Atlas entry
mcp. carhandshake. com
13 capabilities over MCP. First atlas observation.
13 capabilities, 10 of them tools. 7 only read. 1 sends messages. 2 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 10 tools, and 8 have AI readings.
submit_vehicle_inquiry is read as sending messages to people.
7 tools are read as read-only, including compare_vehicles, fetch and get_dealership.
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 8 of 10 MCP tools. 1 reads as sending messages.
Moves money
0
No tool read this way.
Deletes or cancels records
0
No tool read this way.
Sends messages to people
1 tool
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 2 tools No reading was counted, so any effect above is possible for them: request_trade_in_appraisal, schedule_test_drive.
What changed
First atlas observation. Atlas history
Look first
AI reading, beta: AI adds items here; it never removes one.
submit_vehicle_inquirySends messages to people · 0.85
Surfaces
5 protocols checked
| ARD | Not found | No document retrieved |
|---|---|---|
| A2A | Not found | 0 skills |
| MCP | Valid | 2026-07-28 · 10 tools · 3 resources · prompts not advertised |
| 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 2026-07-28 · 10 tools · 3 resources · prompts not advertised
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 13 of 13.
| Tool and inputs | ◇ AI reading, beta · confidence | ||||||
|---|---|---|---|---|---|---|---|
| Read as one of the six effects 1 AI only raises attention: these rows come first. | |||||||
| allowed_channels*, consent_granted_at*, consent_text*, dry_run and 8 more | Sends messages to people 0.85 | Sends messages to people0.85 | |||||
| |||||||
| Read as none of the six 7 Not a clearance. | |||||||
| listing_ids*, priorities | Reads only0.84 | ||||||
| |||||||
| id* | Reads only0.85 | ||||||
| |||||||
| country, limit, location, query | Reads only0.87 | ||||||
| |||||||
| dealer_id* | Reads only0.91 | ||||||
| |||||||
| listing_id* | Reads only0.90 | ||||||
| |||||||
| query* | Reads only0.86 | ||||||
| |||||||
| bodies, charge_ports, conditions, country and 30 more | Reads only0.90 | ||||||
| |||||||
| No counted reading 2 No reading was counted, so any effect is possible. | |||||||
| allowed_channels*, consent_granted_at*, consent_text*, dry_run and 14 more | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| allowed_channels*, appointment_at, consent_granted_at*, consent_text* and 9 more | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| MCP resources 3 Not read by AI. | |||||||
| no inputs | Not read | ||||||
| |||||||
| no inputs | Not read | ||||||
| |||||||
| no inputs | Not read | ||||||
| |||||||
Read as this effect No reading: unknown Not read as this effect◇ AI readings, beta. A zero is a count, not a clearance.
Not observed in this Passport: A2A skills, MCP prompts, 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
- 13 capabilities · MCP 2026-07-28 · MCP endpoint validFirst observation
Fingerprint and versions
- Fingerprint
55abfb3f5f0678412c23a4e439e9367b1b2ce2a193bf7b4560750121aa25149d- Passport schema
- 0.5.0, passport-semantic-v4
- Consistency
- MCP_PROMPTS_ADVERTISEMENT_LIST: not applicable · 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
10 tools declare hints; the AI readings agree with all 8 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.carhandshake/inventoryListedOfficial MCP Registry · first listed 18 Sep 2026 · last listed 2 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
sha256:8e2479cafa6b94d4c317477aa641f9ec12fc6e18da18eafbba31c9186509cd0f- Locator SHA-256
5f3676384c1debe8833323a003e3cfe9cc4fcd9541f754024c861f6f7b938301- Snapshot generated
- 11 Nov 2026, 22:36 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.

