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 init

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 init      # 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 0.1.16

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Source distribution (sdist)

Source distribution for relia-sdk 0.1.16
File	Size	Uploaded
relia_sdk-0.1.16.tar.gz	41.6 kB	Sep 19, 2026	Details

Built distribution (wheel)

Table of built distributions (wheels) for relia-sdk 0.1.16
File	Interpreter	ABI	Platform	Reset
relia_sdk-0.1.16-py3-none-any.whl 50.9 kB Sep 19, 2026	Python 3	none	any	Details

Total release size: 92.5 kB

Release files / relia_sdk-0.1.16.tar.gz

Download URL	relia_sdk-0.1.16.tar.gz
Size	41.6 kB
Tags	Source
SHA-256 checksum How to use checksums	`b8c52a7c4c4af70037d9d96ebf06b7166e651be9d67ed79d7106b93ed2bcd6f6`
BLAKE2b-256 checksum How to use checksums	`3b590e96bcb2e95ab615b97f7ae88ca3a6dcf50844a23d2a9da4b2145b88100f`
Upload date	Sep 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.7`

Release files / relia_sdk-0.1.16-py3-none-any.whl

Download URL	relia_sdk-0.1.16-py3-none-any.whl
Size	50.9 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`b073bfae381e42ecd9a7af7879b01b76e14c69467515d7d339456a382f0d679e`
BLAKE2b-256 checksum How to use checksums	`f0add1367475bf44d6297f6b1c958e85344decb33db5b0cf2e7e9a1ff8424562`
Upload date	Sep 19, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/7.0.0 CPython/3.13.7`