dml-bps-mcp
OfficialClick on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@dml-bps-mcpwhat's the latest inflation rate in Indonesia?"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
DML BPS MCP Server
MCP (Model Context Protocol) server for BPS (Badan Pusat Statistik) Indonesia official statistics data — by Digimetalab. Enables AI clients like Claude Desktop, Claude Code, Cursor, and others to access official Indonesian statistical data through natural language.
Features
59 tools covering all BPS WebAPI v1 endpoints + AllStats Search + AI-friendly shortcuts + SIMDASI + SDGs + SDDS + KBLI/KBKI classifications
AI-friendly —
find_datatool with automatic intent detection (resolve region → detect intent → find variable → fetch data)Intent Detection — automatically detects: single value, comparison, trend, ranking, table/breakdown, publication
Stopwords-ISO — automatic noise removal for 758 Indonesian + 1298 English words
Static Table Fallback —
find_dataautomatically falls back to static tables when dynamic data is unavailable (e.g., religion data)Result Hints — every response includes actionable follow-up tips
AllStats Search Integration — unified search + full-text PDF search (no API key required)
Smart Fallback — WebAPI search automatically falls back to AllStats if no results
3 MCP Resources — domain list, regencies per province, subjects per domain
5 MCP Prompts — ready-to-use data analysis templates
Domain Resolver with fuzzy matching (type "Jatim" → Jawa Timur)
Data Formatter that converts raw BPS data into readable format
Persistent Learning Store — auto-learns variable mappings, survives restarts
In-memory Cache with TTL per data type
Rate Limiting — 60 req/min per API key (remote worker)
Bilingual — error messages and responses support both Indonesian and English
Automatic BPS Attribution in every response (per Terms of Use)
BYOK (Bring Your Own Key) — each user must provide their own BPS API key
Related MCP server: dutch-gov-mcp
Prerequisites
Node.js ≥ 22
BPS API key (free, register at webapi.bps.go.id)
Quick Start
Via npx (recommended)
BPS_API_KEY=your_key npx dml-bps-mcpClone & Run
git clone https://github.com/Digimetalab/dml-bps-mcp
cd dml-bps-mcp
npm install
npm run build
BPS_API_KEY=your_key npm startRemote Access via Cloudflare Workers
The server is deployed and publicly available at:
https://dml-bps-mcp.digimetalab.workers.dev/mcpHealth check: https://dml-bps-mcp.digimetalab.workers.dev
Using with Claude.ai
Open claude.ai → Settings → Integrations → Add custom connector
Enter:
Name: BPS Statistics
URL:
https://dml-bps-mcp.digimetalab.workers.dev/mcp
Claude will open the authorization page
Enter your BPS API key (free from webapi.bps.go.id)
Click "Authorize" — done!
The server uses OAuth 2.1 per MCP spec. Your API key is securely stored server-side and never exposed to the client.
Using with Other AI Clients (Remote MCP)
For AI clients supporting remote MCP with OAuth (ChatGPT, Cursor remote, etc.):
MCP Server URL: https://dml-bps-mcp.digimetalab.workers.dev/mcpThe client will automatically initiate the OAuth flow — users only need to enter their BPS API key when the authorization page appears.
Using with Custom Headers (without OAuth)
For clients supporting custom headers (Claude Desktop, Cursor local):
{
"mcpServers": {
"dml-bps-mcp": {
"type": "http",
"url": "https://dml-bps-mcp.digimetalab.workers.dev/mcp",
"headers": {
"X-BPS-API-Key": "your_api_key_here"
}
}
}
}Self-hosted
Deploy as a serverless worker to your own Cloudflare account:
See the full guide at docs/DEPLOY-WORKERS.md.
