Cost Attribution Python Packages

floe-guard

AI Initiative Ledger — local spend meter and budget gate for AI tasks. Meters every vendor leg (LLM, speech, telephony, search, tools), hard-stops before the ceiling. MIT, no account.

kazenai-finops

Python SDK for pre-call AI budget controls and customer-, feature-, and workflow-level cost attribution.

agent-cost-attribution

A token-efficiency meter + playbook for agentic coding: measure where your tokens and dollars go per stage, catch silently-degraded runs, and cut cost without losing capability. Stdlib-only.

pipecat-floe

AI Initiative Ledger — Pipecat voice plugin: STT, LLM and TTS on one key and one budget

otel-genai-graph

Project OpenTelemetry GenAI traces into a queryable graph (Neo4j or DuckDB) — agent delegation, cost attribution, blast radius.

livekit-plugins-floe-v1

AI Initiative Ledger — LiveKit Agents plugin: metered inference and budget guard

turnpike

OTel-native typed primitives for LLM cost attribution and telemetry — published on PyPI.