Automotive inventory search for AI assistants: vehicles, dealers, deals, and market data.
Inferred from the transports this listing declares (streamable-http). A client not listed here hasn’t been ruled out — it just isn’t something Forge can confirm.
Verification confirms publisher identity (repo ownership), not code safety. The security scan covers known CVEs and suspicious install scripts.
Read from a real MCP initialize → tools/list handshake against the declared endpoint. No tool was ever invoked — tools/list is the read-only introspection call the protocol defines for this. It reflects what the server advertised at that moment; a hosted endpoint is not pinned to any version and can change without notice.
https://mcp.opendealer.app/rpc27 tools · 774mssearch_vehiclesSearch for vehicles across dealerships (Meilisearch-backed NL + structured filters).
Preferred tool order for assistants:
1. list_facets or list_research_makes/list_research_models to discover valid values
2. filter_vehicles (map shopper intent onto labeled hard filters)
3. get_vehicle / get_deal_…Search for vehicles across dealerships (Meilisearch-backed NL + structured filters). Preferred tool order for assistants: 1. list_facets or list_research_makes/list_research_models to discover valid values 2. filter_vehicles (map shopper intent onto labeled hard filters) 3. get_vehicle / get_deal_…
| Parameter | Type | Description |
|---|---|---|
| q | string | Free-text natural-language query. You can pass a whole sentence (e.g. "new black Honda Civic sedan under $45k within 150 miles of 92672"): price/mileage/year/c… |
| zip | string | 5-digit US ZIP code (e.g., 92688) |
| lat | number | Latitude coordinate |
| lng | number | Longitude coordinate |
| city | string | City name |
| state | string | 2-letter US state code (e.g., CA, TX) |
| county | string | County name |
| radius | integer | Search radius in miles (1-250, default: 50) |
| make | string | Vehicle make (e.g., Honda, Toyota, Tesla) |
| model | string | Vehicle model (e.g., Civic, Camry, Model 3). Broad terms match all variants (Civic -> Civic Sedan/Si/Hatchback) unless narrowed by trim. |
| trim | string | Trim level (e.g., EX, Limited, Performance) |
| color | string | Exterior color (e.g., black, white). Resolved to color families, so "black" matches "Crystal Black Pearl". |
| year_min | integer | Minimum model year |
| year_max | integer | Maximum model year |
| price_min | integer | Minimum price in USD |
| price_max | integer | Maximum price in USD |
| mileage_max | integer | Maximum mileage |
| body_type | string | Vehicle body style |
| fuel_type | string | Fuel type |
| transmission | string | Transmission type |
| drivetrain | string | Drivetrain configuration |
| condition | string | Vehicle condition |
| certified | boolean | Filter for Certified Pre-Owned vehicles only |
| limit | integer | Maximum number of results to return (1-100, default: 25) |
filter_vehiclesPreferred structured inventory lookup when make/model/year/color/location are known.
Uses exact hard filters (keyword mode, no embeddings) via the Runtime /v1/llm/filter path. Resolve exact make/model names with list_research_makes and list_research_models first. Map shopper prose onto labeled key…Preferred structured inventory lookup when make/model/year/color/location are known. Uses exact hard filters (keyword mode, no embeddings) via the Runtime /v1/llm/filter path. Resolve exact make/model names with list_research_makes and list_research_models first. Map shopper prose onto labeled key…
| Parameter | Type | Description |
|---|---|---|
| make | string | Vehicle make (resolve via list_research_makes if unsure) |
| model | string | Vehicle model (resolve via list_research_models if unsure) |
| trim | string | — |
| color | string | — |
| year_min | integer | — |
| year_max | integer | — |
| price_min | integer | — |
| price_max | integer | — |
| mileage_max | integer | — |
| body_type | string | Vehicle body style |
| fuel_type | string | Fuel type |
| transmission | string | Transmission type |
| drivetrain | string | Drivetrain configuration |
| condition | string | Vehicle condition |
| certified | boolean | — |
| zip | string | 5-digit US ZIP code (e.g., 92688) |
| city | string | — |
| state | string | 2-letter US state code (e.g., CA, TX) |
| radius | integer | Search radius in miles (1-250, default: 50) |
| limit | integer | Maximum number of results to return (1-100, default: 25) |
| offset | integer | Number of results to skip for pagination |
| sort | string | Sort order for results |
list_facetsDiscover available filter values and counts (makes, body types, fuel types, price/year ranges) for the live inventory.
