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GoldenFlow

by io.github.benseverndev-oss
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Server Details

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

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Status
Unhealthy
Last Tested
Transport
Streamable HTTP
URL
Repository
benseverndev-oss/goldenflow
GitHub Stars
1

TDQS

A4.2/5.0

Scored across 3 tools

Disambiguation5/5

Each tool performs a completely distinct operation: arithmetic, text reflection, and time retrieval. There is zero overlap in purpose, so an agent cannot confuse them.

Naming Consistency4/5

Tool names are short and mostly verb-like: add, echo, server_time. server_time uses a noun-based convention while the others are imperative, but the pattern is still predictable and readable.

Tool Count4/5

With 3 small utility tools, the count is minimal but appropriate for a self-described general utility server. It feels slightly thin but not unreasonably so.

Completeness4/5

The server doesn't claim a unified domain, so there are no obvious missing operations. For a generic utility toolkit, add/echo/time is a reasonable if small representative set.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 13 tool updates
    • Addedadd
    • Removeddiff
    • Addedecho
    • Removedexplain_transform
    • Removedlearn
    • Removedlist_domains
    • Removedlist_transforms
    • Removedmap
    • Removedprofile
    • Removedselect_from_findings
    • Addedserver_time
    • Removedtransform
    • Removedvalidate
  2. 10 tool updates
    • First observeddiff
    • First observedexplain_transform
    • First observedlearn
    • First observedlist_domains
    • First observedlist_transforms
    • First observedmap
    • First observedprofile
    • First observedselect_from_findings
    • First observedtransform
    • First observedvalidate

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