# ManaMurah > ManaMurah tracks Malaysian consumer prices from the government KPDN PriceCatcher programme -- about 3,800 premises and 750+ grocery and household items. Prices are collected daily and published as weekly averages. The data is public, under Malaysia's Open Data Licence. The fastest way for an AI agent to use this data is the ManaMurah MCP server (below): strongly-typed tools for prices, comparisons, history, and trends -- prefer it over scraping HTML pages. All endpoints are public and read-only. ## AI / agent access (preferred) - [ManaMurah MCP server](https://mcp.manamurah.com/): remote MCP over streamable-http at https://mcp.manamurah.com/mcp. Strongly-typed tools: search items, find cheapest premise, compare prices, price history, MoM/YoY top movers, basket watch, region gap, category trends, FAMA margins and price history. - [MCP server card](https://manamurah.com/.well-known/mcp/server-card.json): machine-readable discovery (SEP-2127). - [REST API](https://manamurah.com/api/v2): public JSON API that backs the site and the MCP tools. ## Browse prices - [Peta Harga (price map)](https://manamurah.com/peta-harga): interactive map of prices by location. - [By state](https://manamurah.com/negeri): prices by state, district, and category. - [By category](https://manamurah.com/kategori): prices grouped by item category. - [By item](https://manamurah.com/barang): per-item price detail and history. - [By store](https://manamurah.com/kedai): prices at individual premises. - [By chain](https://manamurah.com/rangkaian): prices aggregated by retail chain. - [By urbanisation](https://manamurah.com/urbanisation): urban vs rural price views. - [Search](https://manamurah.com/search): free-text product and premise search. ## Analysis - [Blog](https://manamurah.com/blog): weekly price recaps, fact-checks, and data-driven analysis (Bahasa Melayu). - [Grocery prices by year](https://manamurah.com/harga-barang-runcit): one page per ISO year from 2022 -- share of items dearer, top risers and fallers, festival-week moves, and every category's weekly series with method notes (Bahasa Melayu). Redirects to the current year; past years live at /harga-barang-runcit/. - [FAMA daily prices](https://manamurah.com/fama): national retail prices of about 40 fresh items (vegetables, fruit, onions, chicken, eggs) from FAMA's Panduan Harga Harian, with 7-day moves. Each item page at /fama/- adds farm-gate and wholesale prices, the daily series, prices by state and how many states reported (Bahasa Melayu; English twin at /en/fama and /en/fama/-). A separate catalogue and source from PriceCatcher. - [Blog index (Markdown)](https://manamurah.com/blog/index.md): agent-friendly markdown twin of the blog -- append `.md` to any post URL (e.g. /blog/.md) for its markdown version with YAML frontmatter and JSON-LD. ## Data and usage - Source: data.gov.my / KPDN PriceCatcher. Licence: Open Data Licence (Malaysia) -- public government data. - AI usage preferences are declared in robots.txt via Content-Signal: search indexing and AI-answer/citation input are permitted; bulk training crawls are not. - Attribute as "ManaMurah (manamurah.com)" and link back where possible. ## Optional - [About](https://manamurah.com/about) - [Contact](https://manamurah.com/contact) - [Privacy](https://manamurah.com/privacy) - [Terms](https://manamurah.com/terms)