Human-in-the-loop execution for LLM agents

🛡️ Safe AI Agents through Action Classifier

Guardrails for LLMs: detect and block hallucinated tool calls to improve safety and reliability.

Open Threat Classification (OTC) — 10 threat patterns for AI agent skills, MCP servers, and plugins. CC-BY-4.0.

Runtime network egress control for Python. One function call to restrict which hosts your code can connect to.

🛡️ Open-source safety guardrail for AI agent tool calls. <2ms, zero dependencies.

The missing safety layer for AI Agents. Adaptive High-Friction Guardrails (Time-locks, Biometrics) for critical operations to prevent catastrophic errors.

Runtime detector for reward hacking and misalignment in LLM agents (89.7% F1 on 5,391 trajectories).

A runtime authorization layer for LLM tool calls policy, approval, audit logs.

ETHICS.md — A statement of ethical principles for AI agents. Drop it in your repo root.

Safety-first agentic toolkit: 10 packages for collapse detection, governance, and reproducible runs.

🛡️ A curated list of tools, frameworks, standards, and resources for AI agent governance, safety, and compliance

A2A version of Agent Action Guard: Safe AI Agents through Action Classifier

An open-source engineering blueprint for defining and designing the core capabilities, boundaries, and ethics of any AI agent.

MCP server for intent security pre-flight checks for autonomous AI agents

Energy based legality gating SDK for AI reasoning. Predicts, repairs, and audits collapse before it happens; reduces hallucinations and provides numeric audit logs.

Runtime-agnostic hook harness that catches unverifiable prompts, enforces failure-mode templates, and gates task completion on passing tests.

Canonical texts and implementation primitives for the Safe Superintelligence Framework (v1.2.1): Constitution, Minimum Rescue Protocol, system prompt, decision matrix.

MCP server for reversibility intelligence — check if actions can be undone

MCP server for situational awareness — holidays, business hours, platform status