Atlas entry
api. cars- data. com
10 capabilities over MCP. First atlas observation.
10 tools. 6 only read. 1 reading is disputed. 3 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 6 have AI readings.
6 tools are read as read-only, including filter_cars, compare_variants and get_images.
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 7 of 10 MCP tools.
Moves money
0
No tool read this way.
Deletes or cancels records
0
No tool read this way.
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 3 tools No reading was counted, so any effect above is possible for them: filter_catalogue, get_specs_full, search_catalogue.
What changed
First atlas observation. Atlas history
Look first
AI reading, beta: AI adds items here; it never removes one.
compare_fullA fact disputes the reading
Surfaces
5 protocols checked
| ARD | Not found | No document retrieved |
|---|---|---|
| A2A | Not found | 0 skills |
| MCP | Valid | 2025-11-25 · 10 tools · resources not advertised · 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 2025-11-25 · 10 tools · resources not advertised · 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 10 of 10.
| Tool and inputs | ◇ AI reading, beta · confidence | ||||||
|---|---|---|---|---|---|---|---|
| Read as one of the six effects 1 AI only raises attention: these rows come first. | |||||||
| locale, variant_ids* | Disputed by a fact | ||||||
| |||||||
| Read as none of the six 6 Not a clearance. | |||||||
| locale, variant_ids* | Reads only0.90 | ||||||
| |||||||
| body, drive, ev, fuel and 6 more | Reads only0.88 | ||||||
| |||||||
| variant_id* | Reads only0.90 | ||||||
| |||||||
| locale, variant_id* | Reads only0.90 | ||||||
| |||||||
| locale, model_id* | Reads only0.90 | ||||||
| |||||||
| limit, locale, query* | Reads only0.88 | ||||||
| |||||||
| No counted reading 3 No reading was counted, so any effect is possible. | |||||||
| body, cursor, drive, ev and 7 more | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| locale, variant_id* | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| limit, locale, query* | 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.
Not observed in this Passport: A2A skills, MCP resources, 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
- 10 capabilities · MCP 2025-11-25 · MCP endpoint validFirst observation
Fingerprint and versions
- Fingerprint
e81a9b42ed016e21cd946725e18ed449d26a518424506e884611c34a87a5cbf1- Passport schema
- 0.5.0, passport-semantic-v4
- Consistency
- MCP_PROMPTS_ADVERTISEMENT_LIST: not applicable · MCP_RESOURCES_ADVERTISEMENT_LIST: not applicable · 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
compare_fullDeclared
The publisher declares it read-only.
A disagreement is not a finding about the service: either side can be wrong. How we compare declarations and readings.
About this entry
Majestic link rank 492,205 of the top million for cars-data.com. Link popularity: Majestic Million (CC BY 3.0)
com.cars-data/car-specs-apiDeprecatedOfficial 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
sha256:21e7f16d46b0481fd1e2c8240054a4254a770376870a78979842fc8809c03a36- Locator SHA-256
74f752c81d31f1cf190e57d8506664f872b4890f9d5cd4aa6dd9b005a48ac4c0- 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.