Call this before filter_vehicles when you need valid dimension values. Optional make/near/radius scopes the facet counts.Discover available filter values and counts (makes, body types, fuel types, price/year ranges) for the live inventory. Call this before filter_vehicles when you need valid dimension values. Optional make/near/radius scopes the facet counts.
| Parameter | Type | Description |
|---|---|---|
| make | string | — |
| near | string | Location string (ZIP or city, state) for geo-scoped facets |
| radius | integer | Search radius in miles (1-250, default: 50) |
| condition | string | Vehicle condition |
| certified | boolean | — |
list_research_makesBrowse the research catalog of vehicle makes (with model and inventory counts). Use to resolve exact make names/slugs before filter_vehicles or research_model.Browse the research catalog of vehicle makes (with model and inventory counts). Use to resolve exact make names/slugs before filter_vehicles or research_model.
| Parameter | Type | Description |
|---|---|---|
| q | string | Optional substring filter on make name/slug |
| limit | integer | — |
list_research_modelsList models for a make from the research catalog (MSRP/body summaries). Use before filter_vehicles or research_model when the model name is uncertain.List models for a make from the research catalog (MSRP/body summaries). Use before filter_vehicles or research_model when the model name is uncertain.
| Parameter | Type | Description |
|---|---|---|
| make* | string | Make name or slug (e.g. honda) |
get_vehicleGet complete details for a specific vehicle by VIN.
Returns comprehensive Schema.org Vehicle data including:
• Full specifications (engine, transmission, drivetrain)
• High-resolution images
• Current pricing and availability
• NHTSA NCAP safety rating summary (when available)
• NHTSA open recall…Get complete details for a specific vehicle by VIN. Returns comprehensive Schema.org Vehicle data including: • Full specifications (engine, transmission, drivetrain) • High-resolution images • Current pricing and availability • NHTSA NCAP safety rating summary (when available) • NHTSA open recall…
| Parameter | Type | Description |
|---|---|---|
| vin* | string | 17-character Vehicle Identification Number |
| view | string | Response format: llm (optimized for AI), standard (full details), minimal (compact) |
check_recallsGet NHTSA open safety recalls for a vehicle by VIN.
Returns recall campaigns resolved at the year/make/model level (YMM-granular). A recall listed for the model year may not apply to every VIN — the response includes NHTSA's disclaimer and campaign details (component, summary, remedy status, Park…Get NHTSA open safety recalls for a vehicle by VIN. Returns recall campaigns resolved at the year/make/model level (YMM-granular). A recall listed for the model year may not apply to every VIN — the response includes NHTSA's disclaimer and campaign details (component, summary, remedy status, Park…
| Parameter | Type | Description |
|---|---|---|
| vin* | string | 17-character Vehicle Identification Number |
get_dealerGet comprehensive information about a specific dealership.
Returns Google-enriched dealer knowledge optimized for assistants:
• Name, address, phone, website
• Google rating, review count, hours, business status
• Inventory count and OpenDealer profile links
• Contact points for sales / customer s…Get comprehensive information about a specific dealership. Returns Google-enriched dealer knowledge optimized for assistants: • Name, address, phone, website • Google rating, review count, hours, business status • Inventory count and OpenDealer profile links • Contact points for sales / customer s…
| Parameter | Type | Description |
|---|---|---|
| dealerId* | string | Dealer identifier: UUID or slug (e.g., "rsm-honda"). Prefer the slug from dealers_near or search results. |
get_safety_ratingGet NHTSA 5-Star Safety Ratings for a year/make/model (no VIN required).
Answers questions like "is a 2023 RAV4 safe for my family" with:
• Overall and crash-test star ratings (when published)
• Rollover rating / possibility
• NHTSA-evaluated ADAS availability (ESC, FCW, LDW)
Ratings are model-ye…Get NHTSA 5-Star Safety Ratings for a year/make/model (no VIN required). Answers questions like "is a 2023 RAV4 safe for my family" with: • Overall and crash-test star ratings (when published) • Rollover rating / possibility • NHTSA-evaluated ADAS availability (ESC, FCW, LDW) Ratings are model-ye…
| Parameter | Type | Description |
|---|---|---|
| year* | integer | Model year (e.g., 2023) |
| make* | string | Vehicle make (e.g., "Toyota", "Honda") |
| model* | string | Vehicle model (e.g., "RAV4", "Civic") |
get_vehicle_historyGet OpenDealer listing history for a VIN: price changes, days on lot, and status.
