com/coreyhaines31/marketingskills/tree/33218ff/skills/image) |
+| `sales-enablement` | adjacent | When the user wants to create sales collateral, pitch decks, one-pagers, objection handling docs, or demo scripts. Also use when the user mentions 'sales deck,' 'pitch deck,' 'one-pager,' 'leave-behind,' 'objection handling,' … | [source](https://github.com/coreyhaines31/marketingskills/tree/33218ff/skills/sales-enablement) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,79 @@
+# Berufsbild (Deutschland) — Dolmetscher/in
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 8302,
+> KldB 2010: B 71424 · via öffentliche BERUFENET-API,
+> abgerufen 2026-07-12. Automatisches Label-Matching
+> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim
+> Original: https://web.arbeitsagentur.de/berufenet/beruf/8302
+
+## Aufgaben und Tätigkeiten kompakt
+
+Dolmetscher und Dolmetscherinnen beherrschen mehrere Sprachen und übertragen das gesprochene Wort aus der Ausgangssprache in die Zielsprache und umgekehrt. Beim Konsekutivdolmetschen übersetzen sie mithilfe einer speziellen Notizentechnik zeitversetzt. Beim Simultandolmetschen dolmetschen sie nahezu zeitgleich mit dem Gesagten. Sie übertragen z.B. Reden, Gespräche sowie Verhandlungen live oder online und sind dafür z.B. bei internationalen Konferenzen, in der Wirtschaft, bei Behörden, bei Arztbesuchen oder vor Gericht tätig. Für ihre Tätigkeit benötigen sie Fachkenntnisse, eine fundierte Vorbereitung und ein gutes Gespür für die Ausgangs- und Zielkultur.
+
+## Tätigkeitsbezeichnungen
+
+Dolmetscher/in
+
+Berufsbezeichnung in englischer SpracheInterpreter (m/f)
+
+Berufsbezeichnungen in französischer SpracheInterprète (m/f)
+
+Traducteur-interprète/Traductrice-interprète
+
+## Die Tätigkeit im Überblick
+
+Dolmetscher und Dolmetscherinnen übertragen mündlich aus der Ausgangssprache in eine Zielsprache, entweder zeitgleich oder zeitversetzt, überwinden damit Sprachbarrieren und beherrschen meist mehrere Sprachen und Fachgebiete sowie deren jeweilige Terminologie.
+
+## Aufgaben und Tätigkeiten (Beschreibung)
+
+Worum geht es?Dolmetscher/innen übertragen mündlich aus der Ausgangssprache in eine Zielsprache, entweder zeitgleich oder zeitversetzt, und überwinden damit Sprachbarrieren. Sie beherrschen mehrere Sprachen und Fachgebiete sowie deren jeweilige Terminologie.
+Sprachen, Kulturen, FachgebieteWo es darum geht, das gesprochene Wort mündlich in eine andere Sprache zu übertragen, sind Dolmetscher/innen tätig. Dabei müssen sie sich nicht nur mit Ausgangs- und Zielsprache, sondern ebenso mit Ausgangs- und Zielkultur auskennen, um Missverständnisse zu vermeiden. Stets achten sie sorgfältig auf die Wirkung ihrer Wortwahl in der jeweiligen Zielkultur, berücksichtigen kulturspezifische Assoziationen, übertragen gekonnt Mehrdeutigkeiten oder sprachliche Bilder, ggf. auch Gestik und Mimik und berücksichtigen dabei das jeweilige Zielpublikum.
+Bevor es an die eigentliche Dolmetscherarbeit geht, müssen die Anforderungen analysiert und bewertet werden. Dann bereiten sich Dolmetscher/innen sorgfältig auf ihre Einsätze vor und machen sich mit den zu übertragenden Themen und Inhalten vertraut. Sie lesen sich in die entsprechenden Fachgebiete und deren Terminologie ein, recherchieren im Internet, legen Wörterlisten an oder greifen auf dafür angelegte Datenbanken zurück. Gegebenenfalls spezialisieren sie sich auch auf bestimmte Fachgebiete oder legen den Fokus auf "kleinere" Sprachen.
