MCP server health, State of MCP census

GoldenFlow

io.github.benseverndev-oss/goldenflow

Standardize, reshape, and normalize messy data — CSV, Excel, Parquet, S3, databases.

healthy checked 2026-07-02 · 7/8 checks passed · keyless

Checks

The exact rows akashi check io.github.benseverndev-oss/goldenflow prints, from the 2026-07-02 census.

CheckStatusDetail
registry statuspassactive
server.json validpassvalidates against its declared JSON Schema
repo reachablewarnprobe error: http2: response body closed
package pypipasspublished (1.3.0)
remote reachablepassHTTP 200 via initialize
MCP conformancepassinitialize handshake ok
tools/listpass10 tools: transform, map, profile, learn, diff, validate, list_transforms, explain_transform, ...
at least one live entrypointpass2 alive

Evidence

Packages

  • pypi goldenflow · published(1.3.0)

Remote endpoints

server.json

validagainst its declared schema

One of 14559 servers in the 2026-07-02 State of MCP census: 11582 healthy (79.6%), 2212 degraded (15.2%), 596 dead (4.1%), 169 unknown (1.2%).

Verify it yourself

This page is a static read of one dated probe. Run the same check locally, any time, with no key:

$ akashi check io.github.benseverndev-oss/goldenflow

Install Akashi - single Go binary, zero keys, MIT licensed.

Is this your server?

Claiming a server (an auto-refreshing badge and a verified publisher profile) is coming soon. Until then, embed the verified-on-date badge yourself with akashi check io.github.benseverndev-oss/goldenflow --badge.

Open data, CC BY 4.0. How this census works - denominator, tiers, and what each check does.