Answers "has this VIN dropped in price" and days-on-lot narratives from retained snapshots (including vehicles that left a dealer feed). Returns:
• Chronological price history with per-snapshot changes
• Days on mark…Get OpenDealer listing history for a VIN: price changes, days on lot, and status. Answers "has this VIN dropped in price" and days-on-lot narratives from retained snapshots (including vehicles that left a dealer feed). Returns: • Chronological price history with per-snapshot changes • Days on mark…
| Parameter | Type | Description |
|---|---|---|
| vin* | string | 17-character Vehicle Identification Number |
dealers_nearFind dealerships near a location.
Location modes (choose ONE):
• zip + radius (miles)
• lat + lng + radius
• city + state + radius
• county + state + radius
Returns dealer information including:
• Name, address, phone, website
• Distance from search location
• Current inventory count
• Business h…Find dealerships near a location. Location modes (choose ONE): • zip + radius (miles) • lat + lng + radius • city + state + radius • county + state + radius Returns dealer information including: • Name, address, phone, website • Distance from search location • Current inventory count • Business h…
| Parameter | Type | Description |
|---|---|---|
| zip | string | 5-digit US ZIP code (e.g., 92688) |
| lat | number | Latitude coordinate |
| lng | number | Longitude coordinate |
| city | string | City name |
| state | string | 2-letter US state code (e.g., CA, TX) |
| county | string | County name |
| radius | integer | Search radius in miles (1-250, default: 50) |
| limit | integer | Maximum number of dealers to return (1-200, default: 50) |
| offset | integer | Number of results to skip for pagination |
dealer_inventoryBrowse the complete inventory of a specific dealership.
IMPORTANT: Use the exact dealer slug from a previous dealers_near or search_vehicles response. Do NOT guess dealer IDs.
Useful when a user wants to see what a particular dealer has in stock.
Supports all vehicle filters (make, model, price,…Browse the complete inventory of a specific dealership. IMPORTANT: Use the exact dealer slug from a previous dealers_near or search_vehicles response. Do NOT guess dealer IDs. Useful when a user wants to see what a particular dealer has in stock. Supports all vehicle filters (make, model, price,…
| Parameter | Type | Description |
|---|---|---|
| dealerId* | string | Dealer identifier (UUID or slug like "rsm-honda") |
| make | string | Vehicle make |
| model | string | Vehicle model |
| trim | string | Trim level |
| year_min | integer | Minimum model year |
| year_max | integer | Maximum model year |
| price_min | integer | Minimum price in USD |
| price_max | integer | Maximum price in USD |
| mileage_max | integer | Maximum mileage |
| body_type | string | Vehicle body style |
| fuel_type | string | Fuel type |
| transmission | string | Transmission type |
| drivetrain | string | Drivetrain configuration |
| condition | string | Vehicle condition |
| certified | boolean | Filter for CPO vehicles |
| limit | integer | Maximum number of results to return (1-100, default: 25) |
| offset | integer | Number of results to skip for pagination |
| sort | string | Sort order |
| view | string | Response detail: standard (features/gallery, default), llm (compact), minimal |
compare_vehiclesCompare 2-5 vehicles side by side.
Returns a structured comparison including specs, price context, and per-vehicle cite fields (vin + shop url).
CRITICAL: CITE: Each vehicle's cite object is `vin` + `url` (canonical opendealer.shop VDP). Cite only `url` to shoppers. Never invent VDP URLs. Never c…Compare 2-5 vehicles side by side. Returns a structured comparison including specs, price context, and per-vehicle cite fields (vin + shop url). CRITICAL: CITE: Each vehicle's cite object is `vin` + `url` (canonical opendealer.shop VDP). Cite only `url` to shoppers. Never invent VDP URLs. Never c…
| Parameter | Type | Description |
|---|---|---|
| vins* | array | List of VINs to compare (2-5 vehicles) |
get_deal_scoreGet AI-powered deal scoring and market insights for a vehicle.
Returns comprehensive analysis including:
• Deal score (1-100) with rating (Great, Good, Fair, Poor)
• Price comparison vs market average
• Days on lot analysis
• Price history and trends
• Similar vehicles in the market
Core step in…Get AI-powered deal scoring and market insights for a vehicle. Returns comprehensive analysis including: • Deal score (1-100) with rating (Great, Good, Fair, Poor) • Price comparison vs market average • Days on lot analysis • Price history and trends • Similar vehicles in the market Core step in…
| Parameter | Type | Description |
|---|---|---|
| vin* | string | 17-character Vehicle Identification Number |
get_market_overviewGet high-level automotive market statistics.
