GoldenMatch

mcp-serverStable

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

121

Δ stars 7d

Δ stars 30d

—

Forks

Contributors

npm DL / wk

—

PyPI DL / wk

4,613

Language

Python

Last push

2026-07-10

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

GoldenMatch growth signals this week

Gained 4 stars in the last 7 days
2x the median weekly star growth of its category

Growth score: 30/100 week of 2026-06-29

Acceleration (40%)0

Relative velocity (30%)67

Downloads (20%)0

Activity (10%)100

Signal history

Week	Score	Δ★	Signal
2026-06-29	30	+4	Stable
2026-06-15	92	+8	Stable

GoldenMatch alternatives

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

Godot MCPStable121 ★

io.github.hostinger/hostinger-api-mcpStable121 ★

io.github.cyanheads/pubmed-mcp-serverStable121 ★

Z-Image StudioStable121 ★

See all mcp-server projects ranked by growth →

Frequently asked questions

Is GoldenMatch still maintained?: Yes — actively maintained. The last push was on 2026-07-10, with 4 contributors.
Is GoldenMatch growing?: It is stable this week, with a growth score of 30/100. See the weekly history above.
What are the best GoldenMatch alternatives?: Closest by category and size in our data: Godot MCP, io.github.hostinger/hostinger-api-mcp, io.github.cyanheads/pubmed-mcp-server — 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 2026-07-10 · 40 open issues · 125 releases