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Independent measurements of remote MCP servers. Every observation has a timestamp.

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MCP server · Code & DevOps

ai.dataecho/mcp

By dataecho.ai Verified namespace

Deploy files, sites, and Dockerfile apps to live URLs + private drives for agent memory.

WebsiteSource codeAI models & agents
Connect to ai.dataecho/mcp
Checks passed
14 / 22

1 failed · 7 not measured

Median response
194 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
26

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
004
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
310
Publisher identityCan the publisher be traced to its source?
501

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 194 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-06-18, serverInfo.name dataecho.

  • Pass
    Lists tools

    tools/list returned 26 tools.

  • Pass
    Current protocol

    Negotiated 2025-06-18. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 194 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 194 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Pass
    Parameters documented

    55 of 55 parameters have a description (100%). The bar is 80%.

  • Fail
    Safety hints

    26 tools set neither readOnlyHint nor destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Pass
    Website matches publisher

    The website host matches the reverse-domain namespace.

  • Pass
    Source repo linked

    A repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-07-04T19:46:27.691356Z, within 180 days.

  • Pass
    Open-source licence

    GitHub reports an OSI licence.

Start using ai.dataecho/mcp

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http ai-dataecho-mcp https://dataecho.ai/mcp

Capabilities

Tools 26

app_status

Build/run status of a container app deployed via publish_site with a Dockerfile. Poll until status is `live` or `failed`.

Discovered
claim_site

Make a previously-anonymous site permanent under the authenticated account (requires auth + the claimToken from publish_site).

Discovered
create_drive

Create a new private drive.

Discovered
delete_site

Permanently delete an owned site. Irreversible — confirm with the user first.

Discovered
delete_variable

Delete an account variable.

Discovered
drive_delete_file

Delete one file from a drive.

Discovered
drive_history

Version timeline of a drive (every write is a restorable version).

Discovered
drive_list_files

List files in a drive (by drive name or drv_… id), optionally under a path prefix.

Discovered
drive_move_file

Move/rename a file inside a drive.

Discovered
drive_read_file

Read a file from a drive. Text comes back as utf-8 `content`; binary as `contentBase64`. Files over 1 MB are refused (use the skill scripts).

Discovered
drive_restore

Restore a drive to a prior version (commits a new version; nothing is lost).

Discovered
drive_revoke_token

Revoke a drive share token.

Discovered
drive_share

Mint a scoped drive access token for another agent (perms read|write, optional path prefix + TTL like `7d`). The secret is returned ONCE.

Discovered
drive_tokens

List active share tokens of a drive (secrets are never shown again).

Discovered
drive_write_file

Write/overwrite one file in a drive (ETag-safe: pass ifMatch to assert the version you read, otherwise the current version is used automatically).

Discovered
get_site

Full details + current file manifest of an owned site.

Discovered
list_drives

List the authenticated account's private cloud drives.

Discovered
list_sites

List all sites owned by the authenticated account.

Discovered
list_variables

List account variable NAMES (values are write-only — they are injected into proxy calls and container apps, never read back).

Discovered
platform_info

DataEcho platform overview: what it can host, auth state of this connection, docs links. Call this first if unsure.

Discovered
publish_site

Deploy files to a live URL. No slug → create a NEW site (works without auth; anonymous sites expire in 24h — always show the user the claimUrl). With slug → UPDATE that site (complete snapshot: send ALL files). A Dockerfile in the files makes it a server-side app (auth required; listen on process.env.PORT; persist under /data; poll app_status). Total payload ≤ 8 MB — for bigger sites use the dataecho skill scripts.

Discovered
request_login_code

Start sign-in: email a one-time code to the user. Follow with verify_login_code.

Discovered
search_sites

Full-text search across the authenticated account's sites (names, metadata, and text content).

Discovered
set_variable

Create/update a write-only account secret (uppercase name). Injected as env vars into container apps and as ${VAR} into proxy calls. Optionally pin which upstream hosts may receive it.

Discovered
update_site_metadata

Patch site settings without redeploying: viewer title/description, SPA mode, TTL, password (string sets, null removes).

Discovered
verify_login_code

Complete sign-in with the emailed code. Returns the apiKey ONCE — configure it as the `Authorization: Bearer <key>` header of this MCP connection (and/or save to ~/.artifact/credentials for the CLI scripts). Never echo it into chat.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected194 ms26

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