MCP 服务器

building-intelligence

com.lucidrents/building-intelligence
数据与分析 房地产 公开且可连接 MCP 2025-11-25

此 MCP 可以做什么

Searches rental buildings and provides reports on violations, complaints, reviews, rents, landlords, neighborhood statistics, and crime trends in three US cities.

get_building_report
Get building report
Full report card for one building: LucidIQ score and letter grade, HPD/DOB violation counts, 311 complaint total, top violation categories (pests, heat, leaks, ...), review count and average rating, rent summary by bedroom count, rent stabilization, landlord name with their record URL, and 2-3 similar nearby buildings. Requires the building's slug — call search_buildings first if you only have an address. The returned url has the complete timeline, all reviews, and rent history; share it with the user.
只读 幂等
输入模式
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['city', 'slug'], 'properties': {'city': {'enum': ['nyc'], 'type': 'string', 'description': 'City/metro: "nyc", "los-angeles", or "chicago"'}, 'slug': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': 'Building slug from search_buildings results, e.g. "48-04-48th-avenue"'}}}
输出模式
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['city', 'slug', 'rent_stabilized', 'issues', 'reviews', 'rent_summary', 'similar_nearby', 'url', 'sections', 'data_as_of', 'more'], 'properties': {'url': {'type': 'string', 'description': 'Canonical lucidrents.com page URL (UTM-tagged)'}, 'zip': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'city': {'type': 'string'}, 'more': {'type': 'array', 'items': {'type': 'string'}, 'description': 'What the linked page adds beyond this payload'}, 'slug': {'type': 'string'}, 'grade': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'description': 'Letter grade derived from the score ("A+" through "F", "â\x80\x94" when unscored)'}, 'score': {'anyOf': [{'type': 'number'}, {'type': 'null'}], 'description': 'LucidIQ score, 0-100'}, 'issues': {'type': 'object', 'required': ['top_violation_categories'], 'properties': {'litigations': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'complaints_311': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'dob_violations': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'hpd_violations': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'evictions_filed': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'top_violation_categories': {'type': 'array', 'items': {'type': 'object', 'required': ['category', 'count'], 'properties': {'count': {'type': 'number'}, 'category': {'type': 'string'}}, 'additionalProperties': {}}}}, 'additionalProperties': {}}, 'address': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'borough': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'reviews': {'type': 'object', 'properties': {'count': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'avg_rating': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}}, 'additionalProperties': {}}, 'landlord': {'anyOf': [{'type': 'object', 'required': ['name', 'url'], 'properties': {'url': {'type': 'string', 'description': 'Canonical lucidrents.com page URL (UTM-tagged)'}, 'name': {'type': 'string'}}, 'additionalProperties': {}}, {'type': 'null'}], 'description': 'Owner/manager with their record URL, when on file'}, 'sections': {'type': 'object', 'required': ['violations', 'reviews', 'rent_intelligence', 'landlord'], 'properties': {'reviews': {'type': 'string'}, 'landlord': {'type': 'string'}, 'violations': {'type': 'string'}, 'rent_intelligence': {'type': 'string'}}, 'description': 'Deep links to page sections', 'additionalProperties': {}}, 'data_as_of': {'type': 'string', 'description': 'ISO date of the data snapshot'}, 'year_built': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'total_units': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'rent_summary': {'type': 'array', 'items': {'type': 'object', 'properties': {'source': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'bedrooms': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'max_rent': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'min_rent': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'median_rent': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'listing_count': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}}, 'additionalProperties': {}}, 'description': 'Rent summary by bedroom count'}, 'similar_nearby': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'url'], 'properties': {'url': {'type': 'string', 'description': 'Canonical lucidrents.com page URL (UTM-tagged)'}, 'slug': {'type': 'string'}, 'grade': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'description': 'Letter grade derived from the score ("A+" through "F", "â\x80\x94" when unscored)'}, 'score': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'address': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'year_built': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'total_units': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}}, 'additionalProperties': {}}}, 'rent_stabilized': {'type': 'object', 'required': ['stabilized'], 'properties': {'stabilized': {'type': 'boolean'}, 'stabilized_units': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}}, 'additionalProperties': {}}}, 'additionalProperties': {}}
