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Buzzedin

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Find NYC rental apartments by budget, neighborhood, commute and amenities, with deal scores.

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Status
Healthy
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
Repository
Buzzedin/mcp
GitHub Stars
0
Server Listing
Buzzedin MCP Server
ChatGPT
–
Claude
–

TDQS

A4/5.0

Scored across 2 tools

Disambiguation5/5

The two tools have clearly distinct purposes: one performs the search, the other creates a persistent alert link from the same filters. There is no realistic way an agent could confuse searching for listings with generating an alert URL, especially since the descriptions explicitly link the filter parameters between them.

Naming Consistency5/5

Both names follow a clean snake_case verb_noun pattern (search_listings, create_alert_link) with no stylistic deviation. The only caveat is that with just two tools the pattern has limited opportunity to break down.

Tool Count3/5

Two tools is thin for a rental-search server, even a narrowly scoped one. Each tool does earn its place, but the surface feels minimal rather than deliberately minimal.

Completeness3/5

Search plus alert creation covers the core loop, and search returns detail links plus pagination, which mitigates some gaps. However, there is no way to fetch a single listing by ID, save or compare listings, or list/update/delete an existing alert, leaving obvious dead ends for lifecycle management.

Available Tools

2 tools
search_listingsSearch NYC apartmentsA
Read-only
Inspect

Searches active NYC rental listings from StreetEasy, LeaseBreak, NYBits, Reddit, and building websites, plus lease takeovers posted on Buzzedin. Supports price, bedrooms, neighborhoods, boroughs, move-in dates, commute time to an address, distance to places (subway, grocery, a named store), amenities, rent-stabilized buildings, lease takeovers, and apartment qualities like natural light or quiet. Returns up to 8 listings with a deal-score estimate, how each rent compares to its neighborhood median, selected structured features such as laundry, outdoor space, pets and light, plus a public detail link for each apartment. Enrichment and deal scores are estimates; confirm details on the listing. Fetch the next page to see more results.

