skills-core/interpreter
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interpreter/references/ai-skills.md
skillfactor-pipeline 0a6341d044 feat: interpreter skill package v0.1.0
2026-08-14 17:43:13 +02:00

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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 (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
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
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

Source: AgriciDaniel/claude-blog

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

Source: alirezarezvani/claude-skills

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
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

Source: ayoubben18/ab-method

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

Source: brycewang-stanford/Auto-Empirical-Research-Skills

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
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
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
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
latex-translation-guide core Translate LaTeX documents preserving math formulas and structure source
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
zotero-pdf-translate-guide core Guide to Zotero PDF Translate for multilingual PDF and annotation translation source
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

Source: davila7/claude-code-templates

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
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
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
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
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

Source: Devin-AXIS/iPolloWork

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
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

Source: eduardo-sl/go-agent-skills

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

Source: feiskyer/claude-code-settings

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

Source: foryourhealth111-pixel/Vibe-Skills

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
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

Source: hashintel/hash

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

Source: HeshamFS/materials-simulation-skills

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

Source: ilang-ai/autocode

Skill Tier What it adds Upstream
decision-translate core Translate technical decisions into human language. Explain in cost, speed, stability. source
fix-guide core Guide user through errors they see. Translate error messages to human language. source

Source: indranilbanerjee/digital-marketing-pro

Skill Tier What it adds Upstream
language-audit core Audit multilingual content consistency. Use when: checking language parity, regional compliance, or translation quality. source
language-config core Configure language settings. Use when: setting primary languages, do-not-translate terms, or locale formatting. source
multilingual-score core Score localized content quality. Use when: checking translation accuracy, cultural adaptation, or voice preservation. source

Source: infrasity-labs/dev-gtm-claude-skills

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

Source: jabrena/plinth

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
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

Source: JasonColapietro/suede-creator-skills

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

Source: jeremylongshore/claude-code-plugins-plus-skills

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
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
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
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
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
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
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
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
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
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
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
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

Source: JimLiu/baoyu-skills

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
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

Source: jungjaehoon-lifegamez/MAMA

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

Source: microsoft/skills

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
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
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

Source: MohamedAbdallah-14/unslop

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

Source: mohitagw15856/pm-claude-skills

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
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
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
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

Source: mukul975/Anthropic-Cybersecurity-Skills

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

Source: NeoLabHQ/context-engineering-kit

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

Source: NoizAI/skills

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

Source: Orchestra-Research/AI-research-SKILLs

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

Source: pedrohcgs/claude-code-my-workflow

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

Source: plugin87/ux-ui-agent-skills

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

Source: rampstackco/claude-skills

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
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

Source: rudrankriyam/app-store-connect-cli-skills

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

Source: samber/cc-skills-golang

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

Source: secondsky/claude-skills

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

Source: vibeeval/vibecosystem

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

Source: zebbern/claude-code-guide

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
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

Source: zechenzhangAGI/AI-research-SKILLs

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

Source: zxkane/aws-skills

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

Source: coreyhaines31/marketingskills

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
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
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
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