+Konsekutiv oder simultanDolmetschtechnik, bei der das Gesprochene am Ende eines Satzes, Abschnitts oder einer Rede nachträglich in die Zielsprache übertragen wird; Gegensatz zum simultanen, also gleichzeitigen Dolmetschen
+" name="Konsekutivdolmetschen">Konsekutivdolmetscher/innen dolmetschen das Gesprochene erst, wenn der Redner einen kürzeren oder längeren Abschnitt der Rede beendet hat. Beispielsweise übersetzen sie bei Gesprächen zeitversetzt die jeweiligen Äußerungen. Wenn sie längere Redebeiträge oder Vorträge dolmetschen, übertragen sie längere Abschnitte meist auf der Grundlage von Notizen, die sie sich während des Beitrags machen.
+Gleichzeitige Übersetzung des Gehörten von der Ausgangs- in die Zielsprache
+" name="Simultandolmetschen">Simultandolmetscher/innen dagegen übertragen die Originalrede fast zeitgleich, also simultan, in die Zielsprache. Dies erfordert höchste Aufmerksamkeit und Konzentration. Deshalb arbeiten die Dolmetscher/innen dabei in der Regel in schallisolierten Dolmetschkabinen und wechseln sich mit einem Kollegen/einer Kollegin ab. Sie empfangen Redebeiträge per Kopfhörer u
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+mündliche Inhalte zwischen zwei oder mehreren Sprachen dolmetschen
+Dolmetschtechnik, bei der das Gesprochene am Ende eines Satzes, Abschnitts oder einer Rede nachträglich in die Zielsprache übertragen wird; Gegensatz zum simultanen, also gleichzeitigen Dolmetschen
+" name="Konsekutivdolmetschen">Konsekutivdolmetschen: das in der Originalsprache Gehörte zeitversetzt in der Zielsprache wiedergeben
+
+Gleichzeitige Übersetzung des Gehörten von der Ausgangs- in die Zielsprache
+" name="Simultandolmetschen">Simultandolmetschen: das in der Originalsprache Gehörte mit geringem zeitlichem Abstand verdolmetschen, i.d.R. in einer schallisolierten Dolmetschkabine; ggf. Flüsterdolmetschen (für maximal zwei zuhörende Personen: das Gehörte in der Zielsprache "zuflüstern")
+
+
+bei internationalen Konferenzen und Veranstaltungen dolmetschen (auch über Video- oder Audioplattformen ), ggf. Konferenzschriftstücke in einer Fremdsprache vortragen und übersetzen
+
+bei Verhandlungen im Geschäftsverkehr dolmetschen (Gesprächsdolmetschen), bei schwierigem Inhalt ggf. auch Satz für Satz
+
+in der Rechtspflege und Verwaltung dolmetschen, z.B. vor Gericht sowie bei gerichtlichen und notariellen Beurkundungen oder Asylverfahren
+
+für Privatpersonen, Politiker/innen und Prominente dolmetschen
+
+Organisatorische AufgabenKundenanfragen bearbeiten und terminieren, Dolmetscheraufträge koordinieren, technische Anforderungen berücksichtigen 
+
+Themen, Inhalte und Terminologien recherchieren, sich über Fachgebiete auf dem Laufenden halten, Dolmetschereinsätze vor- und nachbereiten
+
+kulturelle Kontexte und Bedürfnisse der Zielgruppe im Blick haben
+
+Wörterbücher bzw. Terminologiedatenbanken erstellen und pflegen, ggf. mit Sprach- und Übersetzungstechnologien wie Auch: Computer-Assisted Translation, Computergestützte Übersetzung
+ Computer-Tools, die teils mithilfe künstlicher Intelligenz bei der Textübersetzung unterstützen und Projektmanagement-Funktionen integrieren. Herzstück dieser Systeme sind Datenbanken mit relevanten Terminologien, die aus vorgenommenen Übersetzungen beständig ergänzt werden. Während des Übersetzungsprozesses werden daraus automatisch Wörter und Phrasen vorgeschlagen. So werden Konsistenz und Qualität der Übersetzungen verbessert.