Note: BPS WebAPI (
https://webapi.bps.go.id) no longer blocks requests from Cloudflare Workers, so you can access it directly (no proxy needed). However, the AllStats Search Engine (https://searchengine.web.bps.go.id) is still blocked by Cloudflare bot challenges. If you use Cloudflare Workers and want AllStats Search/Deep Search features, use bps-api-proxy as a relay (deploy on a server with a residential IP) and setBPS_ALLSTATS_BASE_URLinwrangler.tomlto the proxy URL.
MCP Client Configuration
Claude Desktop
File: ~/Library/Application Support/Claude/claude_desktop_config.json (macOS)
{
"mcpServers": {
"dml-bps-mcp": {
"command": "npx",
"args": ["-y", "dml-bps-mcp"],
"env": {
"BPS_API_KEY": "your_api_key_here"
}
}
}
}Claude Code
claude mcp add bps -- npx -y dml-bps-mcpOr .mcp.json in your project root:
{
"mcpServers": {
"bps": {
"command": "npx",
"args": ["-y", "dml-bps-mcp"],
"env": {
"BPS_API_KEY": "${BPS_API_KEY}"
}
}
}
}Cursor / VS Code
File ~/.cursor/mcp.json or .vscode/mcp.json:
{
"mcpServers": {
"dml-bps-mcp": {
"command": "npx",
"args": ["-y", "dml-bps-mcp"],
"env": {
"BPS_API_KEY": "your_api_key_here"
}
}
}
}Tools (59)
AI-Friendly Smart Tools (5)
Tool | Description |
| Recommended — Search & fetch data in one step (resolve region + find variable + fetch data) |
| Search BPS data variables by keyword |
| Compare data between regions (2+ regions in a single call) |
| Fetch time-series/multi-year trend data in one call |
| Rank provinces by indicator (top-N) |
For AI: Use
find_datafor single-region data,compare_datafor comparisons,get_trendfor trends,get_rankingfor rankings. If results are too vague, usefind_variablethenget_dynamic_data.
WebAPI Tools (32)
Tool | Description |
| List BPS regions (provinces, regencies/cities) |
| Convert region name → domain code (fuzzy matching) |
| List statistics subject categories |
| Subject categories |
| List dynamic table variables |
| Vertical variables (disaggregation) |
| Derived/aggregated variables |
| Available data periods |
| Derived periods |
| Data measurement units |
| Core — Fetch dynamic table data (requires var_id) |
| List static tables |
| Get static table details (HTML) |
| List official press releases (BRS) |
| Get press release details |
| List publications |
| Get publication details |
| Strategic indicators (latest headline data) |
| Export/import data by HS code |
| List BPS infographics |
| Get infographic details |
| List BPS news |
| Get news details |
| List BPS news categories |
| List census activities |
| Census topics per activity |
| List available areas for a census activity |
| List datasets per census activity and topic |
| Fetch actual census data for an activity, area, and dataset |
| CSA categories |
| CSA subjects per domain |
| CSA tables per subject |
| Get CSA table details (HTML) |
| Statistics glossary |
| Get detailed definition of a specific glossary term |
| Cross-type search (WebAPI + AllStats fallback) |
| Clear cache |
AllStats Search Tools (2)
Tool | Description |
| Unified search across all BPS content (publications, tables, press releases, infographics, microdata, glossary, classifications) |
| Full-text search inside BPS PDF publications — unique feature, not available via WebAPI |
SIMDASI Tools (8)
Tool | Description |
| List 7-digit MFD codes for all provinces (SIMDASI) |
| List MFD codes for regencies in a province |
| List MFD codes for districts in a regency |
| List SIMDASI subjects/chapters for an area |
| List all SIMDASI master tables |
| List SIMDASI tables for an area |
| List SIMDASI tables filtered by area + subject |
| Get detailed data from a SIMDASI table |
SDGs Tools (2)
Tool | Description |
| List SDGs indicators (optionally by goal 1-17) |
| Fetch actual SDGs indicator values by var_id |
SDDS Tools (2)
Tool | Description |
| List SDDS indicators following IMF standards |
| Fetch SDDS indicator data by var_id and model type |
Statistical Classification Tools (2)
Tool | Description |
| List KBLI (2009/2015/2017/2020) or KBKI (2015) entries |
| Get detailed information about a specific classification entry |
How AI Uses This Server
User: "What was Indonesia's poverty rate in 2023?"