get_landlord_record
Get landlord record
Public record for a landlord / property owner: portfolio size, total violations, 311 complaints, average building score across the portfolio, and worst building where available. Accepts either the owner name as it appears in a building report (e.g. "SMITH REALTY LLC") or a landlord page slug. The returned url lists every building they own with per-building records.
只读 幂等
输入模式
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['city', 'slugOrName'], 'properties': {'city': {'enum': ['nyc'], 'type': 'string', 'description': 'City/metro: "nyc", "los-angeles", or "chicago"'}, 'slugOrName': {'type': 'string', 'maxLength': 200, 'minLength': 2, 'description': 'Owner name or landlord slug. Building reports include the exact owner name.'}}}
输出模式
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['name', 'city', 'portfolio_size', 'total_violations', 'total_dob_violations', 'total_complaints', 'url', 'data_as_of', 'more'], 'properties': {'url': {'type': 'string', 'description': 'Canonical lucidrents.com page URL (UTM-tagged)'}, 'city': {'type': 'string'}, 'more': {'type': 'array', 'items': {'type': 'string'}, 'description': 'What the linked page adds beyond this payload'}, 'name': {'type': 'string'}, 'data_as_of': {'type': 'string', 'description': 'ISO date of the data snapshot'}, 'portfolio_size': {'type': 'number', 'description': 'Number of buildings on record'}, 'worst_building': {'anyOf': [{'type': 'object', 'properties': {'address': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'violations': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}}, 'additionalProperties': {}}, {'type': 'null'}]}, 'total_complaints': {'type': 'number'}, 'total_violations': {'type': 'number'}, 'avg_building_grade': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'description': 'Letter grade derived from the score ("A+" through "F", "â\x80\x94" when unscored)'}, 'avg_building_score': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'total_dob_violations': {'type': 'number'}}, 'additionalProperties': {}}
get_neighborhood_stats
Get neighborhood stats
Neighborhood snapshot for a zip code: median asking rents by bedroom count and a 12-month crime summary (violent / property / quality-of-life, with year-over-year totals) sourced from the local police department. Use this for "what does rent cost in <area>" and "is <area> safe" questions. The returned url is the neighborhood page with building listings and trend charts.
只读 幂等
输入模式
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['city', 'zip'], 'properties': {'zip': {'type': 'string', 'pattern': '^\\d{5}$', 'description': '5-digit zip code, e.g. "11377"'}, 'city': {'enum': ['nyc'], 'type': 'string', 'description': 'City/metro: "nyc", "los-angeles", or "chicago"'}}}
输出模式
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['city', 'zip', 'median_rents_by_bedrooms', 'url', 'data_as_of', 'more'], 'properties': {'url': {'type': 'string', 'description': 'Canonical lucidrents.com page URL (UTM-tagged)'}, 'zip': {'type': 'string'}, 'city': {'type': 'string'}, 'more': {'type': 'array', 'items': {'type': 'string'}, 'description': 'What the linked page adds beyond this payload'}, 'crime': {'anyOf': [{'type': 'object', 'properties': {'violent': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'property': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'quality_of_life': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}}, 'additionalProperties': {}}, {'type': 'null'}], 'description': '12-month crime summary from the local police department'}, 'data_as_of': {'type': 'string', 'description': 'ISO date of the data snapshot'}, 'neighborhood': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'description': 'Neighborhood name for the zip, when known'}, 'median_rents_by_bedrooms': {'type': 'array', 'items': {'type': 'object', 'properties': {'bedrooms': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'median_rent': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}}, 'additionalProperties': {}}}}, 'additionalProperties': {}}
get_review_summary
Get review summary
