MCP Servers

Open Emirates Intelligence

Provides queryable access to official UAE open data through MCP tools, resources, and prompts, with bilingual support and multiple data connectors.

README

<h1 align="center">Open Emirates Intelligence</h1>

The Emirates, queryable.

Official UAE open data for agents, researchers and builders—over MCP, REST, vector maps and six SDKs.

Maintained by Ahmed Morsy. Released under the MIT license and built on the original open-source UAEMCP work credited in LICENSE.

Open Emirates is an independent open-source initiative. It is not affiliated with or endorsed by the UAE Government. Every data product identifies its official source, evidence boundary, retrieval date and available licence terms.

Independent packages

The repository is now a monorepo with separate release lines:

@open-emirates/contracts for dependency-free response contracts.
@open-emirates/sdk for a hybrid TypeScript client with generated tool types, runtime Schema 2.1 discovery, local validation, bounded retries and pagination.
@open-emirates/mcp for the MCP stdio and Streamable HTTP entry point.
uaemcp remains the compatible engine and existing CLI during migration.

The SDK has no MCP dependency. Package boundaries and publishing instructions are documented in docs/PACKAGES.md.

import { OpenEmiratesClient } from "@open-emirates/sdk";

const client = new OpenEmiratesClient();
const result = await client.tools.call("uae_golden_residency", { action: "list" });

Known tools receive compile-time autocomplete; newer server tools remain callable through dynamic discovery. Golden Residency output is informational official-route guidance, not an eligibility or residence decision.

The server keeps the public uaemcp contract and extends it to 46 source-cited MCP tools, seventeen resources, three prompts, bilingual catalog search, CKAN, OpenDataSoft, ArcGIS, Socrata, JSON, CSV, XLSX, XML, RSS, GraphQL, SDMX and SPARQL connectors, geo queries, aggregation, PII redaction, SSRF protection, and health/readiness/Prometheus endpoints. Bun SQLite stores health history and bounded dataset snapshots for repeatable comparisons.

Agents can start with three stable facades instead of learning the complete specialist surface: uae_discover finds local catalog evidence without live fan-out by default, uae_query reads and shapes source data, and uae_analyze composes methodology-backed indicators, recipes and dossiers. Existing tools remain available. Set UAEMCP_TOOL_PROFILE=core to publish only the six core agent tools, or use research, geo and full profiles.

The public gateway is fully bilingual: navigation, product evidence, catalog, connectors, dataset discovery, playground controls and runtime states switch between English and Arabic. Every public application uses Dubai Font with native RTL composition.

The MOHRE Employment by Gender ledger publishes ten validated annual ratio observations for employees registered in MOHRE private-sector systems from 2020–2024. It keeps male and female shares separate, never converts ratios into employee counts, and does not claim whole-workforce coverage, pay equity, causality or forecasts. Use the hosted ledger, GET /api/v1/employment-gender, or the uae_employment_gender MCP tool.

The UAE Tourism Pulse presents five official national annual aggregates as separate source-native series with metric and year-range filters. Guest counts are not presented as unique tourists, year-to-year movement is descriptive—not causal—and occupancy is transparently displayed as a percentage by multiplying the published source fraction by 100. It does not create a tourism score or infer emirate, hotel, traveller or market-segment detail. Use the hosted pulse, GET /api/v1/tourism-pulse, or the uae_tourism_pulse MCP tool.

The UAE Aeronautical Publications ledger reads the current GCAA eAIP publication index and keeps each package, publication and effective date tied to its source description. AIRAC amendments and supplements can be filtered without interpreting regulatory effect, airspace, routes or safety. This is a discovery index—not NOTAM, flight-planning guidance or a substitute for the current official AIP package. Use the hosted ledger, GET /api/v1/aeronautical-publications, or the uae_aeronautical_publications MCP tool.

