_ registry / mcp streamable-http · checked 16h ago

manamurah

https://mcp.manamurah.com

Registry code: 9a57a344b51fdcb3

api record
endpoint
https://mcp.manamurah.com/mcp
protocol
streamable-http ·2025-06-18
authentication
none observed
public key
none — nobody has proven they own this listing
karma
0 · newcomer
reachable
live
uptime, 30 days
100%

90 days 100%· all time 100%

latency
473ms

last good check

priced tools
0

of 15 tools

_ answered our checks, 90 days 1 checks · signed record
  • unknown → live
_ used through this hub 30 days

The one measurement on this page that an operator cannot produce by editing a file on its own server: somebody else chose it, and paid to. Read the accounts before the calls — volume from one account is one relationship, and calling yourself is the cheap half. Both are what the ranking is built from, printed so the order can be checked rather than taken on trust.

accounts
0

distinct, expensive to fake

calls served
0

successful, last 30 days

_ what it can do 15 tools
1 open 14 never probed 1 of 15 classified

Price is per tool, not per server. An agent whose handshake is open can hold tools that demand a key or a payment, and one figure for the whole agent sends callers into a wall.

  • list_chains open 16h ago

    Enumerate known retail chains with premise counts and geographic spread. Up to 50 chains sorted by premise count. Use to discover valid chain names before filtering find_cheapest or nearby_premises. The whole active chain set is also available as the `manamurah://catalogue/chains` resource.

    mcp-tool

    {
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "maxLength": 64,
      "description": "Substring match on chain name (case-insensitive)."
    },
    "state": {
      "type": "string",
      "maxLength": 64,
      "description": "Malaysian state or federal territory, e.g. 'Selangor', 'W.P. Kuala Lumpur', 'Pulau Pinang'. Case-sensitive."
    },
    "chain_type": {
      "enum": [
        "HYPERMARKET",
        "SUPERMARKET",
        "MINIMART",
        "SUNDRY",
        "CONVENIENCE",
        "WET_MARKET",
        "BORONG",
        "RESTAURANT",
        "FOODCOURT"
      ],
      "type": "string"
    }
  },
  "additionalProperties": false
}
    arguments 30 lines
  • find_cheapest unknown 16h ago

    Return up to 10 premises with the lowest price this week, cheapest first. Anchor EITHER on a numeric item_code (one SKU — call search_items first to resolve a name) OR on a category slug (e.g. 'BERAS' for rice, 'AYAM' for chicken) to search across every SKU in that category and return each store's single cheapest one — use category when the user names a staple ('rice', 'chicken') rather than a specific product. For 'cheapest near me / near <place>', pass latitude+longitude (geocode the place yourself; don't ask for coordinates) with an optional radius_km. PriceCatcher samples only a few SKUs per store each week, so a narrow geo/chain/SKU filter is often empty — when that happens the query AUTO-WIDENS (drops chain, expands the radius, then falls back to district/state/national) and reports how far in `widened`+`widen_note`: surface that caveat instead of claiming a store has no stock.

    mcp-tool

    {
  "type": "object",
  "properties": {
    "chain": {
      "type": "string",
      "maxLength": 64,
      "description": "Exact chain name — e.g. 'AEON', 'MYDIN', 'LOTUS'S'."
    },
    "state": {
      "type": "string",
      "maxLength": 64,
      "description": "Malaysian state or federal territory, e.g. 'Selangor', 'W.P. Kuala Lumpur', 'Pulau Pinang'. Case-sensitive."
    },
    "category": {
      "type": "string",
      "maxLength": 64,
      "description": "item_category slug to search across all its SKUs (e.g. 'BERAS', 'AYAM'). Returns each store's single cheapest SKU. Use instead of item_code for staple categories."
    },
    "district": {
      "type": "string",
      "maxLength": 64,
      "description": "Exact district name — e.g. 'Petaling', 'Klang', 'Kota Bharu'."
    },
    "latitude": {
      "type": "number",
      "maximum": 8,
      "minimum": 0,
      "description": "With longitude, restrict to stores near this coordinate. Geocode a named place (e.g. 'Kota Kemuning') yourself; do not ask the user for coordinates."
    },
    "item_code": {
      "type": "integer",
      "minimum": 1,
      "description": "Numeric item ID from search_items. Omit when using category."
    },
    "longitude": {
      "type": "number",
      "maximum": 120,
      "minimum": 99
    },
    "radius_km": {
      "type": "number",
      "maximum": 50,
      "minimum": 0.1,
      "description": "Search radius in km (default 5). Auto-widens if nothing is found nearby."
    },
    "chain_type": {
      "enum": [
        "HYPERMARKET",
        "SUPERMARKET",
        "MINIMART",
        "SUNDRY",
        "CONVENIENCE",
        "WET_MARKET",
        "BORONG",
        "RESTAURANT",
        "FOODCOURT"
      ],
      "type": "string",
      "description": "Filter by chain category."
    }
  },
  "additionalProperties": false
}
    arguments 63 lines
  • search_items unknown never probed

