benseverndev-oss/goldenmatch
Zero-config entity resolution feeding a durable identity layer: messy records from any source become stable golden entities, a Customer 360 with provenance, merge/split and audit. Fellegi-Sunter beats hand-tuned Splink. Arrow-native/Rust, 250M rows in 11.2 min. Python + edge TypeScript (WASM), SQL-native in Postgres & DuckDB, 97 MCP tools + REST.
⚡ Executive Summary & Quick Facts
Authoritative Sourcegoldenmatch is goldenmatch is an open-source project written in Python: Zero-config entity resolution feeding a durable identity layer: messy records from any source become stable golden entities, a Customer 360 with provenance, merge/split and audit. Fellegi-Sunter beats hand-tuned Splink. Arrow-native/Rust, 250M rows in 11.2 min. Python + edge TypeScript (WASM), SQL-native in Postgres & DuckDB, 97 MCP tools + REST..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), benseverndev-oss/goldenmatch has accumulated 135 GitHub stars and 17 forks. It is written in Python, licensed under MIT, and ranks #23,146 globally. It is actively maintained with the latest commit recorded on Nov 4, 2026.”
| Repository | benseverndev-oss/goldenmatch ↗ |
|---|---|
| Primary Category | data cleaning |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 135 stars · ⑂ 17 forks · #23,146 globally |
| Maintenance | ● Active (Last commit: Nov 4, 2026) · 19 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 93/100 · Grade A+Yes, goldenmatch is actively maintained. Continuous telemetry recorded the last code commit on Nov 4, 2026 (9 days ago). Supported by 135 stars and 17 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+3
STARS · LAST 30 DAYS
1
PER DAY
#3,111
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +3 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +0 | +2 | +10 |
goldenmatch gained 3 stars in the last 30 days, about 1 a day, and now has 135. It is about 1 year old and has averaged roughly 135 stars a year. It ranks #3,111 among Python repositories and #23,146 across all languages on GitHubRepo.
Trending Record
45
DAYS ON TRENDING
#2285
BEST RANK
Sep 24, 2026
FIRST APPEARANCE
Active
STATUS TODAY
goldenmatch has maintained a continuous presence across global trending indexes, peaking at #2285. Below is the 30-day activity profile:
💡 Overview
goldenmatch is an open-source project written in Python: Zero-config entity resolution feeding a durable identity layer: messy records from any source become stable golden entities, a Customer 360 with provenance, merge/split and audit. Fellegi-Sunter beats hand-tuned Splink. Arrow-native/Rust, 250M rows in 11.2 min. Python + edge TypeScript (WASM), SQL-native in Postgres & DuckDB, 97 MCP tools + REST.
Engineered for speed, consistency, and developer ease, it solves common hurdles in data-cleaning, data-engineering, data-matching. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install goldenmatch⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
goldenmatch coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with goldenmatch.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install goldenmatch using your package manager: `pip install goldenmatch`
Initialize your project workspace or configuration file for goldenmatch.
Import goldenmatch into your codebase or invoke it directly from your terminal.
Execute your test suite or run `goldenmatch --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
benseverndev-oss/goldenmatch is currently ranked #23,146 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #23,063 | Kc1t/alethe-orchestrate-skill | Python | ★ 136 | Compare ↗ |
| #23,063 | boxd-sh/self-host | Python | ★ 136 | Compare ↗ |
| #23,063 | NewBeeM4n/codex-overload-fix | Python | ★ 136 | Compare ↗ |
| #23,063 | test-bit-sys/algeria-geo | Python | ★ 136 | Compare ↗ |
| #23,063 | 0xCodez/iphone-mirror-windows | Python | ★ 136 | Compare ↗ |
| #23,146 | benseverndev-oss/goldenmatch This Project | Python | ★ 135 | |
| #23,146 | abhay/calais | Ruby | ★ 135 | Compare ↗ |
| #23,146 | simonw/optfunc | Python | ★ 135 | Compare ↗ |
| #23,146 | alexdej/puzpy | Python | ★ 135 | Compare ↗ |
| #23,146 | justquick/python-varnish | Python | ★ 135 | Compare ↗ |
| #23,146 | rspec/rspec-dev | Ruby | ★ 135 | Compare ↗ |
Frequently Asked Questions
What does goldenmatch do? +
Zero-config entity resolution feeding a durable identity layer: messy records from any source become stable golden entities, a Customer 360 with provenance, merge/split and audit. Fellegi-Sunter beats hand-tuned Splink. Arrow-native/Rust, 250M rows in 11.2 min. Python + edge TypeScript (WASM), SQL-native in Postgres & DuckDB, 97 MCP tools + REST.
Is goldenmatch actively maintained in 2026? +
Yes, goldenmatch is actively maintained. The latest code push was recorded on Nov 4, 2026 (9 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 135 stars and 19 open issues.
What language is goldenmatch written in? +
The primary language is Python. Topics include: data-cleaning, data-engineering, data-matching, data-quality, deduplication.
How many stars does goldenmatch have? +
goldenmatch has 135 stars and 17 forks on GitHub.
How does goldenmatch rank among GitHub repositories? +
With 135 stars, benseverndev-oss/goldenmatch is ranked #23,146 globally across all repositories tracked on GitHubRepo and #3,111 among Python projects.
What license is goldenmatch distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
