# Takde — The Search Engine for AI Agents

> Takde indexes websites, businesses, tools, and services in Malaysia and makes them discoverable by AI agents via structured API.

## What Takde Does
- Indexes 4,400+ Malaysia websites into structured, agent-readable profiles
- Provides a Discovery API for agents to search by type, location, tags, and more
- Supports geo search with lat/lng radius filtering and distance sorting
- Offers an MCP Server so any AI agent can query the index directly
- Scans any URL for ACID Score (0-100): Accessibility, Content, Indexability, Discoverability

## API Endpoints
- POST /api/discover — Search profiles with structured filters (see schema below)
- GET /api/lookup?url={url} — Look up a specific URL
- GET /api/content/{id} — Get full markdown content of a profile
- POST /api/feedback — Report data quality issues
- POST /api/report-selection — Track which results were useful

## Discover API Schema
All filters are optional. Agent constructs structured parameters — Takde executes zero LLM.

### type (profile category)
business, organization, nonprofit, religious, blog, news, ecommerce, restaurant, government, education, tool, mcp_server, rest_api, sdk, a2a_agent, docs, portfolio

### sub_type (specific service/business category)
plumber, electrician, mechanic, contractor, cleaner, mover, locksmith, pest_control, landscaper, painter, doctor, dentist, clinic, pharmacy, hospital, physiotherapist, optician, veterinarian, lawyer, accountant, consultant, architect, engineer, insurance_agent, real_estate_agent, restaurant, cafe, bakery, catering, food_truck, hotel, hostel, resort, homestay, school, university, college, tutor, training_center, kindergarten, driving_school, grocery, hardware_store, bookstore, clothing, electronics, furniture, florist, jeweler, optical, salon, barber, spa, gym, tailor, car_dealer, car_wash, tire_shop, gas_station, mosque, church, temple, surau, real_estate, property_developer, manufacturer, supplier, wholesaler, logistics, printing, photography, event_planner

### tags (capability/feature tags, use with tags_include/tags_exclude)
24h, emergency, appointment_only, walk_in, whatsapp, online_booking, delivery, pickup, cash_only, credit_card, ewallet, installment, halal, vegetarian, parking, wifi, air_conditioned, pet_friendly, wheelchair_accessible, multilingual, english, malay, chinese, tamil, franchise, chain, independent, api_available, free_tier, open_source, tutorial, documentation, research, review, analysis, opinion, how_to

### location
Pass as object: { "lat": 3.14, "lng": 101.69, "radius_km": 10, "city": "Kuala Lumpur", "country": "MY" }

### Other filters
intent: find_service | find_product | find_information | find_tool | compare
sort: relevance | distance | rating | updated | confidence
language, rating_min, has_api, claimed_only, min_confidence, updated_after, has_fields, exclude_ids

## Coverage
- Country: Malaysia (MY)
- Domains: .my, .com.my, .gov.my, .edu.my, .org.my
- Sources: Common Crawl, rule-based extraction, zero LLM
- Profiles: 4,400+ active, 990 with geo coordinates

## Links
- API: https://takde.org/api
- Scanner: https://takde.org
- MCP Server: https://www.takde.org/api/docs#mcp-server
- Source: https://github.com/balflearlee/takde