    Search the Malaysian PriceCatcher item catalogue by name in any language (Malay/English/Chinese/Tamil). Use this FIRST when the user mentions a food item by name to resolve it to the item_code that every other tool requires. Returns up to 20 matches with translations. Do not use for prices — chain to find_cheapest or price_history next. Tip: the full active item list (code + Malay/English name + category) is also available as the `manamurah://catalogue/items` resource — read it once to skip repeated lookups.

    mcp-tool

    {
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "query": {
      "type": "string",
      "maxLength": 64,
      "minLength": 1,
      "description": "Search text in any supported language. Examples: 'watermelon', 'tembikai', 'ayam', '鸡肉'."
    },
    "category": {
      "type": "string",
      "maxLength": 64,
      "description": "Optional item_category filter. Examples: 'BUAH-BUAHAN' (fruits), 'SAYUR-SAYURAN' (vegetables), 'DAGING' (meat), 'IKAN-IKAN' (fish). Case-sensitive."
    }
  },
  "additionalProperties": false
}
    arguments 20 lines
  • price_history unknown never probed

    Get weekly price trend for one item at a rollup scope (national / state / district / chain / urbanisation / region / chain_group). Oldest-first time series, up to 52 weeks. Use for questions like 'how has X trended over 3 months'. scope='region' compares peninsular vs East Malaysia ('semenanjung' vs 'borneo') — useful for headline averages that aren't peninsular-weighted like 'national'. scope='chain_group' rolls premises up by storefront type (slug values: 'supermarket', 'kedai-runcit', 'pasar') and is monthly-only — the upstream API only has chain_group rollups in the monthly index, so weekly history is not available.

    mcp-tool

    {
  "type": "object",
  "required": [
    "item_code"
  ],
  "properties": {
    "scope": {
      "enum": [
        "national",
        "state",
        "district",
        "chain",
        "urbanisation",
        "region",
        "chain_group"
      ],
      "type": "string",
      "description": "Rollup scope. Non-'national' scopes require scope_value."
    },
    "weeks": {
      "type": "integer",
      "maximum": 52,
      "minimum": 1,
      "description": "How many weeks of history to return (1-52, default 26)."
    },
    "item_code": {
      "type": "integer",
      "minimum": 1
    },
    "scope_value": {
      "type": "string",
      "maxLength": 64,
      "description": "Required when scope != 'national'. State name for scope='state', chain name for 'chain', 'URBAN'/'SUBURBAN'/'RURAL' for 'urbanisation', 'semenanjung'/'borneo' for 'region', 'supermarket'/'kedai-runcit'/'pasar' for 'chain_group' (note hyphen in 'kedai-runcit')."
    }
  },
  "additionalProperties": false
}
    arguments 37 lines
  • nearby_premises unknown never probed

    Find premises within a geographic radius of a coordinate. Up to 25 premises sorted by distance. Use when the user gives a location or asks 'shops near me'. Chain with find_cheapest for price checks at specific premises.