Tenant review summary for one building: review count, average rating, 1-5 star distribution, and up to 3 recent pull quotes from published tenant reviews. Requires the building's slug — call search_buildings first if you only have an address. The returned url (anchored at #reviews) has every review in full text.
只读 幂等
输入模式
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['city', 'slug'], 'properties': {'city': {'enum': ['nyc'], 'type': 'string', 'description': 'City/metro: "nyc", "los-angeles", or "chicago"'}, 'slug': {'type': 'string', 'maxLength': 200, 'minLength': 1, 'description': 'Building slug from search_buildings results, e.g. "48-04-48th-avenue"'}}}
输出模式
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['city', 'slug', 'review_count', 'rating_distribution', 'pull_quotes', 'url', 'data_as_of', 'more'], 'properties': {'url': {'type': 'string', 'description': 'Canonical lucidrents.com page URL (UTM-tagged)'}, 'city': {'type': 'string'}, 'more': {'type': 'array', 'items': {'type': 'string'}, 'description': 'What the linked page adds beyond this payload'}, 'slug': {'type': 'string'}, 'address': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'avg_rating': {'anyOf': [{'type': 'number'}, {'type': 'null'}], 'description': 'Average rating, 1-5'}, 'data_as_of': {'type': 'string', 'description': 'ISO date of the data snapshot'}, 'pull_quotes': {'type': 'array', 'items': {'type': 'object', 'required': ['excerpt'], 'properties': {'date': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'rating': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'excerpt': {'type': 'string'}}, 'additionalProperties': {}}, 'description': 'Up to 3 recent review excerpts'}, 'review_count': {'type': 'number'}, 'building_grade': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'description': 'Letter grade derived from the score ("A+" through "F", "â\x80\x94" when unscored)'}, 'building_score': {'anyOf': [{'type': 'number'}, {'type': 'null'}]}, 'rating_distribution': {'type': 'array', 'items': {'type': 'object', 'required': ['stars', 'count'], 'properties': {'count': {'type': 'number'}, 'stars': {'type': 'number'}}, 'additionalProperties': {}}}}, 'additionalProperties': {}}
search_buildings
Search buildings
Search LucidRents for apartment buildings by address, building name, or partial address. Covers ~2M buildings in New York City, Los Angeles, and Chicago with public-record data: housing violations, 311 complaints, tenant reviews, rents, and building scores. Returns up to 10 matches with each building's slug (needed for get_building_report / get_review_summary) and its lucidrents.com report URL. Start here when the user gives an address.
只读 幂等
输入模式
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['query'], 'properties': {'city': {'enum': ['nyc'], 'type': 'string', 'description': 'Optional city filter. Omit to search all covered cities.'}, 'query': {'type': 'string', 'maxLength': 200, 'minLength': 2, 'description': 'Address or building name to search, e.g. "48-04 48th Ave" or "350 Park Ave"'}}}
输出模式
{'type': 'object', '$schema': 'https://json-schema.org/draft/2020-12/schema', 'required': ['query', 'city', 'result_count', 'results', 'data_as_of', 'more'], 'properties': {'city': {'type': 'string', 'description': 'City searched, or "all"'}, 'more': {'type': 'array', 'items': {'type': 'string'}, 'description': 'What the linked page adds beyond this payload'}, 'query': {'type': 'string'}, 'results': {'type': 'array', 'items': {'type': 'object', 'required': ['slug', 'city', 'violation_count', 'review_count', 'url'], 'properties': {'url': {'type': 'string', 'description': 'Canonical lucidrents.com page URL (UTM-tagged)'}, 'city': {'type': 'string'}, 'slug': {'type': 'string', 'description': 'Building slug â\x80\x94 pass to get_building_report / get_review_summary'}, 'grade': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'description': 'Letter grade derived from the score ("A+" through "F", "â\x80\x94" when unscored)'}, 'score': {'anyOf': [{'type': 'number'}, {'type': 'null'}], 'description': 'LucidIQ score, 0-100'}, 'address': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'borough': {'anyOf': [{'type': 'string'}, {'type': 'null'}]}, 'review_count': {'type': 'number'}, 'violation_count': {'type': 'number'}}, 'additionalProperties': {}}, 'description': 'Up to 10 matches, best first'}, 'data_as_of': {'type': 'string', 'description': 'ISO date of the data snapshot'}, 'result_count': {'type': 'number'}}, 'additionalProperties': {}}
已添加
get_review_summary
2026年9月17日 12:36
已添加
get_neighborhood_stats
2026年9月17日 12:36
已添加
get_landlord_record
2026年9月17日 12:36
已添加
get_building_report
2026年9月17日 12:36
已添加
search_buildings
2026年9月17日 12:36

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