The UAE Health Facilities Map exposes the second GIS sheet in MOHAP's official 2026 workbook: 15,326 published rows, of which 7,471 contain coordinates inside a conservative UAE frame. It reports and excludes the other 7,855 rows—2,671 blank coordinates, 1,102 90,90 sentinels and 4,082 malformed or out-of-frame values—instead of guessing locations. Names and coordinates do not establish facility type, licence, ownership, current operation, services, capacity, accessibility or quality. Use the hosted map, GET /api/v1/health-facilities-map, or uae_health_facilities_map.

The UAE Connectivity Pulse publishes three separate official TDRA monthly series from January 2011 through December 2025: active mobile subscriptions, broadband internet subscriptions per 100 inhabitants, and fixed lines per 100 inhabitants. It does not add unlike units or create a connectivity score. Subscriptions are not unique people, and per-100 observations do not measure coverage, speed, quality, affordability or digital inclusion. Use the hosted ledger, REST, or the uae_connectivity_pulse MCP tool.

The Ajman Parks Footfall product reads the complete official 2017–2023 monthly observation dataset, groups valid published visits by year and source-native park label, and exposes malformed exclusions. Visits are never presented as unique people, resident demand, tourism performance, satisfaction, capacity or park quality. Use the hosted explorer, REST, or the uae_ajman_parks_footfall MCP tool.

The UAE Policy Evidence Watch checks five audited official legislation, resolution and announcement surfaces. It retains SHA-256 fingerprints, bounded excerpts and check observations—not full government pages. A detected page content change is evidence for review; it is never presented as a legal change, effective date or eligibility decision. Use the hosted watch, REST, or the uae_policy_evidence_watch MCP tool.

The UAE Evidence Studio turns two to five existing official evidence pillars into one bilingual research dossier. Every card keeps its period, unit, scope, delivery mode, citation and limitations. It uses no generative model, stores no question or selection, and never adds unlike units, ranks pillars or invents a composite score. Use the hosted studio, POST /api/v1/evidence-dossier, or the uae_evidence_dossier MCP tool; print or download Markdown and JSON locally in the browser.

The UAE National Evidence Brief brings education, health, industry and FTA service activity into one evidence surface while keeping each source's original period, unit and limitations. It never adds the pillars together, ranks them or invents a composite national score. Use the hosted page, the REST endpoint, or the uae_national_evidence_brief MCP tool. See the MCP client setup guide for tested connection patterns.

The UAE Health Facilities Atlas exposes 950 official MOHAP aggregate rows covering 2015–2024, all seven emirates, government/private sectors and 42 raw facility-type labels. The default 2024 slice contains 120 rows and a reported count of 7,392. These are not individual facility locations, beds, capacity, workforce, accessibility or quality measurements. Use the hosted atlas, REST, or uae_health_facilities_atlas.

The UAE Founder Pathway composes three evidence products into one ordered, privacy-bounded action dossier: route to the competent setup authority, discover relevant government-backed support, then prepare entrepreneur Golden Residency evidence. Every task links to its official action, starts honestly as not begun, and can be checked in-memory, printed or downloaded as JSON without sending the checklist state to the server. It is planning—not licensing, programme acceptance or an eligibility decision.

The UAE Startup Support Navigator matches a founder's current stage, support need and location preference against nine official or government-backed programmes. It sends no name, email, phone, financial data, pitch deck or passport details, and treats every match as discovery—not eligibility, acceptance or funding approval.

The UAE Business Setup Navigator routes founders to the competent official mainland authority or federal free-zone directory across all seven emirates. It does not collect names, phone numbers, emails or passport data, and never pretends to choose a licence, calculate final fees or guarantee approval.

The Ajman Business Evidence Explorer turns three large official open-data views into bounded rankings for activities, areas, licence types and published status. It keeps every dataset separate: sampled rows are not added together as unique companies, market size, survival or investment performance.

The Ajman Urban Evidence Explorer publishes bounded observations from six official building, certified rent-contract and road datasets as separate source-native annual series. Units never collapse into a composite property score, investment return or growth claim.

