Atlas entry

`dataecho.ai`

26 capabilities over MCP. The inventory is incomplete. First atlas observation.

Observed 7 Nov 2026, 15:04 UTC · passive: no tools called, no credentials sent · sha256:aea135…91c1

26 tools. 11 only read. 8 change records, and 4 of those delete or cancel. 1 sends messages. 6 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 26 tools, and 20 have AI readings.

4 tools are read as deleting or cancelling records, including delete_variable, drive_revoke_token and delete_site.

request_login_code is read as sending messages to people.

drive_move_file, drive_restore and update_site_metadata are read as changing records.

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 20 of 26 MCP tools. 4 read as deleting or cancelling, 1 reads as sending messages.

Moves money
0
No tool read this way.
Deletes or cancels records
4 tools
- delete_site0.95
- delete_variable0.90
- drive_delete_file0.90
- drive_revoke_token0.85
Sends messages to people
1 tool
- request_login_code0.89
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 6 tools No reading was counted, so any effect above is possible for them: claim_site, drive_share, drive_write_file, publish_site, set_variable, verify_login_code.

What changed

First atlas observation. Atlas history

Look first

AI reading, beta: AI adds items here; it never removes one.

delete_siteDeletes or cancels records · 0.95
delete_variableDeletes or cancels records · 0.90
drive_delete_fileDeletes or cancels records · 0.90
drive_revoke_tokenDeletes or cancels records · 0.85
request_login_codeSends messages to people · 0.89

Surfaces

5 protocols checked

ARD	Not found	No document retrieved
A2A	invalid	0 skills
MCP	Valid	2025-06-18 · 26 tools · resources not advertised · prompts not advertised
OpenAPI	Not detected	0 operations
WebMCP	Not detected	0 declarative form tools · experimental

Exact states and meaning

ARD
absent
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
A2A
failed
Exact state: invalid · Revision 1.0 · 0 skills
InterfaceDelta retained the machine state “invalid” without assigning an additional meaning.
Not observed / not fetched
MCP
observed
Exact state: valid · Revision 2025-06-18 · 26 tools · resources not advertised · prompts not advertised
A usable protocol document was retrieved and validated.
Directly observed
OpenAPI
absent
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
WebMCP
absent
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

26 · inventory incomplete

Showing 26 of 26.

Tool and inputs							◇ AI reading, beta · confidence
Read as one of the six effects 5 AI only raises attention: these rows come first.
slug*◇ AIDeletes or cancels records 0.95		Deletes or cancels records 0.95					Deletes or cancels records0.95
`delete_site` inputs `slug` (required) AI Deletes or cancels records 0.95
name*◇ AIDeletes or cancels records 0.90		Deletes or cancels records 0.90					Deletes or cancels records0.90
`delete_variable` inputs `name` (required) AI Deletes or cancels records 0.90
drive, path◇ AIDeletes or cancels records 0.90		Deletes or cancels records 0.90					Deletes or cancels records0.90
`drive_delete_file` inputs `drive` (required), `path` (required) AI Deletes or cancels records 0.90
drive, tokenId◇ AIDeletes or cancels records 0.85		Deletes or cancels records 0.85					Deletes or cancels records0.85
`drive_revoke_token` inputs `drive` (required), `tokenId` (required) AI Deletes or cancels records 0.85
email*◇ AISends messages to people 0.89			Sends messages to people 0.89				Sends messages to people0.89
`request_login_code` inputs `email` (required) AI Sends messages to people 0.89
Read as none of the six 15 Not a clearance.
logs, slug*							Reads only0.88
`app_status` inputs `logs`, `slug` (required) AI Reads only 0.88
name*							Creates records0.90
`create_drive` inputs `name` (required) AI Creates records 0.90
drive*							Reads only0.82
`drive_history` inputs `drive` (required) AI Reads only 0.82
drive*, prefix							Reads only0.91
`drive_list_files` inputs `drive` (required), `prefix` AI Reads only 0.91
drive, from, to*							Changes records0.80
`drive_move_file` inputs `drive` (required), `from` (required), `to` (required) AI Changes records 0.80
drive, path							Reads only0.89
`drive_read_file` inputs `drive` (required), `path` (required) AI Reads only 0.89
drive, versionId							Changes records0.87
`drive_restore` inputs `drive` (required), `versionId` (required) AI Changes records 0.87
drive*							Reads only0.90
`drive_tokens` inputs `drive` (required) AI Reads only 0.90
slug*							Reads only0.87
`get_site` inputs `slug` (required) AI Reads only 0.87
no inputs							Reads only0.85
`list_drives` AI Reads only 0.85
no inputs							Reads only0.91
`list_sites` AI Reads only 0.91
no inputs							Reads only0.80
`list_variables` AI Reads only 0.80
no inputs							Reads only0.85
`platform_info` AI Reads only 0.85
limit, query*							Reads only0.90
`search_sites` inputs `limit`, `query` (required) AI Reads only 0.90
description, password, slug*, spaMode and 2 more							Changes records0.88
`update_site_metadata` inputs `description`, `password`, `slug` (required), `spaMode` and 2 more AI Changes records 0.88
No counted reading 6 No reading was counted, so any effect is possible.
claimToken, slug	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`claim_site` inputs `claimToken` (required), `slug` (required)
drive*, label, pathPrefix, perms and 1 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`drive_share` inputs `drive` (required), `label`, `pathPrefix`, `perms` and 1 more
content, contentBase64, contentType, drive* and 2 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`drive_write_file` inputs `content`, `contentBase64`, `contentType`, `drive` (required) and 2 more
claimToken, description, files*, slug and 3 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`publish_site` inputs `claimToken`, `description`, `files` (required), `slug` and 3 more
allowedUpstreams, name, value	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`set_variable` inputs `allowedUpstreams`, `name` (required), `value` (required)
code, email	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`verify_login_code` inputs `code` (required), `email` (required)

Read as this effect No reading: unknown Not read as this effect◇ AI readings, beta. A zero is a count, not a clearance.

A2A skills 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: 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 Nov 2026, 15:04 UTC26 capabilities · MCP 2025-06-18 · MCP endpoint validFirst observation
Fingerprint and versions
Fingerprint
aea135f5ad30662f53402c5889d08ca32b4ef82c21f3cefe18f624eb5fdc91c1
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

No tools declare hints.

A disagreement is not a finding about the service: either side can be wrong. How we compare declarations and readings.

About this entry

ai.dataecho/mcp
Listed
Official MCP Registry · first listed 12 Sep 2026 · last listed 22 Oct 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:a84e99c57138954d7bfaa84d2b6048c2009fe447322a31dd9b4f55c96d61ba1b
Locator SHA-256: afe43c5bab2c6b69cdd2ae82efcc0c1ceb5f3535e732d1135663728f92a4ebd0
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.

Capability facts

As observed from outside, at the time below

Observed: 7 Nov 2026, 15:04 UTC
Signed: 7 Nov 2026, 17:47 UTC

Protocols: MCP
Tools: 26
Declared sign-in: None declared

Effects counted AI readings, beta

Moves money: 0
Deletes or cancels records: 4
Sends messages to people: 1
Changes permissions: 0
Runs code: 0
Asks a person: 0

26 tools examined; 20 counted above a measured threshold.

Declared vs read disagreements

Declared read-only, read as writing: 0
Declared destructive, read as not writing: 0
Declared non-destructive, read as deleting: 0
Declared closed-world, read as reaching out: 0

Change since previous: First observation
Label status: Current