Failure Detection Python Packages

pisama-core

Detection, scoring, and healing engine for AI agent systems

pisama

Public source for the MIT-licensed pisama Python CLI, SDK, and MCP server

pisama-agent-sdk

Real-time failure detection hooks for the Claude Agent SDK

pisama-detectors

42 source-available failure detectors for LLM agent systems, with tested APIs and reproducible benchmark aggregates

pytest-agent-health

Catch silent agent failures in CI. Pytest plugin with regression detection for LLM agents.

bloc

Single-master group membership framework with failure detection useful for stateless partitioning