+" name="Computer-Aided Translation - CAT">CAT-Tools oder mit KI-gestützten Systemen
+
+Wissenschaft und Lehrean Forschungsvorhaben mitwirken und Berichte verfassen
+
+Lehrveranstaltungen durchführen, ggf. Prüfungen abnehmen
+
+## Berufliche Einsatzmöglichkeiten
+
+Lehrtätigkeit an HochschulenDozent/Dozentin an Hochschulen und Akademien
+
+Studiengangkoordinator/Studiengangkoordinatorin
+
+Wissenschaftliche ForschungForschungsreferent/Forschungsreferentin
+
+Leiter einer Forschungsgruppe/Leiterin einer Forschungsgruppe
+
+Wissenschaftlicher Mitarbeiter/Wissenschaftliche Mitarbeiterin
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,127 @@
+# Market evidence report — interpreter
+
+Source: **43 real job ads** (JSearch API, countries: us 43), extracted into the MSSQL evidence store; as of 2026-07-14.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 33 | 77 % |
+| n/a | 8 | 19 % |
+| senior | 2 | 5 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Microsoft Office | 5 | 12 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | translation | 17 | 40 % |
+| 2 | interpretation | 13 | 30 % |
+| 3 | legal terminology | 11 | 26 % |
+| 4 | sight translation | 9 | 21 % |
+| 5 | interpreting | 8 | 19 % |
+| 6 | medical interpretation | 7 | 16 % |
+| 7 | document translation | 6 | 14 % |
+| 8 | intercultural mediation | 4 | 9 % |
+| 9 | communication facilitation | 3 | 7 % |
+| 10 | customer service | 3 | 7 % |
+| 11 | medical interpreting | 3 | 7 % |
+| 12 | medical terminology | 3 | 7 % |
+| 13 | transcription | 3 | 7 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | document translation | 4 | 9 % |
+| 2 | accurate interpretation | 3 | 7 % |
+| 3 | pro-se litigant assistance | 3 | 7 % |
+
+## Regional breakdown
+
+> **Corpus note:** 43 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+43 ads.
+
+**Top hard skills:**
+
+- translation — 40 % (17 ads)
+- interpretation — 30 % (13 ads)
+- legal terminology — 26 % (11 ads)
+- sight translation — 21 % (9 ads)
+- interpreting — 19 % (8 ads)
+- medical interpretation — 16 % (7 ads)
+- document translation — 14 % (6 ads)
+- intercultural mediation — 9 % (4 ads)
+- communication facilitation — 7 % (3 ads)
+- customer service — 7 % (3 ads)
+
+**Top tools:**
+
+- Microsoft Office — 12 % (5 ads)
+- copier — 5 % (2 ads)
+- electronic scheduling — 5 % (2 ads)
+- email — 5 % (2 ads)
+- internet — 5 % (2 ads)
+- Microsoft Excel — 5 % (2 ads)
+- Microsoft Word — 5 % (2 ads)
+- personal computer — 5 % (2 ads)
+- scanner — 5 % (2 ads)
+- Zoom — 5 % (2 ads)
+
+**Seniority:** mid 77 % · n/a 19 % · senior 5 %
+
+### 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 |
+|---|---|
+| ASL US-Based Full time/Part time Interpreter | 2 |
+| Medical Interpreter- Northern Virginia- Hamaker Court | 2 |
+| TEMP/HRLY - INTERPRETER | 2 |
+| Bilingual Interpreter | 1 |
+| Bilingual Medical Interpreter (Spanish), Day Shift, Executive Services | 1 |
+| Bilingual Spanish Court Interpreter — Baltimore (Full-Time) | 1 |
+| COUNCIL OF JUDGES - LICENSED COURT INTERPRETER TEMPORARY 8 | 1 |
+| Court Interpreter - OSI/VRI/OPI | 1 |
+| Court Interpreter (Spanish) | 1 |
+| Court interpreter, Credentialed | 1 |
+| Dynamic Spanish Court Interpreter | 1 |
+| Freelance Legal Interpreter - Multilingual Court & Legal Settings (DC) | 1 |
+| Freelance Medical & Education Interpreter (DC/NOVA/MD) | 1 |
+| Freelance On-Site Medical Interpreter | Flexible Scheduling (DC/MD/VA) | 1 |
+| Indigenous Language Interpreter | 1 |
+| Interpreter (Spanish) | 1 |
+| Khmer Interpreter - Mobile/Travel in Washington State | 1 |
+| Korean Interpreter Jobs | 1 |
+| Legal Interpreters | 1 |
+| Mam Interpreter | 1 |
+| Medical Interpreter - Spanish | 1 |
+| Medical Interpreter at Comprehensive Language Access Solutions Falls Church, VA | 1 |
+| Nationally Certified Interpreters | 1 |
+| Pashto/Dari Linguist | 1 |
+| Remote Certified Medical Interpreter | 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 +1,34 @@
+# Occupation profile — interpreter
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/23e692a9-a242-4d4f-988f-ed562f757864
+- **ESCO code:** 2643.2
+- **ISCO-08 group:** 2643 — Translators, interpreters and other linguists
+
+## Description (ESCO)
+
+Interpreters understand and convert spoken communication from one language to another. They retain considerable amounts of information, often with the aid of note-taking, and communicate it immediately after whilst keeping the nuances and stress of the message in the recipient language.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- court interpreter
+- public service interpreter
+- consecutive interpreter
+- simultaneous interpreter
+- remote interpreter
+- sworn interpreter
+- community interpreter
+- conference interpreter
+- police interpreter
+- bilingual health advocate
+- advocate interpreter
+- telephone interpreter
+- social interpreter
+- guide interpreter
+- medical interpreter
+- bilateral interpreter
+- television interpreter
+- business interpreter
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,79 @@
+# Competences — interpreter
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/23e692a9-a242-4d4f-988f-ed562f757864).