AI uses: find_data(query="poverty", region="Indonesia", year="2023")
Internal process (automatic):
1. Intent Detection: "single_value" → find_data
2. Resolve "Indonesia" → domain 0000
3. Normalize: "poverty" → stopword filtering
4. Find relevant subject → "Kemiskinan dan Ketimpangan"
5. Find variable → "Jumlah Penduduk Miskin" (var_id: 183)
6. Resolve "2023" → period ID 123
7. Fetch data → 25.9 million people
8. Result hints: "Check Gini ratio: get_dynamic_data(var="98")"
If find_data fails, the AI can:
- find_variable(keyword="poverty") → see available variables
- list_strategic_indicators() → latest headline data
- search(keyword="poverty") → find related tables/publications
User: "Compare poverty in East Java and West Java"
AI uses: compare_data(query="poverty", regions="Jawa Timur, Jawa Barat")
User: "Trend of unemployment in Indonesia 2019-2024"
AI uses: get_trend(query="unemployment", region="Indonesia", start_year="2019", end_year="2024")
User: "Top 10 poorest provinces"
AI uses: get_ranking(query="poverty", top_n=10, order="highest")
User: "Religious affiliation statistics in Jombang Regency"
AI uses: find_data(query="religion", region="Kab Jombang")
→ Intent: "table" → find_data with static table fallback
→ Automatically fetches "Population by Religion" static table
→ Result hints: "Check more detail: list_static_tables(keyword="religion")"Example Queries
"What was Indonesia's poverty rate in 2023?"
"Compare poverty rates between East Java and West Java 2020-2023"
"Unemployment trend in Indonesia from 2019 to 2024"
"Top 10 provinces with highest poverty rate"
"Rank all provinces by HDI 2023"
"Latest press releases about inflation"
"Indonesia's coffee export data for 2024"
"Find publications about telecommunications statistics"
"Search for 'internet access' inside BPS publications"
"What is East Java's HDI?"
"Latest quarterly economic growth"
"Religious affiliation statistics in Klaten Regency"
"Population distribution per district in Jakarta"
"Get population data for Jakarta from the SIMDASI system"
"List SDG indicators for climate action in Indonesia"
"Show me SDDS macroeconomic data for Indonesia"
"What are the KBLI 2020 business classification categories?"Resources (3)
URI | Description |
| List of all Indonesian provinces (cached) |
| Regencies/cities per province |
| Statistics subjects per domain |
Prompts (5)
Prompt | Description |
| Compare statistics between two regions |
| Multi-year data trend analysis |
| Poverty profile of a region |
| Regional economic summary |
| Population statistics |
Environment Variables
Variable | Default | Description |
| (required) | API key from webapi.bps.go.id |
|
| API base URL |
|
| Default language: |
|
| Default domain (0000 = National) |
|
| Enable caching |
|
| Maximum cache entries |
|
| Log level: debug/info/warn/error |
Development
Setup
git clone https://github.com/Digimetalab/dml-bps-mcp
cd dml-bps-mcp
npm installBuild & Test
npm run build # Compile TypeScript
npm run test:unit # Run unit tests (164 tests)
npm run lint # ESLint check
npm run typecheck # TypeScript type checkRunning Locally
# With environment variable
BPS_API_KEY=your_key npm start
# Or create a .env file (see .env.example)
cp .env.example .env
# Edit .env, fill in BPS_API_KEY
npm startTesting with MCP Inspector
MCP Inspector lets you test tools interactively:
# Install and run inspector
npx @modelcontextprotocol/inspector
