Atlas entry
moonshotlab1.
17 capabilities over MCP. The inventory is incomplete. First atlas observation.
17 tools. 8 only read. 4 change records, and 1 of those deletes or cancels. 5 have no reading.◇
AI reading, beta. side-effects v1 on claude-haiku-5.5, calibrated on MCP (golden-3). Only readings above a measured precision count. Counts are tools, not calls: no tool was called.
AI readings summary · beta
The service lists 17 tools, and 12 have AI readings.
cancel_search is read as deleting or cancelling records.
register_agent, save_search and prepare_dealer_handoff are read as creating records.
8 tools are read as read-only, including get_listing, search_inventory and get_ontology.
Written by code from the AI readings on this page: it groups them and says nothing they do not.
What an agent can do here
AI readings, beta · Readings on 12 of 17 MCP tools. 1 reads as deleting or cancelling.
Moves money
0
No tool read this way.
Deletes or cancels records
1 tool
cancel_search0.86
Sends messages to people
0
No tool read this way.
Changes permissions
0
No tool read this way.
Runs code
0
No tool read this way.
Should ask a person first
0
No tool read this way.
No counted reading 5 tools No reading was counted, so any effect above is possible for them: compare_payment_scenarios, estimate_out_the_door, get_new_matches, get_payment_estimate, get_trade_in_scenarios.
What changed
First atlas observation. Atlas history
Look first
AI reading, beta: AI adds items here; it never removes one.
cancel_searchDeletes or cancels records · 0.86
Surfaces
5 protocols checked
| ARD | Not found | No document retrieved |
|---|---|---|
| A2A | Not found | 0 skills |
| MCP | Valid | 2025-11-25 · 17 tools · 0 resources · 0 prompts retained · listing incomplete |
| OpenAPI | Not detected | 0 operations |
| WebMCP | Not detected | 0 declarative form tools · experimental |
Exact states and meaning
- ARDabsent
Exact state: not found · No document retrieved
The supported discovery location returned no matching document.
Not found does not prove the service exposes no such interface elsewhere.
Not observed / not fetched
- A2Aabsent
Exact state: not found · 0 skills
The supported discovery location returned no matching document.
Not found does not prove the service exposes no such interface elsewhere.
Not observed / not fetched
- MCPobserved
Exact state: valid · Revision 2025-11-25 · 17 tools · 0 resources · 0 prompts retained · listing incomplete
A usable protocol document was retrieved and validated.
Directly observed
- OpenAPIabsent
Exact state: not detected · 0 operations
No endpoint was established from the evidence and scope that InterfaceDelta inspected.
Not detected does not prove that no endpoint exists.
Not observed / not fetched
- WebMCPabsent
Exact state: not detected · 0 declarative form tools · experimental
No named declarative WebMCP form tools were observed in the origin root HTML.
Script-registered tools and other pages are not observed, so this does not mean the site has no WebMCP tools.
Not observed / not fetched
Capabilities
Showing 17 of 17.
