softprobe (Python)

Softprobe Agent QA Python SDK — LLM / agent observability via OTLP to Softprobe Explorer.

pip install softprobe
# LangChain:
pip install 'softprobe[langchain]'

Docs: Agent QA → LangChain · Quick start

Examples

Script	Path
Basic from_env()	examples/basic.py
LangChain best path	examples/langchain_agent.py

See examples/README.md.

export SOFTPROBE_PUBLIC_KEY="spk_…"
export SOFTPROBE_BASE_URL="https://explorer.softprobe.ai/api/thelake"
python examples/basic.py

Develop

uv sync --extra langchain --extra openai --extra dev
uv run pytest -q
uv run mypy src/softprobe

Publish

Create a GitHub Release with tag vX.Y.Z. The release workflow publishes to PyPI via Trusted Publishing (OIDC).

Note: The older public repo softprobe/softprobe-python (Hybrid/replay SDK) is archived. This repo is the Agent QA / LLM package.