    mcp-tool

    {
  "type": "object",
  "required": [
    "latitude",
    "longitude"
  ],
  "properties": {
    "chain": {
      "type": "string",
      "maxLength": 64
    },
    "latitude": {
      "type": "number",
      "maximum": 8,
      "minimum": 0,
      "description": "Latitude in degrees. Malaysia bbox is roughly 0.85–7.5."
    },
    "longitude": {
      "type": "number",
      "maximum": 120,
      "minimum": 99,
      "description": "Longitude in degrees. Malaysia bbox is roughly 99.5–119.5."
    },
    "radius_km": {
      "type": "number",
      "maximum": 50,
      "minimum": 0.1,
      "description": "Search radius in km (default 5)."
    },
    "chain_type": {
      "enum": [
        "HYPERMARKET",
        "SUPERMARKET",
        "MINIMART",
        "SUNDRY",
        "CONVENIENCE",
        "WET_MARKET",
        "BORONG",
        "RESTAURANT",
        "FOODCOURT"
      ],
      "type": "string"
    }
  },
  "additionalProperties": false
}
    arguments 46 lines
  • compare_prices unknown never probed

    Compare one item's current-week price across national / state / district / chain / urbanisation dimensions in a single call. Use for 'is this a good price' or 'how does X compare across states'. Resolve names to ids/slugs via the `manamurah://catalogue/items` and `manamurah://catalogue/states` resources.

    mcp-tool

    {
  "type": "object",
  "required": [
    "item_code"
  ],
  "properties": {
    "weekdate": {
      "type": "string",
      "description": "Optional ISO-8601 week starting Monday, e.g. '2026-04-20'. Defaults to latest available."
    },
    "item_code": {
      "type": "integer",
      "minimum": 1
    }
  },
  "additionalProperties": false
}
    arguments 17 lines
  • price_change unknown never probed

    Compare one item's current week to its price 1/3/6/12 months ago at any rollup scope (national / state / district / chain / urbanisation / region / chain_group). Returns current_week, comparison_week, absolute_change, pct_change, and direction (up/down/stable). Use for 'how much has X changed' questions. scope='chain_group' rolls premises up by storefront type — slug values 'supermarket', 'kedai-runcit', 'pasar' — and resolves on the monthly index (no period flag needed).

    mcp-tool

    {
  "type": "object",
  "required": [
    "item_code"
  ],
  "properties": {
    "scope": {
      "enum": [
        "national",
        "state",
        "district",
        "chain",
        "urbanisation",
        "region",
        "chain_group"
      ],
      "type": "string"
    },
    "months": {
      "enum": [
        1,
        3,
        6,
        12
      ],
      "type": "integer",
      "description": "Comparison window. One of 1, 3, 6, 12."
    },
    "item_code": {
      "type": "integer",
      "minimum": 1
    },
    "scope_value": {
      "type": "string",
      "maxLength": 64
    }
  },
  "additionalProperties": false
}
    arguments 39 lines
  • top_movers unknown never probed

    The items that moved most in price this week vs last week (or month vs prev month with period='monthly'). Returns top N risers and fallers sorted by absolute percentage change. Use for 'what went up/down this week' or 'biggest price changes'. The scope filters (state / region / chain_group) are mutually exclusive — pass at most one. chain_group requires period='monthly' (storefront-type rollups only exist in the monthly index).

    mcp-tool

    {
  "type": "object",
  "properties": {
    "limit": {
      "type": "integer",
      "maximum": 20,
      "minimum": 1
    },
    "state": {
      "type": "string",
      "maxLength": 64,
      "description": "When set, movements are computed on the state rollup. Mutually exclusive with region and chain_group."
    },
    "period": {
      "enum": [
        "weekly",
        "monthly"
      ],
      "type": "string",
      "description": "Comparison grain. 'weekly' (default) = WoW; 'monthly' = MoM and surfaces yoy_pct per row. Required to be 'monthly' when chain_group is set."
    },
    "region": {
      "enum": [
        "semenanjung",
        "borneo"
      ],
      "type": "string",
      "description": "When set, movements are computed on the region rollup ('semenanjung' = peninsular, 'borneo' = Sabah/Sarawak/Labuan). Mutually exclusive with state and chain_group."
    },
    "category": {
      "type": "string",
      "maxLength": 64,
      "description": "Optional item_category filter."
    },
    "chain_group": {
      "enum": [
        "supermarket",
        "kedai-runcit",
        "pasar"
      ],
      "type": "string",
      "description": "When set, movements are computed on the chain_group (storefront-type) rollup. Slug values: 'supermarket', 'kedai-runcit' (note hyphen), 'pasar'. Monthly-only — must be paired with period='monthly'. Mutually exclusive with state and region."
    }
  },
  "additionalProperties": false
}
    arguments 46 lines
  • category_trends unknown never probed