Hosted endpoint

{
  "mcpServers": {
    "uae-intelligence": {
      "type": "http",
      "url": "https://uaemcp.zad.tools/mcp"
    }
  }
}

Run with Bun

Requires Bun 1.3 or newer.

The signed npm package is published from GitHub Actions through npm Trusted Publishing, with provenance and no long-lived release token:

bunx --bun uaemcp@latest --version
bunx --bun uaemcp@latest doctor
bunx --bun uaemcp@latest       # stdio MCP server
bunx --bun uaemcp@latest http  # HTTP server at /mcp

The npm badge at the top of this README is the authoritative registry version.

MCP client configuration:

{
  "mcpServers": {
    "uae-intelligence": {
      "command": "bunx",
      "args": ["--bun", "uaemcp@latest"]
    }
  }
}

From source:

bun install
bun src/index.ts stdio

Run the signed container

Prebuilt linux/amd64 and linux/arm64 images are published to GitHub Container Registry with an SBOM and build provenance:

docker run --rm -p 127.0.0.1:8080:8080 \
  -e UAEMCP_ALLOWED_HOSTS=127.0.0.1,localhost \
  ghcr.io/zad-tools/uaemcp:edge

Or use the hardened registry Compose file with a persistent SQLite volume, read-only root filesystem, dropped Linux capabilities and no-new-privileges:

docker compose -f compose.ghcr.yml up -d
curl http://127.0.0.1:8080/ready

Release tags such as :1.84.0 and :latest are produced from verified Git tags; :edge tracks the tested main branch.

The installed CLI also provides deployment diagnostics and shell completion:

uaemcp doctor
source <(uaemcp completion zsh)
uaemcp --help

For Streamable HTTP:

bun src/index.ts http --host 0.0.0.0 --port 8080

Endpoints:

MCP: POST /mcp
Liveness: GET /health or /healthz
Readiness: GET /ready or /readyz
Prometheus metrics: GET /metrics
REST API: GET /api/v1/sources, /api/v1/search, and source capability routes
Vector maps: GET /api/v1/sources/{sourceId}/tilejson and /tiles/{z}/{x}/{y}.pbf
Public Observatory: GET /observatory — source reliability, incidents and evidence reports
UAE Policy Evidence Watch: GET /policy-watch — retained hashes, bounded excerpts and change observations for five audited official surfaces; API at GET /api/v1/policy-watch and bounded checks at POST /api/v1/policy-watch/check
UAE Evidence Studio: GET /evidence-studio — compose two to five official evidence pillars into a source-cited dossier; API at POST /api/v1/evidence-dossier
UAE Founder Pathway: GET /founder-pathway — build, track, print and export a privacy-bounded action dossier across official setup, startup support and entrepreneur residency readiness
UAE Startup Support Navigator: GET /startup-support — privacy-first matching across nine official or government-backed support programmes by stage, support need and emirate
UAE Industry Atlas: GET /industry-atlas — bounded industrial-establishment evidence by emirate, area and product label
UAE Trade Flow Radar: GET /trade-flow — bounded Ajman 2023 certificate-of-origin evidence by destination, transport, product code and origin
Ajman Business Evidence: GET /ajman-business — three separately ranked official licence-data views with bounded sampling, citations and explicit non-market limitations
Ajman Urban Evidence: GET /ajman-urban — six separate building, certified-rent and road series in source-native units with no composite score
Ajman Parks Footfall: GET /ajman-parks — official 2017–2023 monthly park-visit observations with complete pagination and a visits-not-people boundary; API at GET /api/v1/ajman-parks
UAE Tax Service Activity: GET /tax-services — official FTA 2025 service-activity totals and quarterly evidence, explicitly not revenue or taxpayer counts
FTA Archive Explorer: GET /tax-services/archive — source-native 2017–2022, 2024 and 2025 workbooks with comparison disabled when scopes are incompatible
UAE Place Names Explorer: GET /places — normalized bilingual official place-name search and mapped FGIC evidence; API at GET /api/v1/places
UAE Health Indicators: GET /health-indicators — 111 official MOHAP indicator rows with source-native 2016–2023 series and explicit scale limitations
UAE Health Facilities Atlas: GET /health-facilities — 950 aggregate MOHAP rows for 2015–2024, explicitly not a facility directory, beds, capacity or quality
UAE Education Ledger: GET /education — FCSC-accredited 2023/2024 national totals, reconciliation checks and the separate seven-resource Ministry of Education catalogue
UAE Golden Residency Navigator: GET /golden-residency — 14 official routes with direct category pages at ICP/GDRFA/ADRO, federal-vs-local criteria warnings and a printable non-identifying readiness dossier

