developer-tools

Navigate the fragmented landscape of Hebrew and Yiddish ML datasets and models. Covers ivrit.ai (20K+ hours of Hebrew audio, whisper-large-v3 ASR variants, Yiddish models), Dicta (DictaLM 3.0 LLM family, DictaBERT variants, HeQ reading comprehension), the Israeli National NLP Program / NNLP-IL (HebrewSentiment, HebNLI), AlephBERT, and Knesset Plenums. Helps researchers and ML engineers pick the right dataset for a task by use case, license (commercial vs research), Hebrew register coverage, and model-dataset pairing. Use when choosing training data for a Hebrew NLP or ASR project, verifying license compatibility for a commercial product, finding a baseline model for a Hebrew downstream task, or exploring Yiddish ML resources. Do NOT use for Arabic NLP datasets (a separate ecosystem), general HuggingFace dataset discovery (use HuggingFace Hub search), or Hebrew OCR dataset selection (use hebrew-ocr-forms).

Validate, format, and convert Israeli phone numbers between local and international (+972) formats. Use when user asks to validate Israeli phone number, format phone for SMS or WhatsApp, convert to +972, check phone prefix, or implement Israeli phone input validation in code. Handles mobile (050-058), landline (02-09), non-geographic / VoIP (071-079), toll-free (1-800), and star-service numbers, and emits strict E.164 output for libphonenumber and WhatsApp Business API. Do NOT use for non-Israeli phone systems or general telecom questions.

Build Hebrew voice bots and IVR (Interactive Voice Response) systems with speech-to-text, text-to-speech, and telephony integration for Israeli businesses. Use when user asks to "build a Hebrew voice bot", "create an IVR in Hebrew", "Hebrew speech-to-text", "binui bot koli b'ivrit", "maarechet maane koli", "zihui dibur b'ivrit", or "Twilio Israel". Covers OpenAI Whisper Hebrew, Google Cloud STT/TTS he-IL, Azure Speech Services, IVR menu design for Sunday-Thursday business hours, voicemail transcription, Hebrew accent handling, and +972 phone integration via Twilio and Vonage. Do NOT use for text-based chatbots (use hebrew-chatbot-builder), Hebrew NLP without voice (use hebrew-nlp-toolkit), or SMS messaging (use israeli-sms-gateway).

Manage media assets through Cloudinary's REST API -- upload, transform, optimize, and deliver images and videos. Use when user asks about image upload, media optimization, image transformations, responsive images, video management, CDN delivery, or mentions Cloudinary specifically. Covers Upload API, Admin API, URL-based transformations, AI-powered effects (gen_remove, gen_replace, background removal), and delivery optimization. Israeli-founded (2012) with R&D in Petah Tikva; global HQ in San Jose, California. Do NOT use for non-Cloudinary media hosting or local image processing without cloud upload.

Best practices for using browser-use/video-use to edit Hebrew videos end-to-end with Claude Code. Covers the Hebrew-specific deltas to video-use's 12 Hard Rules: SUB_FORCE_STYLE override (Helvetica has no Hebrew glyphs), the python-bidi pre-shape recipe for libass+SRT BiDi failures on macOS, Hebrew filler-word post-pass on Scribe word timestamps, fontsdir= parameter for reliable font discovery, takes_packed.md handling for Hebrew with sofit/nikud/code-switching, and animation slot guidance that defers to hyperframes-best-practices and remotion-best-practices. Use when editing Hebrew talking-head video, podcast clips, tutorials, or marketing video with video-use. Do NOT use for non-Hebrew video-use sessions (read upstream SKILL.md directly), Hebrew podcast audio-only post-production (use hebrew-podcast-postproduction), or generic FFmpeg work without video-use orchestration.

Best practices for programmatic video creation using HyperFrames, plain HTML compositions with GSAP animations rendered to MP4, with full Hebrew and RTL support. Covers composition authoring, data-* timing attributes, GSAP timeline contract, layout-before-animation methodology, visual identity gate, Hebrew fonts via Google Fonts (Heebo, Rubik, Assistant), RTL text rendering with dir="rtl", Hebrew TikTok/Reels-style captions via Whisper, audio-reactive visuals, scene transitions, and bidirectional Hebrew+English text. Use when building HTML-based video content or Hebrew social/marketing videos without React. Do NOT use for Remotion or general React video work, use remotion-best-practices for that.

Best practices for Remotion video creation in React with Hebrew RTL support. Use when dealing with Remotion code, creating programmatic videos, building Hebrew video content with RTL captions and text animations, or generating social media videos with Hebrew fonts. Covers animations, compositions, sequencing, transitions, audio/video, captions, 3D, charts, voiceover, and Hebrew/RTL text rendering. Do NOT use for non-Remotion video editing, general React development, or static image generation.

