Atlas entry
app. medbillanalyzer. com
7 capabilities over MCP. First atlas observation.
7 tools. 3 only read. 1 changes records, and it deletes or cancels. 1 moves money. 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 7 tools, and 5 have AI readings.
unlock_case is read as moving money.
delete_case is read as deleting or cancelling records.
export_case, get_case_outputs and get_case are read as read-only.
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 5 of 7 MCP tools. 1 reads as deleting or cancelling, 1 reads as moving money.
Moves money
1 tool
unlock_case0.83
Deletes or cancels records
1 tool
delete_case0.94
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 2 tools No reading was counted, so any effect above is possible for them: check_medical_bill, report_outcome.
What changed
First atlas observation. Atlas history
Look first
AI reading, beta: AI adds items here; it never removes one.
unlock_caseMoves money · 0.83delete_caseDeletes or cancels records · 0.94
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 one of the six effects 2 AI only raises attention: these rows come first. | |||||||
| case_id*, delete_token* | Deletes or cancels records 0.94 | Deletes or cancels records0.94 | |||||
| |||||||
| case_id*, membership_token, plan, shared_payment_token | Moves money 0.83 | Moves money0.83 | |||||
| |||||||
| Read as none of the six 3 Not a clearance. | |||||||
| case_id* | Reads only0.90 | ||||||
| |||||||
| case_id* | Reads only0.87 | ||||||
| |||||||
| account_number, case_id*, include_pdf, letter_date and 3 more | Reads only0.80 | ||||||
| |||||||
| No counted reading 2 No reading was counted, so any effect is possible. | |||||||
| bill, bill_document, eob, eob_document and 1 more | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| amount_written_off, case_id*, outcome* | 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
- 7 capabilities · MCP 2025-11-25 · MCP endpoint validFirst observation
Fingerprint and versions
- Fingerprint
c2b47bf373bb1f018014de99446fd21518ddd13a3999231d51e19e5498b6efea- 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 5 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.medbillanalyzer/medbillanalyzerListedOfficial MCP Registry · first listed 3 Nov 2026 · last listed 3 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:b6b8bdcf36390a27b0681d0c4ae2adf5df3a2824d6a50a521914384f29fc8490- Locator SHA-256
557f24832c842829b3268106fca8e9cffb9d6db6d26c0ebfe4aeadf0d03e5584- 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.