Industrial Change Monitor: GET /api/v1/industry-atlas/change — compares the two latest different retained samples; unchanged checks are deduplicated and sample movement is never described as economic growth

MCP client configuration

{
  "mcpServers": {
    "uae-intelligence": {
      "command": "bun",
      "args": ["/absolute/path/to/uaemcp/src/index.ts", "stdio"]
    }
  }
}

TypeScript SDK

The same Bun package includes a zero-dependency typed REST client:

import { UaemcpClient } from "uaemcp";

const uae = new UaemcpClient();
const matches = await uae.search("عقارات دبي", { deep: true });
const records = await uae.records("moiat_industrial_licenses", { limit: 10 });

Point baseUrl at the hosted endpoint or any self-hosted instance. Structured API failures throw UaemcpClientError with the HTTP status and public error code.

Generated SDKs

The repository also ships generated clients for Python, Go, Rust, Java and C# under sdk/. All clients are generated from the live OpenAPI 3.1 contract at /openapi.json:

bun run generate:sdks
bun run check:sdks

The second command fails when an API change has not been propagated to every language. It is included in the main release check.

MCP tools

The authoritative tool catalogue is generated directly from the registered runtime, so names, descriptions and access kinds cannot silently drift from the server:

Readable catalogue
Machine-readable catalogue
MCP resource: uae://tools
Public bilingual MCP Developer Console (also /mcp/tools) with schemas, examples, safe Try-it and client configuration
REST contracts: GET /api/v1/tools · GET /api/v1/tools/{toolName} · POST /api/v1/tools/{toolName}/call

bun run generate:tools
bun run check:tools

The second command is part of the release gate and fails when either generated catalogue is stale.

FTA archive REST mirror: GET /api/v1/tax-services/archive. It returns the 2017–2022 selected-services table, the source-native 2024 monthly table, and the 2025 quarterly table as separate cited views. comparison.status is unavailable: 2023 is missing and the published scopes and schemas are not equivalent, so UAEMCP does not manufacture a trend or annual total.

Unified catalog and coverage

The project does not present every indexed portal as live data. Use:

GET /api/v1/coverage for live, blocked, key-required and metadata-only totals.
GET /api/v1/catalog for explicit portal, organization, connector, license and capability models.
GET /.well-known/uaemcp.json for the operator and trust manifest.
GET /api/v1/sources/{sourceId}/schema or uae_dataset_schema before aggregation.
GET /api/v1/sources/{sourceId}/health-history for uptime and latency history.
GET|POST /api/v1/sources/{sourceId}/snapshots and GET /api/v1/snapshots/diff for dataset history.
GET /api/v1/intelligence/recipes to discover analytical recipes and run them by id.

Current conservative coverage is 48 official sources indexed, 16 live record connectors, at least 222 known queryable datasets, 1 blocked connector, and 3 key-required portals. Counts never imply that metadata-only portals are queryable.