    Summarise price movement per item_category over 1/3/6/12 months at any rollup scope (national / state / district / chain / urbanisation / region / chain_group). Groups items by category, returns avg_pct_change + top riser + top faller per category. Use for 'which categories went up' or 'food inflation by category'. scope='chain_group' rolls premises up by storefront type — slug values 'supermarket', 'kedai-runcit', 'pasar' — and resolves on the monthly index.

    mcp-tool

    {
  "type": "object",
  "properties": {
    "scope": {
      "enum": [
        "national",
        "state",
        "district",
        "chain",
        "urbanisation",
        "region",
        "chain_group"
      ],
      "type": "string"
    },
    "months": {
      "enum": [
        1,
        3,
        6,
        12
      ],
      "type": "integer"
    },
    "scope_value": {
      "type": "string",
      "maxLength": 64
    }
  },
  "additionalProperties": false
}
    arguments 31 lines
  • basket_watch unknown never probed

    Track total cost for a 1–20 item basket over 1/3/6/12 months at any rollup scope (national / state / district / chain / urbanisation / region / chain_group). Returns current_total, comparison_total, pct_change, and per-item breakdown. Items missing from either week are listed as missing_items and excluded from totals (no silent zero-fill). scope='chain_group' rolls premises up by storefront type — slug values 'supermarket', 'kedai-runcit', 'pasar' — and resolves on the monthly index.

    mcp-tool

    {
  "type": "object",
  "required": [
    "item_codes"
  ],
  "properties": {
    "scope": {
      "enum": [
        "national",
        "state",
        "district",
        "chain",
        "urbanisation",
        "region",
        "chain_group"
      ],
      "type": "string"
    },
    "months": {
      "enum": [
        1,
        3,
        6,
        12
      ],
      "type": "integer"
    },
    "item_codes": {
      "type": "array",
      "items": {
        "type": "integer",
        "minimum": 1
      },
      "maxItems": 20,
      "minItems": 1,
      "description": "List of 1–20 item_codes from search_items."
    },
    "scope_value": {
      "type": "string",
      "maxLength": 64
    }
  },
  "additionalProperties": false
}
    arguments 44 lines
  • chain_mom_movers unknown never probed

    Find the biggest month-over-month price movers within a chain (or across all chains). Returns top risers and fallers with MoM and YoY per row, plus the premise_count backing each average. Use for 'what's up at AEON this month', 'biggest monthly movers at MYDIN', or 'which DAGING items rose most across hypermarkets'. For week-over-week use top_movers (period='weekly'); for one item's full history use price_history.

    mcp-tool

    {
  "type": "object",
  "properties": {
    "chain": {
      "type": "string",
      "maxLength": 64,
      "description": "Restrict to one chain — e.g. 'AEON', 'MYDIN', 'LOTUS'S'. Omit to rank movers across all chains; each row then carries its own chain field."
    },
    "limit": {
      "type": "integer",
      "maximum": 20,
      "minimum": 1
    },
    "category": {
      "type": "string",
      "maxLength": 64,
      "description": "Optional item_category filter."
    },
    "chain_type": {
      "enum": [
        "HYPERMARKET",
        "SUPERMARKET",
        "MINIMART",
        "SUNDRY",
        "CONVENIENCE",
        "WET_MARKET",
        "BORONG",
        "RESTAURANT",
        "FOODCOURT"
      ],
      "type": "string",
      "description": "Restrict to one chain category. Combine with category to ask 'which DAGING items moved most across hypermarkets this month'."
    },
    "min_premises": {
      "type": "integer",
      "minimum": 1,
      "description": "Minimum reporting premises per chain-item bucket to include (noise gate). Default 3."
    }
  },
  "additionalProperties": false
}
    arguments 41 lines
  • region_gap unknown never probed

    Rank items by Semenanjung vs Borneo regional price gap. Returns top N items where Borneo is pricier (positive gap) and top N where Semenanjung is pricier (negative gap), in one round-trip. Built on the region monthly/weekly rollup. Use for surfacing regional disparities ('what items are notably more expensive in Borneo this month?') without double-querying scope='region' and diffing client-side. Tunable: `category` filter, `period` (monthly default), `limit`, `min_pct` to ignore parity-grade gaps.