| Tool and inputs | ◇ AI reading, beta · confidence | ||||||
|---|---|---|---|---|---|---|---|
| Read as one of the six effects 1 AI only raises attention: these rows come first. | |||||||
| search_id* | Deletes or cancels records 0.86 | Deletes or cancels records0.86 | |||||
| |||||||
| Read as none of the six 11 Not a clearance. | |||||||
| Returns a dealer's profile, including its registry record, store locations, group, state rules and a paged inventory list.dealer_key*, inventory_limit, inventory_offset | Reads only0.90 | ||||||
| |||||||
| Fetches a vehicle listing's full record, including its advertising dealer, selling location link and per-field provenance.listing_id* | Reads only0.88 | ||||||
| |||||||
| Returns a listing's DEMO placeholder images, such as photo, video poster and spin, along with rights notes.limit, listing_id*, types | Reads only0.86 | ||||||
| |||||||
| no inputs | Reads only0.85 | ||||||
| |||||||
| Shows a listing's advertised price, dealer fees and incentive flags, plus state tax rules, without computing any totals.listing_id* | Reads only0.82 | ||||||
| |||||||
| Lists fictional demo dealers, their groups and stores, and per-metro counts of dealers, stores and new/used listings.no inputs | Reads only0.90 | ||||||
| |||||||
| Lists the filterable inventory fields, their allowed values and operators, to help build valid filters for search_inventory.detail, prefix, query | Reads only0.88 | ||||||
| |||||||
| add_on_interest, assistant, buyer_address, buyer_city and 14 more | Creates records0.80 | ||||||
| |||||||
| Registers an agent for a durable anonymous id and returns a one-time key used for bot analytics tracking.agent_name, platform | Creates records0.85 | ||||||
| |||||||
| Creates a saved car search that returns a search_id and expiry, then tracks new matching cars for later checking.body_style, callback_url, condition, credit_tier and 19 more | Creates records0.81 | ||||||
| |||||||
| Returns fictional demo vehicles matching filters like price, location and monthly payment estimates, with dealer and store details.apr, best_value_needs, body_style, buyer_city and 48 more | Reads only0.85 | ||||||
| |||||||
| No counted reading 5 No reading was counted, so any effect is possible. | |||||||
| Estimates out-the-door costs and monthly payments for several financing scenarios on one listing, side by side.buyer_city, buyer_county, buyer_state, buyer_zip and 2 more | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| Estimates a listing's total buyer cost, including taxes, fees and trade-in, as an itemized demo range by location.buyer_city, buyer_county, buyer_state, buyer_zip and 9 more | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| Returns new cars matching a saved search since saving or a given date, and deletes expired searches and their stored contact data.search_id*, since | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| Estimates a demo monthly finance payment for one listing, based on its out-the-door total, down payment, trade equity, APR and term.apr, buyer_city, buyer_county, buyer_state and 9 more | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| Returns sample trade-in cases, one per state, each with a trade value and loan payoff, for use in payment estimators.no inputs | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
Read as this effect No reading: unknown Not read as this effect◇ AI readings, beta. A zero is a count, not a clearance.
MCP prompts 0+ observed
Inventory incomplete. The displayed count is a lower bound; missing items do not prove removal.
None recorded in this Passport.
Not observed in this Passport: A2A skills, MCP resources, OpenAPI operations.
The atlas shows each capability by its plain identifier, inputs and declared sign-in. Publisher descriptions, paths, links and source evidence are not published here.
The comparison with the previous observation is shown only to the account that recorded it.
Atlas history
1 observation
- 17 capabilities · MCP 2025-11-25 · MCP endpoint truncated · 1 incomplete inventory groupFirst observation
Fingerprint and versions
- Fingerprint
20ada4e39bb43e648fc90f94424887340ddfba63c66d5af7ae75239c663ad0ee(incomplete)- Passport schema
- 0.5.0, passport-semantic-v4
- Consistency
- MCP_PROMPTS_ADVERTISEMENT_LIST: indeterminate · MCP_RESOURCES_ADVERTISEMENT_LIST: match · MCP_TOOLS_ADVERTISEMENT_LIST: match · OPENAPI_MCP_EXPLICIT_MAPPING: not applicable
Each class compares an observation with the previous atlas observation. Runs of unchanged observations are grouped. Struck values are what the previous observation recorded; inserted values are what this one recorded.
Declared and observed
17 tools declare hints; the AI readings agree with all 12 that have a reading.
A disagreement is not a finding about the service: either side can be wrong. How we compare declarations and readings.
About this entry
com.moonshotlab1/inventoryListedOfficial MCP Registry · first listed 12 Nov 2026 · last listed 12 Nov 2026
Passive observations of a public interface listed in the Official MCP Registry. An observation does not verify security, ownership or compliance, and InterfaceDelta assigns no scores or rankings. Methodology · Report an inaccuracy · Ask for removal
Identity and snapshot
- Target key
sha256:224d7ddb66a8ce624545e19b0c88f78bb60092abb26bdd70f924823de5d317d5- Locator SHA-256
4c5d6dbdee570698ba5843c9183a3fcf9e3ac992da3399de976f468f67133006- Snapshot generated
- 13 Nov 2026, 00:06 UTC
The entry is one exact observed target, not a real-world service identity, and implies no ownership. Endpoint paths are not published; the locator hash lets an operator confirm their own URL.