One live connector is the official FGIC National Gazetteer. It exposes bilingual UAE place names and coordinates through ArcGIS while omitting a known placeholder English-description field and retaining FGIC's informational-use disclaimer:

curl 'https://uaemcp.zad.tools/api/v1/places?q=%D8%AF%D8%A8%D9%8A&limit=5'

Tool results use { ok, data, error, meta }. Data responses include source, license, citation, fetch time, completeness, sample coverage, source trust, freshness, schema stability, record-count trend and a composite quality score. Unknown measurements stay explicitly unknown until history can prove them.

Configuration

Variable	Default	Meaning
`UAEMCP_HOST`	`127.0.0.1`	HTTP bind host
`UAEMCP_PORT`	`8080`	HTTP port
`UAEMCP_WRITE_TOKEN`	unset	Enables the write tool
`UAEMCP_HTTP_TIMEOUT`	`8`	Upstream timeout in seconds
`UAEMCP_HEALTH_TIMEOUT`	`5`	Health timeout in seconds
`UAEMCP_CACHE_TTL`	`300`	Dashboard cache TTL in seconds
`UAEMCP_STALE_WHILE_REVALIDATE`	`1800`	Serve stale health/snapshots immediately while one background refresh runs
`UAEMCP_TOOL_PROFILE`	`full`	MCP surface: `core`, `research`, `geo`, or backwards-compatible `full`
`UAEMCP_MAX_RESPONSE_BYTES`	`5242880`	Maximum upstream response size
`UAEMCP_ALLOW_PRIVATE_HOSTS`	`false`	Allow private upstream hosts
`UAEMCP_ALLOWED_HOSTS`	unset	Comma-separated public host allowlist
`UAEMCP_ALLOWED_ORIGINS`	unset	Browser origin allowlist; use `*` only for fully public reads
`UAEMCP_RATE_LIMIT_PER_MINUTE`	`120`	Per-client public request limit; `0` disables it
`UAEMCP_DATABASE_PATH`	`data/uaemcp.sqlite`	Durable health-history and snapshot database
`UAEMCP_HEALTH_RETENTION`	`10000`	Maximum stored health checks per source
`UAEMCP_HEALTH_SCAN_INTERVAL_MINUTES`	`0`	Periodic Observatory scan; hosted deployment uses `60`
`UAEMCP_SNAPSHOT_RETENTION`	`30`	Maximum changed snapshots per source/dataset
`UAEMCP_SNAPSHOT_INTERVAL_MINUTES`	`0`	Snapshot schedule; `0` disables it
`UAEMCP_SNAPSHOT_TARGETS`	unset	Comma-separated `source` or `source@dataset` targets
`UAEMCP_SNAPSHOT_LIMIT`	`100`	Records captured per scheduled target
`UAEMCP_EMBEDDING_ENDPOINT`	unset	Optional OpenAI-compatible `/embeddings` endpoint for hybrid reranking
`UAEMCP_EMBEDDING_MODEL`	`text-embedding-3-small`	Embedding model sent to that endpoint
`UAEMCP_EMBEDDING_API_KEY`	unset	Optional bearer token for the embedding endpoint

The scheduler starts with the HTTP server, runs immediately and then at the configured interval. Identical payloads are deduplicated. Inspect its state at GET /api/v1/operations/snapshot-scheduler.

Hosted public proxy

The same server can be offered as a public MCP endpoint for users who cannot self-host. Put it behind Nginx using deploy/nginx.conf, set the public host/origin allowlists, keep write tools disabled, and expose:

https://your-domain.example/mcp

The Nginx configuration disables buffering, caching, and compression on /mcp so Streamable HTTP responses are not delayed or rewritten.

Verify

bun run check
bun run benchmark
docker compose up --build

MIT licensed. See CONTRIBUTING.md and SECURITY.md. Connector authors should start with docs/CONNECTORS.md. See docs/API.md, docs/RECIPES.md, docs/DEPLOYMENT.md, docs/FAQ.md, and the runnable examples for the complete developer path. The security review is in docs/THREAT_MODEL.md, and the evidence-backed release audit is in docs/COMPLETENESS.md. The requirement-by-requirement status is tracked in docs/COMPLETENESS.md.

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