Returns aggregated market data including:
• Total vehicles and dealers in inventory
• Average pricing by segment
• Top makes by volume
• Market velocity indicators
• New vs Used breakdownGet high-level automotive market statistics. Returns aggregated market data including: • Total vehicles and dealers in inventory • Average pricing by segment • Top makes by volume • Market velocity indicators • New vs Used breakdown
| Parameter | Type | Description |
|---|---|---|
| make | string | Filter by vehicle make |
| type | string | Filter by vehicle type |
get_market_segmentGet detailed pricing and market data for a specific vehicle segment.
Useful for understanding fair market value for a make/model/year combination.
Returns pricing statistics including:
• Average, median, min, max prices
• Price percentiles (10th, 25th, 75th, 90th)
• Average mileage and days on lot…Get detailed pricing and market data for a specific vehicle segment. Useful for understanding fair market value for a make/model/year combination. Returns pricing statistics including: • Average, median, min, max prices • Price percentiles (10th, 25th, 75th, 90th) • Average mileage and days on lot…
| Parameter | Type | Description |
|---|---|---|
| modelcode* | string | Model code identifier (unique per make/model/year combination) |
| year | integer | Model year |
| type | string | Vehicle type |
| certified | boolean | Filter for certified vehicles |
list_market_segmentsBrowse market segments with pricing statistics (modelcode, median price, sample size). Use to discover modelcodes for get_market_segment / get_market_trends.Browse market segments with pricing statistics (modelcode, median price, sample size). Use to discover modelcodes for get_market_segment / get_market_trends.
| Parameter | Type | Description |
|---|---|---|
| make | string | — |
| modelcode | string | — |
| page | integer | — |
| limit | integer | — |
| minSampleSize | integer | — |
get_market_trendsPrice trends over time for a market segment (modelcode). Returns timeline of median/avg prices and days-on-lot.Price trends over time for a market segment (modelcode). Returns timeline of median/avg prices and days-on-lot.
| Parameter | Type | Description |
|---|---|---|
| modelcode* | string | Market segment modelcode |
| year | integer | — |
| type | string | Vehicle type (New or Used) |
| certified | boolean | — |
| days | integer | — |
get_market_velocityHow quickly vehicles sell by segment (fastest/slowest days on lot). Optional make/type filters.How quickly vehicles sell by segment (fastest/slowest days on lot). Optional make/type filters.
| Parameter | Type | Description |
|---|---|---|
| make | string | — |
| type | string | Vehicle type (New or Used) |
| limit | integer | — |
compare_marketCompare pricing across market segments. Provide modelcodes[] or make (optionally with model).Compare pricing across market segments. Provide modelcodes[] or make (optionally with model).
| Parameter | Type | Description |
|---|---|---|
| modelcodes | array | — |
| make | string | — |
| model | string | — |
| year | integer | — |
| type | string | Vehicle type (New or Used) |
get_suggested_ratesNational average suggested auto loan APRs (not a credit offer). Optional filters: condition (new/used), term_months (36–84), credit_tier.National average suggested auto loan APRs (not a credit offer). Optional filters: condition (new/used), term_months (36–84), credit_tier.
| Parameter | Type | Description |
|---|---|---|
| condition | string | — |
| term_months | number | — |
| credit_tier | string | — |
research_modelGet the full research payload for a vehicle model (not a specific listing).
Returns manufacturer reference data joined with live market data:
• All trims with MSRPs, engine/body specs, and EPA fuel economy
• NHTSA 5-Star safety ratings and open recall count
• Live inventory count and price range o…Get the full research payload for a vehicle model (not a specific listing). Returns manufacturer reference data joined with live market data: • All trims with MSRPs, engine/body specs, and EPA fuel economy • NHTSA 5-Star safety ratings and open recall count • Live inventory count and price range o…
| Parameter | Type | Description |
|---|---|---|
| make* | string | Vehicle make slug or name (e.g., "honda", "mercedes-benz") |
| model* | string | Vehicle model slug or name (e.g., "civic", "e-class") |
| year | integer | Model year (defaults to the latest year with reference data) |
compare_modelsCompare 2-4 vehicle models side by side (model-level, not specific listings).
