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Explorer/MCP/benzsevern/goldenflow
✓ REGISTRY VERIFIEDREMOTE

GoldenFlow

benzsevern/goldenflow

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

10 tools available ↓
The Journeyman
A reasonable amount of history and nothing concerning in the scan.
Time indexed (5mo)
10toolsRemote/ HTTP5moindexed
100% uptime · 338ms avgChecked Aug 16, 2026
Quality Score
60/95
Established
Risk Score
0/100
Clean
▸How is this calculated?
Quality Breakdown
Tenure13.6/20
142 days indexed
Capability17.3/25
Tools: 5.3/13 (10 tools)
Description: 5/5 ✓
Endpoint: 7/7 ✓
Adoption4.3/25
Use count: 4.3/20 (11 uses)
Multi-registry: 0/5 (1 registry)
Reliability25/25
Currently live: 10/10 ✓
Uptime history: 15/15 100% (44/44 checks)
Security scan: 0 pts in v1.0; ready to weight when coverage improves
Risk
0— Clean
No signals detected.
The scanner shows
10 tools. Registry verified. Nothing caught our attention.
First indexed Mar 27, 2026
Server Profile
⚙
Tools catalogued
10
10 tools available. Full list below.
☁
Hosting
Remote / HTTP
Runs on the internet. No access to your filesystem, SSH keys, or environment variables.
✓
Registry presence
Verified
Listed on the Official MCP Registry under Linux Foundation governance.
●
Liveness
100%
Based on 48 checks. Average response: 338ms.
Publisher Verification
✓ Listed on the Official MCP Registry under Linux Foundation governance.
Endpoint
https://goldenflow--benzsevern.run.tools
Tools (10)
transform
Transform a data file using GoldenFlow. Zero-config or config-driven.
map
Auto-map schemas between source and target files.
profile
Profile a data file showing column types, nulls, and patterns.
learn
Generate a YAML config from data patterns.
diff
Compare two data files and show what changed (added, removed, modified rows).
validate
Dry-run transform on a file. Shows what would change without writing output.
Show all 10 tools ↓
list_transforms
List all registered transforms with their modes, input types, and auto-apply status.
explain_transform
Describe what a specific transform does, its mode, and input types.
list_domains
List available domain packs (e.g., people_hr, ecommerce, finance).
select_from_findings
Map GoldenCheck findings to recommended GoldenFlow transforms. Bridge tool for Check-to-Flow handoff.

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Map messy columns to a known schema — 7 scorers, domain dictionaries, F1 0.84. Zero config.
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One command to validate, transform, and deduplicate — chain GoldenCheck + Flow + Match.
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