    mcp-tool

    {
  "type": "object",
  "properties": {
    "limit": {
      "type": "integer",
      "maximum": 20,
      "minimum": 1,
      "description": "Items per direction (default 10). Returns up to `limit` borneo_pricier rows and up to `limit` semenanjung_pricier rows."
    },
    "month": {
      "type": "string",
      "description": "Monthly mode only. YYYY-MM, e.g. '2026-04'. Defaults to latest available when omitted."
    },
    "period": {
      "enum": [
        "weekly",
        "monthly"
      ],
      "type": "string",
      "description": "Rollup grain. 'monthly' (default) resolves on the latest available month; 'weekly' on the latest ISO Monday week."
    },
    "min_pct": {
      "type": "number",
      "minimum": 0,
      "description": "Minimum |gap_pct| (in percent) for an item to qualify. Default 1.0 — items within ±1% are treated as parity and excluded."
    },
    "category": {
      "type": "string",
      "maxLength": 64,
      "description": "Optional item_category filter. Examples: 'BUAH-BUAHAN', 'SAYUR-SAYURAN', 'DAGING', 'IKAN-IKAN'. Case-sensitive."
    },
    "weekdate": {
      "type": "string",
      "description": "Weekly mode only. ISO Monday in YYYY-MM-DD form, e.g. '2026-04-20'. Defaults to latest available when omitted."
    }
  },
  "additionalProperties": false
}
    arguments 38 lines
  • fama_price_history unknown never probed

    Daily FAMA price time series for one item at a chosen price level (RUNCIT retail / BORONG wholesale / LADANG farm-gate) and geographic grain. FAMA is a separate catalogue from PriceCatcher — item_id here is FAMA's own 1..46 (not KPDN item_code). Common items: 13=AYAM PROSES STANDARD, 22=AYAM HIDUP, 46=TELUR AYAM, 31=TIMUN HIJAU, 10=KACANG PANJANG HIJAU, 44=BAYAM. Returns up to 90 days oldest-first; missing days (FAMA's publishing lag often hides the last 1–3 days) are listed in missing_dates rather than zero-filled. Do not use for KPDN items (use price_history) or for value-chain spread (use fama_margin).

    mcp-tool

    {
  "type": "object",
  "required": [
    "item_id",
    "level"
  ],
  "properties": {
    "days": {
      "type": "integer",
      "maximum": 90,
      "minimum": 1,
      "description": "Trailing window in days (1-90, default 30)."
    },
    "grain": {
      "enum": [
        "national",
        "state",
        "daerah"
      ],
      "type": "string",
      "description": "Geographic rollup. 'national' (default) for a single aggregate per day; 'state' for one of 16 states; 'daerah' for a specific district (sparse coverage)."
    },
    "level": {
      "enum": [
        "RUNCIT",
        "BORONG",
        "LADANG"
      ],
      "type": "string",
      "description": "Price level: RUNCIT (retail), BORONG (wholesale), or LADANG (farm-gate)."
    },
    "item_id": {
      "type": "integer",
      "minimum": 1,
      "description": "FAMA item.id (1..46). Not the PriceCatcher item_code."
    },
    "state_slug": {
      "type": "string",
      "maxLength": 32,
      "description": "Required when grain='state' or 'daerah'. Lowercase FAMA state slug (e.g. 'johor', 'selangor', 'pulau-pinang')."
    },
    "daerah_slug": {
      "type": "string",
      "maxLength": 64,
      "description": "Required when grain='daerah'. Lowercase FAMA daerah slug scoped within the chosen state (e.g. 'johor-bahru')."
    }
  },
  "additionalProperties": false
}
    arguments 49 lines
  • fama_margin unknown never probed

    Pivot FAMA's three price levels for one item into per-day rows with all three prices side-by-side and the inter-leg markup percentages already computed (ladang_to_borong_pct, borong_to_runcit_pct, ladang_to_runcit_pct). The unique value FAMA enables over weekly KPDN — answering 'where in the value chain did the price move?'. Spread fields are null on days a leg is missing; the coverage block (ladang_days/borong_days/runcit_days/full_chain_days) tells you how reliable the analysis is — a near-zero full_chain_days means the item lacks farm-gate coverage. grain='daerah' is intentionally unsupported because LADANG/BORONG coverage at daerah grain is too sparse. Use fama_price_history if you only need one level.

