$npx skillfedfor your agent

scale-gp-beta

The official Python library for the Scale GP API

Worth itPyPI Python ModulesReleased Aug 2026114.3K downloads / moApache-2.0Pure Python

Decision gist · record as of 2026-08-14

pure-Python wheel — scale_gp_beta-0.5.0-py3-none-any.whl
v0.5.0 · released 2026-08-05 · Python >=3.9 · 6 runtime deps: anyio, distro, httpx, pydantic, sniffio, typing-extensions

Yes. The package is actively maintained, has low install friction, carries a permissive Apache-2.0 license, and provides a well-structured, type-safe interface to the Scale GP API. It is suitable for production use if you are building applications against Scale GP. The recent release suggests active development and real-world adoption.AI-flagged interpretation of the facts on this page — verify before relying

Before you install

  • Requires Python 3.9 or later.
  • SGP_API_KEY and account_id must be provided via environment variables or constructor arguments.
  • Low install friction with a pure-Python wheel distribution.

License · maintenance · safety

Apache-2.0 (permissive) — Apache-2.0 permissive license allows commercial use, modification, and distribution with minimal restrictions—suitable for most production and proprietary projects.

last release 2026-08-05 (9 days)

0 known vulnerabilities (OSV.dev, 2026-08-14) · 114,321 downloads/mo, #12,306 on PyPI

Verify before relying

import os
from scale_gp_beta import SGPClient

client = SGPClient(
    account_id="My Account ID",
    api_key=os.environ.get("SGP_API_KEY"),
    environment="production-multitenant",
)

completion = client.chat.completions.create(
    messages=[{"role": "user", "content": "Hello, how are you?"}],
    model="openai/gpt-4o-mini",
    top_k=2,
)
  • Whether the MCP Server integration is production-ready or beta-only.
  • Performance characteristics and rate-limit handling for high-volume API calls.
  • Full compatibility matrix with Scale GP API versions and environments.
  • Whether tracing spans are sent synchronously or asynchronously by default.
Same gist for agents: .md · .json

What it is and what it does

Scale GP Beta is the official Python SDK for the Scale GP REST API. It provides a type-safe client with full request and response type definitions, supporting both synchronous and asynchronous operations via httpx. The library includes a chat completions interface and a tracing subsystem for instrumenting workflows with spans and traces.

The SDK is designed for Python 3.9+ applications that need to interact with Scale GP endpoints. It offers environment-based configuration for multiple deployment targets (production, staging, development, local) and supports custom base URLs for proxied or non-standard deployments. The tracing library enables detailed monitoring by capturing hierarchical span relationships within traces, with automatic context management via context managers or manual lifecycle control for advanced use cases.

Use it for

  • Build Python applications that call Scale GP chat completion endpoints with type-safe request/response handling.
  • Instrument AI agent workflows with distributed tracing to capture execution spans and debug complex operations.
  • Integrate Scale GP API calls into existing Python services using either sync or async clients powered by httpx.
  • Monitor and log multi-step workflows by creating nested traces and spans with metadata and input/output tracking.
  • Route API requests through custom proxies or non-standard deployments using the base_url parameter.

Worth the install?

AI-flagged interpretation of the facts on this page. Verify before relying on it.

Worth it

Yes.

The package is actively maintained, has low install friction, carries a permissive Apache-2.0 license, and provides a well-structured, type-safe interface to the Scale GP API. It is suitable for production use if you are building applications against Scale GP. The recent release suggests active development and real-world adoption.

Install

scale-gp-beta on PyPI

Before you install

Low install friction with a pure-Python wheel distribution. Active maintenance status with release 9 days old. Depends on standard HTTP and async libraries (httpx, anyio, pydantic) with no compiled dependencies.

Requires Python 3.9 or later. SGP_API_KEY and account_id must be provided via environment variables or constructor arguments.

License in practice

Apache-2.0 permissive license allows commercial use, modification, and distribution with minimal restrictions—suitable for most production and proprietary projects.