Build and configure Make.com scenarios for Israeli business processes, including Morning (formerly Green Invoice) sync, iCount accounting, Monday.com board automation, Priority ERP data exports, WhatsApp Business Hebrew messaging, and payment gateways (Cardcom, Tranzila, Grow, Bit). Covers Make.com AI Agents, the Make.com MCP server for exposing scenarios as agent tools, Israel 2026 Invoice Reform (allocation numbers with a step-down threshold), community modules for Israeli apps, Hebrew data transformations, Data Store for VAT period tracking, and Shabbat-aware scheduling via the Hebcal community module. Use when user asks to "create a Make.com scenario", "build an automation for Israeli billing", "automate Morning / Green Invoice", "connect Israeli apps in Make.com", "set up AI agent in Make.com", or "expose a Make.com scenario as an MCP tool". Do NOT use for n8n workflows (use n8n-hebrew-workflows), Zapier Zaps (use zapier-israeli-integrations), or custom code automation without Make.com.

Compare product prices across major Israeli retailers and e-commerce platforms including Zap.co.il, KSP, iDigital, Ivory, Bug, and more. Use when the user wants to find the best price for electronics, appliances, computers, or consumer goods in Israel, needs to compare local vs. import pricing, or wants guidance on price tracking tools and Israeli consumer protection rights. Do NOT use for comparing grocery or food prices, real estate, or financial products.

CI/CD workflow templates tailored for Israeli development teams, including Shabbat/holiday-aware deployment schedules ("shabbat deploy freeze", "hakpaaat prisa"), Hebrew Slack/Teams notifications, Israeli compliance checks (IS-5568 accessibility, Privacy Protection Authority), Monday.com issue sync, and reusable composite actions for Israeli startup stacks. Use when user asks to "set up CI/CD for Israeli team", "add Shabbat deploy freeze", "configure Hebrew notifications in GitHub Actions", "hakpaat prisa beshabbat", "add IS-5568 check to pipeline", "Israeli compliance CI", or "create workflow for Vercel fra1". Supports Israeli work week (Sunday-Thursday) scheduling and Hebrew locale awareness. Do NOT use for JFrog Artifactory pipelines (use jfrog-devops), general GitHub repository management, non-CI/CD GitHub Actions, or Jenkins/CircleCI/GitLab CI configurations.

Build conversational AI chatbots with native Hebrew support, including WhatsApp Business API integration, Telegram bot scaffolding, web chat widgets, Hebrew NLP patterns, and RTL chat UI components. Prevents common Hebrew chatbot mistakes like broken RTL alignment, incorrect gender inflections, and poor tokenization of prefixed prepositions that break intent detection. Use when user asks to "build a Hebrew chatbot", "integrate WhatsApp bot in Hebrew", "binui bot b'ivrit", or design conversation flows for Hebrew speakers. Covers intent detection for Hebrew morphology, entity extraction for Israeli data (NIS amounts, phone numbers, dates), and gender-aware responses. Do NOT use for non-Hebrew chatbots or general NLP pipelines without a Hebrew component.

Manage online selling across Israeli marketplaces (Zap, Yad2, Facebook Marketplace, and Instagram Shopping). Use when user asks about "sell on Zap", "sell on Yad2", "Facebook Marketplace Israel", "Instagram Shopping Israel", "online selling Israel", "product listing Hebrew", or "מכירה אונליין". Covers product listing creation, competitor price monitoring (including against retailers like KSP), inventory sync, review management, sales analytics, business registration (osek murshe/patur), tax-invoice and Israel-Invoice (allocation-number) obligations, and consumer-protection rules across Israeli marketplaces. Do NOT use for international marketplaces (Amazon, eBay) or physical store operations.

Best practices for PostgreSQL in Israeli apps, covering Supabase patterns, Hebrew text indexing with ICU collation, shekel/NIS currency handling, Israeli date formats, and Asia/Jerusalem timezone gotchas. Use when user asks to "set up Hebrew full-text search", "handle NIS currency in Postgres", "tipul b'ivrit b'database", or configure Israeli-specific database patterns. Includes performance tuning, RLS policies for multi-tenant Israeli SaaS, and common Israeli data type validations. Do NOT use for general PostgreSQL administration unrelated to Israeli requirements, or for non-PostgreSQL databases.

Buy and sell second-hand goods safely on Yad2 (Yad2 Market): writes optimized Hebrew listings with a comparable-based fair-price band, drafts buyer/seller negotiation messages, and runs a fraud red-flag checklist against suspicious buyers or sellers. Use when a private person asks to "write a Yad2 listing", "sell my used X on Yad2", "is this Yad2 buyer a scam", "מוכר ביד2", "קונה ביד2", or wants to negotiate a Yad2 price. Knows the current Israeli scam playbook (fake GLS shipping payments, forged bank-transfer screenshots, phishing "Israel Post" credit-card links, Bitcoin demands) and the safety rules (never pay in advance, meet and inspect, cash or known payment apps). Do NOT use for vehicle ownership or registration checks (use israeli-vehicle-manager), business multi-channel selling on Zap/KSP/Facebook (use israeli-marketplace-seller), rental apartment hunting (use israeli-apartment-hunting), or retailer price comparison (use israeli-product-price-comparator).