# In the inspector UI:
# 1. Transport: stdio
# 2. Command: node
# 3. Args: dist/index.js
# 4. Env: BPS_API_KEY=your_keyOr test directly via stdin (without inspector):
# Test initialize
echo '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2024-11-05","capabilities":{},"clientInfo":{"name":"test","version":"1.0"}}}' | node --env-file=.env dist/index.js
# Test find_data
printf '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2024-11-05","capabilities":{},"clientInfo":{"name":"test","version":"1.0"}}}\n{"jsonrpc":"2.0","method":"notifications/initialized"}\n{"jsonrpc":"2.0","id":2,"method":"tools/call","params":{"name":"find_data","arguments":{"query":"inflation","region":"Indonesia"}}}\n' | node --env-file=.env dist/index.jsTesting Remote Worker (Local)
# Start worker locally
npm run dev:worker
# Test in another terminal
curl -X POST http://localhost:8787/mcp \
-H "Content-Type: application/json" \
-H "Accept: application/json, text/event-stream" \
-H "X-BPS-API-Key: your_key" \
-d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2024-11-05","capabilities":{},"clientInfo":{"name":"test","version":"1.0"}}}'Project Structure
src/
├── auth/ # API key & OAuth2 providers
├── client/ # BPS WebAPI & AllStats HTTP clients
├── config/ # Configuration & defaults
├── prompts/ # MCP prompt templates
├── resources/ # MCP resources (domain lists)
├── services/ # Cache, domain resolver, data formatter
│ ├── intent-detector.ts # Intent detection (comparison, trend, ranking, table)
│ ├── learning.ts # Persistent learning store + stopwords-iso
│ ├── domain-resolver.ts # Fuzzy domain matching
│ └── data-formatter.ts # Format BPS data to markdown
├── tools/ # MCP tool definitions (59 tools)
│ ├── smart.tools.ts # find_data, find_variable (AI shortcuts)
│ ├── analysis.tools.ts # compare_data, get_trend, get_ranking
│ ├── dynamic-data.tools.ts # Core data tools
│ ├── search.tools.ts # Search with AllStats fallback
│ ├── allstats.tools.ts # AllStats search & deep search
│ ├── domain.tools.ts # Domain resolution tools
│ ├── publication.tools.ts # Publications & press releases
│ ├── trade.tools.ts # Foreign trade data
│ ├── census.tools.ts # Census data tools
│ ├── simdasi.tools.ts # SIMDASI tools
│ ├── sdgs.tools.ts # SDGs tools
│ ├── sdds.tools.ts # SDDS tools
│ ├── classification.tools.ts # KBLI/KBKI classification tools
│ ├── csa.tools.ts # CSA subject tools
│ ├── static-table.tools.ts # Static table tools
│ ├── reference.tools.ts # Strategic indicators, infographics
│ ├── infographic.tools.ts # Infographic tools
│ ├── news.tools.ts # News tools
│ ├── glossary.tools.ts # Glossary tools
│ └── utility.tools.ts # cache_clear, server info
├── transport/ # stdio transport
├── utils/ # Logger and error handling
├── index.ts # CLI entry point (stdio)
├── worker.ts # Cloudflare Worker entry point (HTTP)
└── server.ts # MCP server factoryGitHub Actions / CI/CD
This project uses three automated workflows on every push to main:
Workflow | Description | Required Secrets |
CI | Lint, typecheck, unit tests | — |
Deploy Workers | Deploy to Cloudflare Workers |
|
Release | Automated versioning & changelog |
|
To set up your fork, add these secrets at:
https://github.com/<your-org>/dml-bps-mcp/settings/secrets/actions
Support & Donations
This project is developed by Digimetalab. If you find this project useful and would like to support ongoing development and server hosting, you can contribute through:
Donations:
Attribution
Source: Badan Pusat Statistik (BPS) — https://www.bps.go.id This service uses the BPS (Badan Pusat Statistik) API.
License
MIT
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