NameRequiredDescriptionDefault
bedsNoNumber of bedrooms. "1br"=1, "2bed"=2, "studio"="studio"
pageNoResults page, starting at 1. Use only when the user asks for more results.
bathsNoMinimum number of bathrooms
hasAcNoAC/air conditioning required
noFeeNoNo broker fee required
sortByNoSort order
boroughNoBorough name if mentioned: Manhattan, Brooklyn, Queens, Bronx, Staten Island
maxSqftNoMaximum square footage. Extract from phrases like "under X sqft", "less than X sq ft", "max X square feet"
minSqftNoMinimum square footage. Extract from phrases like "at least X sqft", "X+ sqft", "over X sq ft", "minimum X square feet"
isPrewarNoPre-war building
maxPriceNoMaximum monthly rent in dollars. Extract from phrases like "under $X", "under X", "less than $X", "max $X", "$Xk", "Xk" where k=1000. Examples: "5k"=5000, "$4k"=4000, "under 3500"=3500
minPriceNoMinimum monthly rent in dollars
moveInByNoLatest acceptable move-in date as YYYYMMDD (for example, 20260701 for July 1, 2026). Only set this when the user gives a move-in deadline.
spaciousNoApartment feels above-average in size for its bedroom count. Match spacious or very spacious listings.
viewTypeNoView type. "park views"="park", "water view"="water", "city views"="city_skyline"
floorLevelNoFloor level. "high floor"="high", "penthouse"="penthouse"
hasBathtubNoHas bathtub (not just shower)
hasDoormanNoDoorman building required
hasParkingNoParking available
noiseLevelNoStreet noise level. "quiet"="quiet", "peaceful"="quiet"
roomLayoutNoRoom layout type. "open layout"="open", "flex"="flex", "railroad"="railroad"
catsAllowedNoCats allowed
dogsAllowedNoDogs allowed
hasElevatorNoElevator building required
isFurnishedNoFurnished apartment required
kitchenTypeNoKitchen type. "open kitchen"="open", "eat-in kitchen"="eat_in"
moveInAfterNoEarliest acceptable move-in date as YYYYMMDD (for example, 20260801 for August 1, 2026). Only set this when the user wants listings available on or after a specific date — for example "not until August" or "earliest move-in August 1".
petsAllowedNoPets allowed (any pets)
buildingTypeNoBuilding type. "high rise"="high_rise", "walkup"="walk_up"
flooringTypeNoFlooring type. "hardwood floors"="hardwood"
hasFireplaceNoHas fireplace (decorative or working)
naturalLightNoNatural light level. "sunny"/"bright"="abundant"
commuteFilterNoFilter by commute time to a SPECIFIC location
hasDishwasherNoHas dishwasher
hasHomeOfficeNoHas dedicated home office space
hasRoofAccessNoBuilding has roof access/deck
inUnitLaundryNoIn-unit washer/dryer required
neighborhoodsNoExtract specific NYC neighborhood names. Map abbreviations to full names: "LES"="Lower East Side", "UES"="Upper East Side", "UWS"="Upper West Side", "FiDi"="Financial District", "BedStuy"="Bedford-Stuyvesant", "LIC"="Long Island City", "DUMBO"="DUMBO". Map general areas to specific neighborhoods: "Lower Manhattan" -> ["Financial District", "Tribeca", "Battery Park City", "Chinatown", "Civic Center"]. Use exact neighborhood names.
facesQuietSideNoUnit faces quiet side (courtyard, back)
hasBikeStorageNoBuilding has bike storage
hasLiveInSuperNoBuilding has live-in super
hasNotableViewNoHas notable/great view
hasStorageUnitNoStorage unit available in building
hasExposedBrickNoHas exposed brick
hasHighCeilingsNoHas high ceilings (9ft+)
hasOutdoorSpaceNoPrivate outdoor space required (balcony, patio, backyard, terrace, roof)
hasWalkInClosetNoHas walk-in closet
isLeaseTakeoverNoLooking for lease takeover
hasGymInBuildingNoGym in building required
renovationStatusNoRenovation status. "renovated"="newly_renovated"
buildingConditionNoBuilding condition/maintenance level
exposureDirectionNoUnit exposure/facing direction. "south facing"="south"
poiCommuteFiltersNoONLY for generic POI types like "a grocery store". For specific brands (Whole Foods, Equinox), use commuteFilter instead
utilitiesIncludedNoHeat/utilities included in rent
hasLaundryInBuildingNoLaundry in building required
rentControlledClaimedNoThe listing itself says the unit is rent-stabilized. Much rarer; use only when the user wants the listing to state it.
rentControlledVerifiedNoBuilding is on the NYC (DHCR) list of buildings with rent-stabilized units. Use this when the user asks for rent-stabilized apartments.

TDQS

A4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true and destructiveHint=false, so safety is covered. The description adds real context the schema cannot: the source set, the hard cap of 8 results, the deal-score/neighborhood-median enrichment, and the explicit caveat that enrichment is estimated and details must be confirmed on the listing.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with purpose and sources, then returns, then the next-page note. It is dense but every sentence carries information; the only mild weakness is that the filter enumeration and return-value description run together in one long block.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a 57-parameter tool with nested objects and no output schema, the description covers what an agent most needs: what is searched, what comes back (count cap, deal score, median comparison, features, detail link), the estimate caveat, and pagination behavior via the page note.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100% with 57 richly documented params, so the baseline is 3. The description adds value only at a category level (price, bedrooms, neighborhoods, commute, amenities, rent-stabilized, lease takeovers), and does not clarify the genuinely tricky distinctions such as rentControlledClaimed vs rentControlledVerified or poiCommuteFilters vs commuteFilter — those live only in the schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ("Searches active NYC rental listings") plus the exact data sources (StreetEasy, LeaseBreak, NYBits, Reddit, building sites, Buzzedin) and the supported filter universe. An agent immediately knows what this tool does and that it is a listing search, not an alert/notification tool like the sibling.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description gives one useful operational cue — "Fetch the next page to see more results" — and the filter enumeration signals when the tool fits. However it never names the sibling create_alert_link or explains when to route to alert creation instead of searching, so the search-vs-alert decision is left to inference.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 2 tool updates
    • First observedcreate_alert_link
    • First observedsearch_listings

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