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goldenmatch
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goldenmatch

Active·★ 133·MIT·Updated 2026-10-22

Golden Suite is a polyglot data-quality and entity-resolution toolkit that includes GoldenMatch for deduplication, GoldenCheck for profiling, GoldenFlow for standardization, and GoldenPipe for orchestration. It features zero-config defaults, high F1 scores, and AI-native interfaces (MCP, REST, A2A).

#active-learning#agent#airflow#auto-config#data-engineering#data-quality#deduplication
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Guides
#entity-resolution
$ Install
$ pip install goldenmatch
↗ Visit site★ GitHub
01

Features

01Zero-config entity resolution with 97.2% F1 on DBLP-ACM
02Polyglot parity between Python and TypeScript (4-decimal precision)
03AI-native interfaces: MCP server, REST API, A2A agent
04Learning Memory for correction persistence across runs
05Privacy-preserving record linkage (PPRL, 92.4% F1 on FEBRL4)
02

Compatibility

Python
Python 3.11+
Verified via docs
Node
Node >=20
Verified via docs
Postgres
Postgres extension
Verified via docs
DuckDB
DuckDB UDFs
Verified via docs
dbt
dbt package
Verified via docs
GitHub Actions
GitHub Action
Verified via docs
03

Quick start

1
$ pip install goldenmatch
04

Use cases

↳Deduplicate a CSV in 30 seconds with a single command
↳Profile data quality before matching to identify issues
↳Run the full pipeline declaratively with GoldenPipe
05

Alternatives

⚡Top VS:
VSgoldenmatch★133→VSopen-claude-in-chrome★255→VShanzi-browse★178→

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On this page
01Features02Compatibility03Quick start04Use cases05Alternatives
VS
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Entity resolution toolkit — deduplicate, match, and create golden records. 27 MCP tools on Smithery. Zero-config. 97.2% F1.
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let any ai agent use the local browser
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See all alternatives →
benseverndev-oss /
goldenmatch
↗

Polyglot entity-resolution + data-quality toolkit. Zero-config auto-config (negative-evidence + Path Y) hits DQbench composite 91.04 (T3 53.8% → 85.5%). Holds 0.96 DBLP-ACM, 0.94 Febrl3, 0.97 NCVR. GoldenCheck → GoldenFlow → GoldenMatch → GoldenPipe. MCP per package, multi-arch containers, Airflow DAGs, browser workbench.

133MIT
Last commit1d ago
StatusActive
CategoryBrowser Automation
Links
Documentation↗Discussion↗Issues↗Releases↗
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