Ai Systems Python Packages

fairlearn

A Python package to assess and improve fairness of machine learning models.

epi-recorder

An audit trail for AI agents: portable, signed, offline-verifiable .epi evidence files with declared capture scope.

secchecker

Static security analysis for AI, agent and MCP code. Detects security-sensitive prompt/context, tool, memory, model-output and credential patterns. Local, deterministic and CI/SARIF-ready.

crucible-ttc

A verifier-guided reasoning engine: generate many reasoning traces from a small open model, score them with a verifier (programmatic checker or a process-reward > model), and **search** — best-of-N → beam → MCTS over reasoning steps — to turn test-time compute into measurable accuracy.

fixout

Algorithmic inspection for trustworthy ML models

syntha

Syntha is an context management system that allows ai systems to have access to context in all aspect of your application.

helios-observatory-sdk

AI systems observability platform for tracing, evaluating, and debugging LLM applications, agents, and RAG pipelines.