Budget Control Python Packages

langchain-runcycles

LangChain agent middleware for Cycles — pre-tool-call authorization and per-tenant budget enforcement for Python agents using create_agent

runcycles

Python AI agent budget control — enforce LLM cost limits, tool permissions, and multi-tenant policies before agent actions execute.

onceonly-sdk

Execution safety & governance layer for AI agents: idempotency, budgets, tool control, audit logs.

agenthalt

Production-grade guardrails for AI agent function calls. Prevent overspending, unauthorized purchases, unsafe deletions, and more — with Human-in-the-Loop approval.

runcycles-openai-agents

Runtime budget, action, and audit authority for the OpenAI Agents SDK — enforce LLM cost limits, tool call caps, and audit trails before execution.

reliapi-sdk

Small reliability layer for HTTP APIs and LLM calls with retries, cache, and circuit breakers.

thinkbudget

Adaptive inference budget controller - caps how much your LLM thinks per query, tracks GPU cost in real-time.