name: arab-open-data description: Use this skill when discovering or integrating Arab open-data APIs, CKAN/Socrata portals, SPARQL endpoints, government datasets, bulk downloads, and transparency sources across GCC, Levant, Egypt, and North Africa.
Arab Open Data
When To Use
Use this skill for open-data work in Arab/MENA contexts, especially when the prompt includes: open data, CKAN, Socrata, SPARQL, data portal, government datasets.
When Not To Use
- Do not assume data is current or licensed for commercial use.
- Do not scrape private portals.
Required Inputs
- Country or market.
- Target vendor, if already selected.
- Desired workflow: vendor selection, implementation, review/debugging, launch readiness, or source research.
- Sandbox vs production state.
- Whether live customer, payment, tax, identity, bank, or payroll data is involved.
Common Workflows
- Identify country, portal, dataset, API type, and license needs.
- Prefer official government portals and machine-readable APIs.
- Check dataset freshness and schema drift.
- Return reproducible fetch commands and cache guidance.
Default Workflow
- Read
sources.ymlto see available vendors and confidence. - If a vendor is named, read only
vendors/<vendor-id>.mdfor that vendor. - If choosing vendors, compare only vendors in this skill's registry: bahrain-open-data-portal, morocco-open-data, oman-data-portal, qatar-open-data, qatar-open-data-api, saudi-open-data-portal, tunisia-open-data, uae-bayanat.
- Load
references/integration-checklist.mdonly for implementation, review, or launch-readiness work. - Use
scripts/list-vendors.mjsfor a deterministic vendor list when needed. - Answer with source-backed facts, explicit unknowns, and validation steps.
Decision Tree
- Named vendor: read that vendor file, then answer narrowly.
- Vendor selection: filter by country, docs access, maturity, and source quality before recommending.
- Implementation: include auth, sandbox, webhook/callback, retries, idempotency, logging, and error handling only where source-backed.
- Review/debugging: compare the user's plan or code against the vendor file,
sources.yml, andreferences/integration-checklist.md. - Source research: update facts only when an official source, developer portal, GitHub repo, OpenAPI/Postman asset, or government source supports the claim.
- Missing docs: say
Needs vendor accessorUnknown from public docs.
Response Contract
- Start by naming the skill file and vendor/reference files used.
- Give a short recommendation or implementation path before details.
- Separate source-backed facts from assumptions and unknowns.
- Include country/market fit, docs access, docs confidence, and source-quality caveats when selecting vendors.
- Include a validation checklist with sandbox/test steps, rollback or retry notes, and manual approval gates for high-risk work.
- Never provide live-action instructions that move money, tax documents, bank data, identity data, payroll data, or outbound messages without explicit human approval.
Files To Read
- Routing and process:
SKILL.md. - Vendor facts:
vendors/*.md. - Source map:
sources.yml. - Implementation review:
references/integration-checklist.md. - Example response style:
examples/source-backed-answer.md.
Safety Rules
- Respect portal terms, robots.txt, and rate limits.
- Cache politely and cite dataset URLs.
- Avoid joining data into PII profiles.
- Record fetch dates and hashes for reproducibility.
Validation Checklist
- Vendor facts map back to
source_urls. - Unknowns are labeled instead of guessed.
- Sandbox and production are separated.
- Secrets are not printed or committed.
- High-risk live actions require explicit human approval.
- Evals in
evals/prompts.ymlstill cover the changed workflow.
Done Criteria
- The answer names the files read or source-backed references used.
- The implementation plan includes tests and rollback/verification steps.
- No unsupported regional, API, compliance, pricing, or endpoint claims are included.