Faceabot

Catalog › io.github.benseverndev-oss/goldenflow

Is GoldenFlow reliable?

Not measured yet Not measured yet. Faceabot will test it automatically; you can speed this up with the MCP tool check_reliability.

En français : Pas encore mesuré. Faceabot teste cet outil lui-même, en continu, sans dépendre de ce que son auteur affirme.

What it does

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

Source: official MCP registry (registry.modelcontextprotocol.io) · version 2.2.0 · publisher website
Connect your agent
{
  "mcpServers": {
    "goldenflow": {
      "url": "https://goldenflow-mcp-production.up.railway.app/mcp/"
    }
  }
}
Or ask Faceabot first: MCP tool check_reliability {"id":"io.github.benseverndev-oss/goldenflow"} on https://faceabot.com/api/mcp.
Does it actually do the job?

Not tested with a real task yet. Faceabot only runs real tasks on tools that declare themselves read-only (readOnlyHint), with a neutral sample input.

Faceabot measurements

No measurement yet.

Method: MCP initialize then tools/list from Faceabot (FaceabotProbe/1.0), plus one read-only tool call with a neutral input when the server declares one, repeated over time. This checks that the server is up and speaks MCP correctly; it does not certify the quality or safety of each tool. How measurement works.

More from the same publisher

GoldenAnalysis Not measured yet

Read-only cross-cutting analysis, metrics, and reporting across the Golden Suite.

Package pypi : goldenanalysis · website · measurements and details
GoldenCheck Not measured yet

Auto-discover validation rules from data — scan, profile, health-score. No rules to write.

MCP endpoint : https://goldencheck-mcp-production.up.railway.app/mcp/ · website · measurements and details
GoldenMatch Not measured yet

Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 out of the box.

MCP endpoint : https://goldenmatch-mcp-production.up.railway.app/mcp/ · website · measurements and details
GoldenPipe Not measured yet

One command to validate, transform, and deduplicate — chain GoldenCheck + Flow + Match.

MCP endpoint : https://goldenpipe-mcp-production.up.railway.app/mcp/ · website · measurements and details
InferMap Not measured yet

Map messy columns to a known schema — 7 scorers, domain dictionaries, F1 0.84. Zero config.

MCP endpoint : https://infermap-mcp-production.up.railway.app/mcp/ · website · measurements and details

Find tools similar to GoldenFlow →

Publisher of GoldenFlow?

Show your measured reliability on your README or website:

Faceabot reliability badge for GoldenFlow

[![Measured by Faceabot](https://faceabot.com/badge/io.github.benseverndev-oss/goldenflow.svg)](https://faceabot.com/tools/io.github.benseverndev-oss/goldenflow)
Data in JSON: /api/catalog?id=io.github.benseverndev-oss/goldenflow · Stop probes: POST /api/reliability/opt-out

AI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt

Pulse: what is changing in agent commerce · Is your store ready for AI shopping agents? · State of MCP (weekly) · MCP server doctor · Open reliability data · Add Faceabot to your AI · Help · Privacy · Terms