Moonshot Lab (demo)

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

• Connection: Runs in the cloud
• Transport: Streamable HTTP
• Category: Online shops & payments

Install

Pick the AI app you use, then copy the settings.

Passed 2/3 checks · What you ask goes through the maker’s server (moonshotlab1.com)

claude mcp add --transport http inventory https://moonshotlab1.com/mcp

{
  "mcpServers": {
    "inventory": {
      "url": "https://moonshotlab1.com/mcp"
    }
  }
}

{
  "servers": {
    "inventory": {
      "type": "http",
      "url": "https://moonshotlab1.com/mcp"
    }
  }
}

Which apps can use it

Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.

Connect over the internet in

ClaudeChatGPTGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast

All apps, with pros and cons →

What it can do

Tool names and descriptions exactly as the server reported them on Nov 7, 2026. The maker wrote them, not us; we show them as plain text.

• search_inventory

  Search the SYNTHETIC demo inventory (about 860 fictional vehicles at 20 fictional dealers in TX, CA, FL, GA, AZ, IL, NY and OH). Results are not real vehicles for sale; say so when you show them. Each result has listing_id (dealer_key:VIN), vehicle basics, headline_price (before

• list_searchable_fields

  Every filterable ontology field (vehicle, listing, store, dealer, price, fee, incentive, media, payment) with its type, range or allowed values, shortcut names, the operators (eq, any_of, contains, range, bool, exists, negate) and example filters for search_inventory. The full co

• get_payment_estimate

  Use this to answer 'what would my monthly payment be' for ONE listing. It runs the same itemized out-the-door calculation as estimate_out_the_door (always treated as financed) and turns it into a DEMO monthly finance payment: out-the-door total minus down payment and trade equity

• compare_payment_scenarios

  Use this to compare several financing what-ifs for ONE listing side by side in one call (for example cash down, term, credit tier or APR, trade-in, incentives). Each scenario reruns the itemized out-the-door estimate and returns estimated_out_the_door, amount_financed_estimate, a

• register_agent

  Optional and free. Registers your agent and returns an agent key (shown once) that gives it a durable, anonymous id in Moonshot Lab's bot analytics. Send it as the X-MoonshotLab-Agent-Key header, or add ?agent_key= to the MCP URL. Nothing else changes: anonymous use keeps working

• save_search

  DEMO. Save a car search and get alerted when new cars match. Returns a search_id (keep it; it is the only way to read or cancel the search) and an expiry (default 30 days, renewable). Check for new cars with get_new_matches, or give a callback_url. Shopper email alerts are option

• get_new_matches

  DEMO. New cars that started matching a saved search after it was saved (or after `since`).

• cancel_search

  DEMO. Cancel a saved search. Any shopper email stored for it is deleted.

• prepare_dealer_handoff

  Use this when the shopper has picked a car and a deal structure and wants to take it to the dealer. Builds a structured dealer handoff package for ONE configured deal: vehicle and VIN, the full itemized out-the-door estimate (with excluded items such as optional add-ons), the cho

• get_listing

  Full synthetic listing record with per-value provenance (method 'synthetic'). listing_id is dealer_key:VIN (as returned by search_inventory) or the urn. The vehicle-to-store link is in listing.selling_location (link_status, selling_location_id, candidates, flags such as group_sit

• get_price_breakdown

  Use this to see what the dealer LISTS for ONE listing, as published: headline price, MSRP (new cars), price_components, dealer fees (doc fee and others) and fee bundles (parts marked part_of_bundle, not double counted), flags such as whether the advertised price already includes

• estimate_out_the_door

  Use this for the buyer's TOTAL price of ONE listing: an itemized out-the-door DEMO ESTIMATE for the buyer's state, county and city, built with real public tax and fee rules for the 8 covered states. Lines include the price, dealer fees, eligible incentives, state and local sales

• get_dealer

  Fictional dealer profile: registry entity, stores (selling locations) with fictional addresses and 555 phone numbers, group, state rules and a page of inventory. Not a real business; do not tell anyone to call or visit.

• list_dealers

  All 20 fictional demo dealers with group and store counts (each dealer lists its stores with group_id, region_id and store_id), the dealer hierarchy (Group, then Region, then Store), the 4 fictional dealer groups and a coverage summary: which metros have demo stores, with dealer,

• get_media

  Media block for a listing: self-generated SVG placeholder images labeled DEMO (photo, video poster, spin), with rights notes. They are not photos of a real car. No video or 360 viewer exists in the demo.

• get_trade_in_scenarios

  Ready-made demo trade-in scenarios (one per state) with trade_value and payoff to pass to estimate_out_the_door or get_payment_estimate.

• get_ontology

  Schema links, schema version, covered states, condition values, search sorts and the value-wrapper format ({v, m, c, src}). For the list of filterable fields and allowed values, use list_searchable_fields.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 12, 2026

• ! Caution

  Maker matches the repo

  The registry lists no source repo, so we cannot match the publisher (moonshotlab1.com) to the code

• … Not checked yet

  Still maintained

  We have not read this repo from GitHub yet

• … Not checked yet

  Has a licence

  We have not read this repo from GitHub yet

• ✓ Pass

  Endpoint responds

  Responded in 96 ms (HTTP 200)

• – Not applicable

  Sign-in with OAuth

  No sign-in needed

• ✓ Pass

  No hidden instructions in tool descriptions

  Read 17 tool descriptions and found no hidden instructions to the AI

User reviews

No reviews yet

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Compared with others in Online shops & paymentsi

• More stars than 0% of the other 2721 servers in this category
• Published to the registry more recently than 93% of the other 2721 servers in this category
• Basic checks equal to or better than 57% of the other 2721 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

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Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

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README from the maker

No README found in the repo