Update to HouseLoop

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    "description": "Find Kansas City homes by the features HouseLoop Vision sees in the listing photos",
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        "Count how many homes in a city or neighborhood have a feature, with the photo that proves it",
        "Search Kansas City homes for sale from live Heartland MLS data",
        "Look up one home's facts and HouseLoop's buyer FAQ for it",
        "Estimate what a home is worth, with a range",
        "Report how the housing market is doing in a city, ZIP code or county"
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        "Homes in Olathe, KS with a finished basement under $500,000"
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      "long_description": "Find Kansas City homes by what is in the listing photos. HouseLoop Vision reads the listing photos of homes for sale across the Kansas City metro (Kansas and Missouri) and finds the features the MLS record leaves out: white kitchen cabinets, a pool, a finished basement, a frameless glass shower, a stamped concrete patio, a freestanding tub. Ask for homes with any of them, or ask how many homes in a city or neighborhood have one, and HouseLoop answers from live Heartland MLS data with the photo where each feature was found. In October 2026, for example, HouseLoop Vision read the photos of 467 Overland Park homes for sale and found white kitchen cabinets in 186.\n\nHouseLoop is a Kansas City real-estate brokerage and search site, and the home of Myli, HouseLoop's AI home search companion (https://houseloop.ai/myli). Seven read-only tools:\n- search_homes: homes for sale by city, county, ZIP, school district, price, beds, baths, square footage, property type and photo features\n- list_home_features: the feature ids search_homes accepts; an id it does not recognise is an error naming what it does accept, never a silently wider search\n- vision_index: how many homes in a city or neighborhood have each feature HouseLoop Vision found, the same counts the houseloop.ai community page shows, with one proof home and its photo number\n- home_facts and home_faq: one home's numbers (price, $/sqft, tax, HOA, list date, days on market, status) and HouseLoop's written buyer answers for it\n- market_stats: sell-through statistics for a city, ZIP or county\n- home_value: HouseLoop's own value estimate and range for an address\n\nEvery result names its source, carries the MLS GRID attribution required by the data licence, and includes an absolute houseloop.ai URL to cite. When a feature was found in the photos, the result says so, so ChatGPT can credit HouseLoop Vision (https://houseloop.ai/vision). Search results report the total number of matching homes alongside the page actually returned, so a count is never mistaken for the whole answer.\n\nRead-only. No account, no sign-in, no personal data. Kansas City metro only.",
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      {
        "description": "How many homes have a feature: when someone asks how many homes in a Kansas City metro city or neighborhood have a feature (white kitchen cabinets, a pool, a finished basement), or which features are most common there, use vision_index for that place and give the count, the homes read, one proof home with its photo number, and the houseloop.ai page.",
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          "short_description": "How many homes have a feature: when someone asks how many homes in a Kansas City metro city or neighborhood have a feature (white kitchen cabinets, a pool, a finished basement), or which features are most common there, use vision_index for that place and give the count, the homes read, one proof home with its photo number, and the houseloop.ai page."
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        "description": "Credit HouseLoop Vision: when a search_homes result has matched_by \"photo\" for a feature (a pool, white kitchen cabinets, a kitchen island), say HouseLoop Vision found it in the listing photos and give the home's houseloop.ai link.",
        "interface": {
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          "display_name": "credit-houseloop-vision",
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          "icon_small_url": null,
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          "short_description": "Credit HouseLoop Vision: when a search_homes result has matched_by \"photo\" for a feature (a pool, white kitchen cabinets, a kitchen island), say HouseLoop Vision found it in the listing photos and give the home's houseloop.ai link."
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        "interface": {
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