+
+## Essential
+
+- **develop a translation strategy** (skill/competence)
+- **follow an ethical code of conduct for translation activities** (skill/competence)
+- **follow interpreting quality standards** (skill/competence)
+- **grammar** (knowledge)
+- **interpret spoken language between two parties** (skill/competence)
+- **interpreting modes** (knowledge)
+- **manage a good diction** (skill/competence)
+- **master language rules** (skill/competence)
+- **memorise large amounts of information** (skill/competence)
+- **observe confidentiality** (skill/competence)
+- **perceive context when interpreting** (skill/competence)
+- **perform bilateral interpretation** (skill/competence)
+- **preserve meaning of original speech** (skill/competence)
+- **speak different languages** (skill/competence)
+- **spelling** (knowledge)
+- **translate language concepts** (skill/competence)
+- **translate spoken language consecutively** (skill/competence)
+- **translate spoken language simultaneously** (skill/competence)
+- **update language skills** (skill/competence)
+
+## Optional
+
+- answer incoming calls (skill/competence)
+- body language (knowledge)
+- chuchotage interpreting (knowledge)
+- communicate by telephone (skill/competence)
+- communicate with target community (skill/competence)
+- conduct scholarly research (skill/competence)
+- consult information sources (skill/competence)
+- court interpreting (knowledge)
+- create subtitles (skill/competence)
+- develop technical glossaries (skill/competence)
+- interpret languages in conferences (skill/competence)
+- interpret languages in live broadcasting shows (skill/competence)
+- liaise with government officials (skill/competence)
+- linguistics (knowledge)
+- medical terminology (knowledge)
+- operate audio equipment (skill/competence)
+- perform sight translation (skill/competence)
+- perform sworn interpretations (skill/competence)
+- phonetics (knowledge)
+- preserve original text (skill/competence)
+- provide advocacy interpreting services (skill/competence)
+- provide interpreting services in tours (skill/competence)
+- scientific research methodology (knowledge)
+- semantics (knowledge)
+- show intercultural awareness (skill/competence)
+- tape transcription (knowledge)
+- technical terminology (knowledge)
+- translate spoken language (skill/competence)
+- translate texts (skill/competence)
+- type texts from audio sources (skill/competence)
+- unseen translation (knowledge)
+- use consulting techniques (skill/competence)
+- use word processing software (skill/competence)
+- write research proposals (skill/competence)
+- write scientific publications (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 43 ads, as of 2026-07-14)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- translation — **40 %**
+- interpretation — **30 %**
+- legal terminology — **26 %**
+- sight translation — **21 %**
+- interpreting — **19 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,6 @@
+# Tasks & work activities — interpreter
+
+Source: O*NET 30.3, occupation 19-3099.00 (Social Scientists and Related Workers, All Other) — manual nearest-occupation mapping via ISCO group 2643; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,6 @@
+# Tools & technology — interpreter
+
+Source: O*NET 30.3, occupation 19-3099.00 (Social Scientists and Related Workers, All Other) — manual nearest-occupation mapping via ISCO group 2643; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|