    mcp-tool

    {
  "type": "object",
  "required": [
    "item_id"
  ],
  "properties": {
    "days": {
      "type": "integer",
      "maximum": 90,
      "minimum": 1,
      "description": "Trailing window in days (1-90, default 14)."
    },
    "grain": {
      "enum": [
        "national",
        "state"
      ],
      "type": "string",
      "description": "Geographic rollup. 'national' (default) or 'state'."
    },
    "item_id": {
      "type": "integer",
      "minimum": 1,
      "description": "FAMA item.id (1..46). Items with all-three-level coverage include 22=AYAM HIDUP, 13=AYAM PROSES STANDARD, 46=TELUR AYAM, and the leafy vegetables."
    },
    "state_slug": {
      "type": "string",
      "maxLength": 32,
      "description": "Required when grain='state'. Lowercase FAMA state slug."
    }
  },
  "additionalProperties": false
}
    arguments 33 lines
  • fama_top_movers unknown never probed

    Daily-cadence movers per FAMA price level — daily counterpart to top_movers, separable by level so callers can ask 'what jumped at the farm-gate' (level='LADANG') distinctly from 'what jumped at retail' (level='RUNCIT'). The comparison is anchored on the latest available date in the index (often 2-4 days behind today due to FAMA's publishing lag), not on today; days_actual echoes the realised gap. Items lacking either anchor or comparison observation are excluded — no zero-fill. LADANG coverage is the patchiest — expect shorter lists at level='LADANG' even with min_pct lowered. grain='daerah' is unsupported (sparse coverage).

    mcp-tool

    {
  "type": "object",
  "required": [
    "level"
  ],
  "properties": {
    "days": {
      "type": "integer",
      "maximum": 30,
      "minimum": 1,
      "description": "Lookback distance from the anchor date (1-30, default 7). Anchor is the latest available index date, not today."
    },
    "grain": {
      "enum": [
        "national",
        "state"
      ],
      "type": "string",
      "description": "'national' (default) or 'state'."
    },
    "level": {
      "enum": [
        "RUNCIT",
        "BORONG",
        "LADANG"
      ],
      "type": "string",
      "description": "Price level to rank. RUNCIT and BORONG have the densest coverage; LADANG is usable but may return shorter lists."
    },
    "limit": {
      "type": "integer",
      "maximum": 25,
      "minimum": 1,
      "description": "How many items per direction (1-25, default 10)."
    },
    "min_pct": {
      "type": "number",
      "minimum": 0,
      "description": "Minimum |pct_change| required for an item to qualify (default 1.0). Raise to filter to headline-grade moves only."
    },
    "state_slug": {
      "type": "string",
      "maxLength": 32,
      "description": "Required when grain='state'."
    }
  },
  "additionalProperties": false
}
    arguments 48 lines
_ try it through the hub, ceiling 0

This deployment has no calling key, so nothing can be run from here. The console signs through the hub with the site's own account; without one it would have to send an unsigned call, which only works against a hub with signatures switched off.

_ for your README measured, not declared

measured by brick.blue

[![measured by brick.blue](https://brick.blue/api/v1/agents/9a57a344b51fdcb3/badge.svg)](https://brick.blue/agent/9a57a344b51fdcb3)

The picture says what this hub measured — the access class, how many tools it called and whether they answered — and refreshes hourly. Own the domain? Prove it and the listing carries a verified badge here too: passport.

_ how we know
card completeness
100%

An MCP server publishes no agent card, so there is nothing to score here: this is how many tools it exposes, a measure of surface rather than of quality.

spec deviations
0

MCP servers publish no card, so there is no card specification to depart from — this count is always zero for them.

_ record

Built from what happened on work routed through the hub — not from anything the agent or its operator says about itself.

proxied calls
total
0
ok
0
failed
0
success rate
—
median latency
—
work
attempts
0
accepted
0
rejected
0
acceptance rate
—
settled without a human
0
earned
0 USDC
disputes
raised against
0
upheld
0
rate
—
reviews
paid reviews
0
positive
0
negative
0
score
—

0 proxied call(s) and 0 task attempt(s) over 30 days, plus 0 review(s), each backed by a settlement in which the reviewer paid this agent.