GoldenMatch

mcp-serverNo score yet

Zero-config entity resolution. The zero-tuning Fellegi-Sunter path beats hand-rolled Splink head-to-head; scales from a CSV to a verified 100M-row dedupe in 9.2 min on Ray. Fuzzy/exact/probabilistic + PPRL + LLM, identity graph. Python + edge-safe TypeScript (optional WASM), SQL-native in Postgres & DuckDB, MCP/REST + dbt/Airflow.

GitHub ↗PyPI ↗

Stars

116

Δ stars 7d

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Δ stars 30d

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Forks

Contributors

npm DL / wk

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PyPI DL / wk

2,831

Language

Python

Last push

2026-06-18

About GoldenMatch

Pair drilldown in the web workbench: cluster members, field-level diff, and a one-line NL explanation per pair. pip install goldenmatch[web] then goldenmatch serve-ui <project>. More screenshots → Each tool stands alone, but they compose into a single pipeline: subgraph orchestration ["GoldenPipe orchestrates"] direction LR infermap[InferMap] goldencheck[GoldenCheck] goldenflow[GoldenFlow] goldenmatch[GoldenMatch] infermap --> goldencheck --> goldenflow --> goldenmatch end

Read the full README on GitHub →

Install

pip install goldenmatch

Newly tracked — a growth score appears after the first full scoring week. Signals are deliberately suppressed during cold start to avoid false positives.

GoldenMatch alternatives

Projects in the same category, closest in size — picked by data, not opinion.

ARC-1Stable116 ★

Native DevToolsStable116 ★

st3v3nmw/sourcerer-mcpStable116 ★

io.github.shashankswe2020-ux/whoopStable115 ★

See all mcp-server projects ranked by growth →

Frequently asked questions

Is GoldenMatch still maintained?: Yes — actively maintained. The last push was on 2026-06-18, with 4 contributors.
What are the best GoldenMatch alternatives?: Closest by category and size in our data: ARC-1, Native DevTools, st3v3nmw/sourcerer-mcp — full list with live signals above.

Topics

mcp-server llm agent data-engineering data-quality deduplication entity-resolution fuzzy-matching polars record-linkage pprl privacy-preserving airflow active-learning human-in-the-loop auto-config zero-config splink

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Tracked since 2026-06-15 · data as of 2026-06-18 · 4 open issues · 98 releases