RELIA Python SDK

Unified observability and AI agent monitoring for Python. One SDK for APM tracing, LLM cost tracking, and agent workflow monitoring — with zero-config auto-instrumentation.

Install

pip install relia-sdk

Setup

python -m relia

The interactive wizard detects your framework, creates a project, and generates all config files automatically.

Features

Zero-code LLM interception — patches httpx and requests to capture all API calls automatically
Smart conversation tracking — groups multi-turn and tool-calling chains into single runs
Cost estimation — built-in pricing for 24+ models (GPT-4o, Claude, Gemini, DeepSeek, etc.)
Sensitive data redaction — auto-redacts passwords, tokens, API keys, credit cards before export
Non-blocking reporting — background thread pool, never slows your app
SSE streaming support — captures tool calls and usage from streaming completions
Cloudflare/Vercel geo enrichment — extracts client IP, country, city from proxy headers

CLI Commands

python -m relia      # Interactive project setup
python -m relia whoami    # Show current user
python -m relia logout    # Remove credentials

Environment Variables

Variable	Description
`RELIA_PROJECT_ID`	Your RELIA project ID
`RELIA_SERVICE_NAME`	Service name for APM (default: `backend`)
`RELIA_OTLP_ENDPOINT`	Custom OTLP collector URL
`RELIA_AGENT_ENDPOINT`	Agent run ingestion URL
`RELIA_ENV`	Environment label (default: `production`)

The SDK also reads from .env / .env.local files automatically.

Support

Email: tryrelia1@gmail.com

License

MIT

Metadata

Release files for relia-sdk 0.3.2

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for relia-sdk 0.3.2
File	Size	Uploaded
relia_sdk-0.3.2.tar.gz	151.9 kB	Oct 16, 2026	Details

Built distribution (wheel)

Table of built distributions (wheels) for relia-sdk 0.3.2
File	Interpreter	ABI	Platform	Reset
relia_sdk-0.3.2-py3-none-any.whl 64.4 kB Oct 16, 2026	Python 3	none	any	Details

Total release size: 216.3 kB

Release files / relia_sdk-0.3.2.tar.gz

Download URL	relia_sdk-0.3.2.tar.gz
Size	151.9 kB
Tags	Source
SHA-256 checksum How to use checksums	`82bac3fa64516fb56aa870d4d23f5e058796a90f22c7610db3215024e059dcac`
BLAKE2b-256 checksum How to use checksums	`054efebbe367b7486fb6a3e4f559e6390b23b7ec95191ac77986e8d7392ee37a`
Upload date	Oct 16, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`uv/0.11.21 {"installer":{"name":"uv","version":"0.11.21","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":null,"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}`

Release files / relia_sdk-0.3.2-py3-none-any.whl

Download URL	relia_sdk-0.3.2-py3-none-any.whl
Size	64.4 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`ec4a901787590b0195edd179bff03e056bc85cf6d9305e0bdb124dbbfe384ab5`
BLAKE2b-256 checksum How to use checksums	`4f762ca91b3226ac80ef8ac5777a695b9a2d42f509007d798226480b3456cf7c`
Upload date	Oct 16, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`uv/0.11.21 {"installer":{"name":"uv","version":"0.11.21","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":null,"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}`