golden-suite
One-line, perf-optimized install and single front door for the whole Golden Suite.
pip install golden-suite # whole suite + native acceleration, defaulted to the fast config
golden-suite doctor # verify native is actually active
This is a thin meta-package. It pulls in every suite tool plus the native (Rust)
acceleration kernels, on by default, and gives you (and your agents) one canonical entry
point. It ships no data-processing logic of its own — just a doctor/optimize CLI and
introspection helpers.
What you get
| Tool | Does | Import |
|---|---|---|
| GoldenPipe | Orchestrator — chains the tools as pluggable stages. Start here. | import goldenpipe as gp |
| GoldenMatch | Entity resolution: dedupe, match, golden records | import goldenmatch as gm |
| GoldenCheck | Data validation (rules discovered from your data) | import goldencheck |
| GoldenFlow | Transform / standardize / normalize | import goldenflow |
| GoldenSchema | Inference-driven schema mapping (import name: infermap) |
import infermap |
| GoldenAnalysis | Read-only metrics + reporting | import goldenanalysis |
goldenpipe is the front door: it adapts every other tool as a stage, so most integrations
only ever touch goldenpipe. goldenmatch is a leaf (entity resolution only), not the root.
Install options
Native acceleration is included by default (a hard dependency, not an extra).
| You want | Install |
|---|---|
| The whole suite + native | pip install golden-suite |
| Suite + one MCP server | pip install "golden-suite[mcp]" |
| Everything (suite + mcp + serving) | pip install "golden-suite[all]" |
Native wheels cover Linux x86_64/aarch64, macOS x86_64/arm64, Windows amd64. On an unsupported platform the install fails loudly rather than silently degrading — install the individual pure-Python packages directly there.
Quick start
import goldenpipe as gp
result = gp.run("customers.csv") # validate -> transform -> match, one call
print(result.status, result.match, result.reasoning)
Verify + repair the perf setup:
golden-suite doctor # every component + whether native is ACTIVE (non-zero exit if silently slow)
golden-suite optimize # install any missing native kernels, then re-verify
from golden_suite import installed, native_status
print(installed()) # {"goldenpipe": "1.2.1", "goldenmatch": "1.30.0", ...}
print(native_status()) # per-package native_active / silently_slow / env_mode
For agents
See AGENTS.md and llms.txt — the canonical integration guide,
including the anti-patterns that cause most of the "wrong setup" back-and-forth.
License
MIT. Part of the Golden Suite monorepo.
1 maintainer
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file golden_suite-0.1.4.tar.gz.
File metadata
- Download URL: golden_suite-0.1.4.tar.gz
- Upload date:
- Size: 12.6 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/6.1.0 CPython/3.13.13
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
a9d967bd08392b25976dd18f9a7d9e0f40bb2f368cb8856e69c624cf3c42a97a
|
|
| MD5 |
95258240866ec80b3c7421b89f15259a
|
|
| BLAKE2b-256 |
5f323b9a007dcc857ccc301fb1c15ed289902dbf5894264a2289f00a784db63a
|
File details
Details for the file golden_suite-0.1.4-py3-none-any.whl.
File metadata
- Download URL: golden_suite-0.1.4-py3-none-any.whl
- Upload date:
- Size: 7.5 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via:
twine/6.1.0 CPython/3.13.13
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
6cb57cca99aa73d38fb1089ace6a92ae83544752ead7e308439cb4112752889e
|
|
| MD5 |
cdfa8e57c717b2d83d67ac13568d74d4
|
|
| BLAKE2b-256 |
d2fe0437ca30cffaccbcb9ad79d42a4fd58929d85f38660e7a1a4d1501d4b940
|