Validate and format Israeli identification numbers including Teudat Zehut (personal ID), company numbers, amuta (non-profit) numbers, and partnership numbers. Use when user asks to validate Israeli ID, "teudat zehut", "mispar zehut", company number validation, or needs to implement Israeli ID validation in code. Includes check digit algorithm and test ID generation. Do NOT use for non-Israeli identification systems.

Build n8n 2.x automation workflows (stable 2.21) with Israeli API integrations including Morning (Green Invoice), EZCount, israeli-bank-scrapers, data.gov.il, SMS gateways, Cardcom v11, Tranzila v2, Grow by Meshulam. Use when user asks to "create n8n workflow for Israeli business", "connect Morning to n8n", "automate hashbonit", "Shabbat-aware schedule trigger", "n8n AI agent", or integrate Israeli payment gateways. Covers Hebrew data handling, NIS formatting, Hebcal scheduling, n8n 2.x security patches (Ni8mare CVE-2026-21858), AI Agent nodes with LangChain + RAG, MCP Client Tool and MCP Server Trigger, Israel Invoice Reform 2026 (allocation numbers, 5,000 NIS threshold from June 2026). Do NOT use for general n8n tutorials without Israeli context, standalone invoice management (use green-invoice-il), or Hebrew NLP (use hebrew-nlp-toolkit).

Compare cloud hosting costs for Israeli startups and developers across AWS (il-central-1 Tel Aviv), Azure (Israel Central), GCP (me-west1 Tel Aviv), Oracle Cloud (il-jerusalem-1 Jerusalem), and Israeli providers like Kamatera. Use when the user needs to evaluate cloud pricing with Israel-specific considerations including data residency under Privacy Protection Law Amendment 13, latency from Tel Aviv, NIS billing options, startup credit programs (AWS Activate, Google for Startups, Microsoft Founders Hub, Israel Innovation Authority Telem program with subsidized Nvidia B200 GPUs), and FinOps cost optimization strategies. Do NOT use for comparing on-premise hosting, colocation services, or non-cloud SaaS pricing.

Analyze and optimize Hebrew chatbot performance with conversation flow analytics, Hebrew sentiment analysis, drop-off detection, user satisfaction scoring, A/B testing for response variants, and reporting dashboards. Use when user asks to "analyze chatbot performance", "measure chatbot satisfaction", "track Hebrew bot metrics", "analitika shel tsatbot" (Hebrew transliteration), or needs help with conversation analytics, intent accuracy tracking, or chatbot reporting. Supports Dialogflow, Rasa, and custom bot platforms. Do NOT use for building chatbots (use hebrew-chatbot-builder), Hebrew NLP model training (use hebrew-nlp-toolkit), customer support workflow setup (use israeli-customer-support-automator), or voice bot development (use hebrew-voice-bot-builder).

Generate Excel and Google Sheets spreadsheets with Israeli tax calculations, VAT, NIS formatting, RTL setup, and Hebrew-labeled financial templates. Use when user asks about Israeli tax spreadsheets, NIS-formatted Excel files, VAT calculations, salary slip templates, arnona estimators, common Hebrew formulas, or Israeli accounting worksheets. Covers 2026 tax brackets (post Amendment 288), Bituach Leumi rates, and openpyxl RTL configuration.

Convert between Hebrew (Jewish) calendar and Gregorian dates, look up Israeli holidays, format dual dates for Israeli documents, and calculate Israeli business days. Use when user asks about Hebrew dates, "luach ivri", Jewish calendar, Israeli holidays, "chagim", Shabbat times, or needs dual-date formatting for Israeli forms. Do NOT use for Islamic Hijri calendar or non-Israeli holiday calendars.

Benchmark and compare LLMs on Hebrew reasoning, comprehension, sentiment, translation, and Israeli cultural knowledge. Wraps the HuggingFace Open Hebrew LLM Leaderboard tasks (HeQ reading comprehension, HebrewSentiment, Hebrew Winograd, NeuLabs-TedTalks translation) plus DictaLM 3.0 benchmark tasks (Summarization, Nikud diacritization, Israeli Trivia) into a reproducible evaluation harness. Runs evals against Claude, GPT, Gemini, AI21 Jamba, DictaLM, Llama, and local HuggingFace models. Produces comparison scorecards in JSON and markdown with per-task breakdowns. Use when choosing an LLM for a Hebrew product, answering procurement questions about Hebrew performance, validating a fine-tuned Hebrew model, or tracking Hebrew regressions after a model upgrade. Do NOT use for Arabic NLP evaluation, speech recognition benchmarking (use ivrit.ai leaderboard for ASR), or general English LLM benchmarks.

Guide developers in integrating Israeli agritech tools and precision agriculture platforms including CropX (soil monitoring), Netafim GrowSphere (IoT irrigation), Taranis (crop intelligence), and the broader Israeli agritech ecosystem (approximately 600-750 companies per Start-Up Nation Central agrifoodtech). Use when user asks about agritech APIs, precision agriculture, smart irrigation, "hashkaya cham", crop monitoring, pest detection, Israeli agriculture tech, or needs to build farm management software. Covers irrigation optimization, pest detection, climate data integration, and Israeli agricultural context. Do NOT use for general gardening advice or non-agricultural IoT projects.