Provide composite make-model slugs like "honda-civic" or "toyota-corolla". Returns:
• Winner-by-dimension deltas: price, fuel economy, horsepower, seating, towing, NHTSA safety, live median listing price
• Full research…Compare 2-4 vehicle models side by side (model-level, not specific listings). Provide composite make-model slugs like "honda-civic" or "toyota-corolla". Returns: • Winner-by-dimension deltas: price, fuel economy, horsepower, seating, towing, NHTSA safety, live median listing price • Full research…
| Parameter | Type | Description |
|---|---|---|
| models* | array | Composite make-model slugs to compare (e.g., ["honda-civic", "toyota-corolla"]) |
| year | integer | Model year (defaults to the latest year with reference data) |
get_vehicle_rankingsGet data-driven vehicle rankings (e.g., best SUVs, most fuel-efficient cars).
Call without arguments to list all ranking categories. Pass a category slug (e.g., "best-suvs") for the full scored ranking.
Rankings are computed from public data with a published methodology: NHTSA safety ratings, EPA…Get data-driven vehicle rankings (e.g., best SUVs, most fuel-efficient cars). Call without arguments to list all ranking categories. Pass a category slug (e.g., "best-suvs") for the full scored ranking. Rankings are computed from public data with a published methodology: NHTSA safety ratings, EPA…
| Parameter | Type | Description |
|---|---|---|
| category | string | Ranking category slug (e.g., "best-suvs"). Omit to list all available categories. |
get_similar_vehiclesFind similar on-lot vehicles for a VIN ("you may also like"). Same make/model keyword comps as the shop VDP rail (not semantic embeddings).
CRITICAL: CITE: Each vehicle's cite object is `vin` + `url` (canonical opendealer.shop VDP). Cite only `url` to shoppers. Never invent VDP URLs. Never cite `d…Find similar on-lot vehicles for a VIN ("you may also like"). Same make/model keyword comps as the shop VDP rail (not semantic embeddings). CRITICAL: CITE: Each vehicle's cite object is `vin` + `url` (canonical opendealer.shop VDP). Cite only `url` to shoppers. Never invent VDP URLs. Never cite `d…
| Parameter | Type | Description |
|---|---|---|
| vin* | string | 17-character Vehicle Identification Number |
| limit | integer | — |
ui_select_vehicleApp-only: record a vehicle selection from the results widget. Not for model use — hosts filter via _meta.ui.visibility.App-only: record a vehicle selection from the results widget. Not for model use — hosts filter via _meta.ui.visibility.
| Parameter | Type | Description |
|---|---|---|
| vin* | string | 17-character Vehicle Identification Number |
| name | string | — |
| url | string | — |
| year | integer | — |
| make | string | — |
| model | string | — |
ui_page_vehicle_resultsApp-only: paginate or refresh vehicle results using the same Runtime paths as filter_vehicles / search_vehicles (geo-correct). No widget remount — omit resourceUri. Not for model use.App-only: paginate or refresh vehicle results using the same Runtime paths as filter_vehicles / search_vehicles (geo-correct). No widget remount — omit resourceUri. Not for model use.
| Parameter | Type | Description |
|---|---|---|
| source | string | Which model-facing tool path to reuse for this page request |
| q | string | — |
| make | string | — |
| model | string | — |
| trim | string | — |
| color | string | — |
| year_min | integer | — |
| year_max | integer | — |
| price_min | integer | — |
| price_max | integer | — |
| mileage_max | integer | — |
| body_type | string | Vehicle body style |
| fuel_type | string | Fuel type |
| transmission | string | Transmission type |
| drivetrain | string | Drivetrain configuration |
| condition | string | Vehicle condition |
| certified | boolean | — |
| zip | string | 5-digit US ZIP code (e.g., 92688) |
| lat | number | Latitude coordinate |
| lng | number | Longitude coordinate |
| city | string | — |
| state | string | 2-letter US state code (e.g., CA, TX) |
| county | string | — |
| radius | integer | Search radius in miles (1-250, default: 50) |
27 of 27 tools published a description.
Tool names and descriptions are written by the publisher and shown verbatim as inert text. They are the strings an MCP client passes to a model, so Forge scans them for prompt-injection patterns — any finding appears with the security scan above. “Privileged” is a keyword match on the tool name, not an audit of what the tool does: a benign-sounding name can still do anything.
Automotive inventory search for AI assistants: vehicles, dealers, deals, and market data.
Linked names open Forge’s index of every entry observed exposing that tool. Browse all indexed tools.
This entry publishes no npm package, so Forge has no dependency tree for it. That is a gap in coverage — not a statement that it has no dependencies.