Quickstart

import os
from scale_gp_beta import SGPClient

client = SGPClient(
    account_id="My Account ID",
    api_key=os.environ.get("SGP_API_KEY"),
    environment="production-multitenant",
)

completion = client.chat.completions.create(
    messages=[{"role": "user", "content": "Hello, how are you?"}],
    model="openai/gpt-4o-mini",
    top_k=2,
)

Verify before relying

  • Whether the MCP Server integration is production-ready or beta-only.
  • Performance characteristics and rate-limit handling for high-volume API calls.
  • Full compatibility matrix with Scale GP API versions and environments.
  • Whether tracing spans are sent synchronously or asynchronously by default.

Package facts

LicenseApache-2.0 permissive
Python supportSupports the current Python release >=3.9
Install frictionLow. Pure-Python wheel
Runtime dependencies
6 packages
anyiodistrohttpxpydanticsniffiotyping-extensions
MaintenanceActively maintained 9 days since the last release
First released
Downloads114,321 / month, #12,306 on PyPI 30-day window, as of 2026-08-14
Known vulnerabilitiesNone known OSV.dev, checked 2026-08-14
Classifiers
Intended Audience :: DevelopersLicense :: OSI Approved :: Apache Software LicenseOperating System :: MacOSOperating System :: Microsoft :: WindowsOperating System :: OS IndependentOperating System :: POSIXOperating System :: POSIX :: LinuxProgramming Language :: Python :: 3.10Programming Language :: Python :: 3.11Programming Language :: Python :: 3.12Programming Language :: Python :: 3.13Programming Language :: Python :: 3.14Programming Language :: Python :: 3.9Topic :: Software Development :: Libraries :: Python ModulesTyping :: Typed

Evidence: scale_gp_beta-0.5.0-py3-none-any.whl

Tags

Capabilities
scale gp api clientpython rest api clienttyped http client libraryasync http client wrapperai api integrationtracing and spans sdkopenai-compatible api client
Topics
rest-api-clientasync-httptracing-instrumentation

Let your AI agent find packages like this

Example. Real query, live index.

You found this page by searching. An agent finds it by wishing: SkillFed indexes 14,416 PyPI packages by what they can do, searchable in plain language.

wish › “scale gp api client”

  • scale-gp-betaPython client library for the Scale GP REST API with type-safe…
  • scale-gpPython client library for the SGP Client REST API, providing…
  • cypari2cypari2 provides a Python interface to PARI/GP, a number theory…

Give your agent the search over MCP, or paste the wish link into any chat.

More Python Modules packages

idna Worth it
PyPI · Python Modules · released Jun 2026

Converts domain names between Unicode and ASCII-compatible encoding (Punycode) according to IDNA 2008 and Unicode Technical Standard 46, with security validation and broader script coverage than the standard library.

Install it if you work with internationalized domain names, need to validate domains, or use HTTP clients that depend on it transitively.

BSD-3-Clausepure Python · 3.9+
1.8Bdownloads / mo
setuptools Worth it
PyPI · Python Modules · released Aug 2026

Setuptools is a Python build backend and package management tool that handles building, distributing, and installing Python packages, including support for C/C++ extension modules.

MITpure Python · 3.10+
1.6Bdownloads / mo
PyYAML Worth it
PyPI · Python Modules · released Sep 2025

PyYAML parses and emits YAML 1.1 data format, enabling serialization and deserialization of configuration files and Python objects to and from human-readable YAML text.

MITcompiled wheel · 3.8+
1.2Bdownloads / mo
pydantic Worth it
PyPI · Python Modules · released May 2026

Pydantic validates Python data structures against type hints, coercing and checking input at runtime to ensure it matches a declared schema.

MITpure Python · 3.9+
1.1Bdownloads / mo
annotated-types Worth it
PyPI · Python Modules · released Jul 2026

Provides reusable metadata objects for use with PEP-593 `typing.Annotated` to express common constraints like bounds, collection sizes, and predicates on types.

Install it if you use or build libraries that need to express type constraints in a standardized, inspectable way—or if you want to annotate your own types with…

MITpure Python · 3.10+
871.3Mdownloads / mo
typing-inspection Worth it
PyPI · Python Modules · released Aug 2026

Provides runtime tools to inspect and introspect Python type annotations, enabling programmatic examination of type hints at execution time.

MITpure Python · 3.10+
783.0Mdownloads / mo

See also scale-gp · schematichq · simile · agentex-client · py-dactyl · jaeger-client · groq · openai · opentelemetry-instrumentation-groq · sambanova