Skip to main content

Agentic development kit — LLM tracing, tool management, and agent primitives

Project description

lightrace-python

Lightweight LLM tracing SDK for Python with remote tool invocation.

Install

pip install lightrace

Quick Start

from lightrace import Lightrace, trace

lt = Lightrace(
    public_key="pk-lt-demo",
    secret_key="sk-lt-demo",
    host="http://localhost:3000",
)

# Root trace
@trace()
def run_agent(query: str):
    return search(query)

# Span
@trace(type="span")
def search(query: str) -> list:
    return ["result1", "result2"]

# Generation (LLM call)
@trace(type="generation", model="gpt-4o")
def generate(prompt: str) -> str:
    return "LLM response"

# Tool — remotely invocable from the Lightrace UI
@trace(type="tool")
def weather_lookup(city: str) -> dict:
    return {"temp": 72, "unit": "F"}

# Tool — traced but NOT remotely invocable
@trace(type="tool", invoke=False)
def read_file(path: str) -> str:
    return open(path).read()

run_agent("hello")
lt.flush()
lt.shutdown()

@trace API

@trace()                                    # Root trace
@trace(type="span")                         # Span observation
@trace(type="generation", model="gpt-4o")   # LLM generation
@trace(type="tool")                         # Tool (remotely invocable)
@trace(type="tool", invoke=False)           # Tool (trace only)

Parameters

Parameter Type Default Description
type str None "span", "generation", "tool", "chain", "event"
name str None Override name (defaults to function name)
invoke bool True For type="tool": register for remote invocation
model str None For type="generation": LLM model name
metadata dict None Static metadata attached to every call

Compatibility

Lightrace server also accepts traces from Langfuse Python/JS SDKs.

Development

uv sync --extra dev
uv run pre-commit install
uv run pytest -s -v tests/
uv run ruff check .
uv run mypy src/lightrace

License

MIT

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

lightrace-1.0.7.tar.gz (381.9 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

lightrace-1.0.7-py3-none-any.whl (38.0 kB view details)

Uploaded Python 3

File details

Details for the file lightrace-1.0.7.tar.gz.

File metadata

  • Download URL: lightrace-1.0.7.tar.gz
  • Upload date:
  • Size: 381.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for lightrace-1.0.7.tar.gz
Algorithm Hash digest
SHA256 88ee9298d030c147ff59d24cd47d8ff39a62dc6d0bde78b402b392082a60e253
MD5 fcf743d506eaf0480224e614ae0c9462
BLAKE2b-256 6bf3a656601f2c3bfda158932a7846f0075afbeb0f1f5d3426e2840b15401bd3

See more details on using hashes here.

Provenance

The following attestation bundles were made for lightrace-1.0.7.tar.gz:

Publisher: release.yml on SKE-Labs/lightrace-python

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file lightrace-1.0.7-py3-none-any.whl.

File metadata

  • Download URL: lightrace-1.0.7-py3-none-any.whl
  • Upload date:
  • Size: 38.0 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for lightrace-1.0.7-py3-none-any.whl
Algorithm Hash digest
SHA256 8608038c852313197a23345ec9d52ef946e0c565c321f0b25ea047a1de6b0b32
MD5 0a26a2afbcb2d6c64e700822c21dc848
BLAKE2b-256 12c53413223d05473351ec103373adc061be871dba92b53cb080a54e8ef69d46

See more details on using hashes here.

Provenance

The following attestation bundles were made for lightrace-1.0.7-py3-none-any.whl:

Publisher: release.yml on SKE-Labs/lightrace-python

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page