Atlas entry
www.
7 capabilities over MCP. First atlas observation.
7 tools. 7 only read.◇
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 7 tools, and 7 have AI readings.
7 tools are read as read-only, including what_peers_use, shortlist_tools and search_tools.
what_peers_use: Lists tools that peer firms of similar sector and headcount use for a task, based on public usage evidence.
shortlist_tools: Returns a shortlist of software tools for a given task, checked against required and preferred criteria like pricing or data residency.
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 7 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.
A zero is a count, not a clearance.
What changed
First atlas observation. Atlas history
Look first
AI reading, beta: AI adds items here; it never removes one.
No tool is read as one of the six effects. A zero is a count, not a clearance.
Surfaces
5 protocols checked
| ARD | Not found | No document retrieved |
|---|---|---|
| A2A | Not found | 0 skills |
| MCP | Valid | 2025-11-25 · 7 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 · 7 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 7 of 7.
| Tool and inputs | ◇ AI reading, beta · confidence | ||||||
|---|---|---|---|---|---|---|---|
| Read as none of the six 7 Not a clearance. | |||||||
| Lists software a firm is publicly reported to use, ranked by evidence strength, with proof levels and source pages.company*, limit, offset, snapshot | Reads only0.88 | ||||||
| |||||||
| Returns a side-by-side comparison of two named tools: their public customers, industries, shared companies and sourced vendor facts.a*, b*, constraint, includeCapabilities and 4 more | Reads only0.90 | ||||||
| |||||||
| Lists companies recently added as customers by software providers within a set number of days, optionally filtered to one tool.days, limit, tool | Reads only0.88 | ||||||
| |||||||
| Lists AI and software tools matching a name or category, with the number of companies publicly using each.limit, query* | Reads only0.92 | ||||||
| |||||||
| Returns a shortlist of software tools for a given task, checked against required and preferred criteria like pricing or data residency.context, operation, preferred, required and 1 more | Reads only0.80 | ||||||
| |||||||
| Lists tools that peer firms of similar sector and headcount use for a task, based on public usage evidence.company, constraints, country, industry and 6 more | Reads only0.84 | ||||||
| |||||||
| constraint, includeCapabilities, includeEvidence, industry and 5 more | Reads only0.85 | ||||||
| |||||||
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
- 7 capabilities · MCP 2025-11-25 · MCP endpoint validFirst observation
Fingerprint and versions
- Fingerprint
4240228d36f26d0db55065d51072734752b18fa5329d4543acf81cb86eba7143- 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
7 tools declare hints; the AI readings agree with all 7 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
ai.usedby/usedbyListedOfficial 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
sha256:37c7051e3ea385e9a32ab337531e8e844bd8e13713896ab676b72678648d6b9e- Locator SHA-256
6bcc2ce0230412b90294069f45b9defde0499046a6fa035ad25e4774263c5014- 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.