AI observability platform for production LLM and agent systems.

Stop AI agents from doing things you didn't ask for.

Official Monte Carlo toolkit for AI coding agents. Skills and plugins that bring data and agent observability — monitoring, triaging, troubleshooting, health checks — into Claude Code, Cursor, and more.

strace for AI agents. Capture and replay every tool call, prompt, and response from Claude Code, Cursor, or any MCP client

Real time anomaly detection layer for AI agents. Privacy-safe by design.

The open-source MultiAgentOps evaluation and verification harness for any industry business workflow.

Liquefy is a local-first OpenClaw vault system for packing, verifying, searching, and auditing agent runs with domain-aware compression, policy/redaction, and proof artifacts.

Generate realistic multi-agent workflow traces with LLM-enriched content, semantic validation, and PM4Py compatibility. pip install open-agent-traces

🐼 Open source agent engineering platform: traces, evals, and metrics to debug and improve your AI agents. Integrates with LangGraph, CrewAI, Claude Agent SDK, and more.

The flight recorder for AI agents. Tamper-proof, ISO 42001 + HIPAA-compliant audit trails for everything AI agents do on your system. File changes + shell commands + PHI detection + agent identity.

Comprehensive agent analytics suite for AI agents built with the Google Agent Development Kit (ADK) , LangChain or other popular frameworks, powered by BigQuery Agent Analytics plugin and Grafana

A schema-driven module development framework for Python.

ai-agents llm-ai gpt-workflows ai-audit execution-logging ai-research reproducibility observability provenance ai-operations research-infrastructure operational-memory

把单个 AI 助手升级为可扩展的多专家协作运行时， 带工业级记忆检索、会话管理和完整的开发者可观测性。

One line to instrument your agent and capture every event in an immutable, queryable audit trail.

Two AI agents collaborate and explore a fog-of-war dungeon while reasoning every move with agent observability.

The node-level tracing library for agentic software.

ChainWatch is a flight data recorder for multi-step AI systems. It's a CLI-based tool that records every step in an AI decision chain, links them together in order, prevents tampering, and allows you to verify the chain's integrity and replay the full decision flow.

Databricks App for cross-workspace AI stack governance. Unified view of agents, serving endpoints, knowledge bases, and AI Gateway usage, backed by system tables + Lakebase with auto-refreshing discovery workflows.

🦞 OpenClaw Flight Recorder PoC · local-only sidecar · RFC-001 JSONL → verifiable badge + hash-chained receipts (CI tests). Optional Canon-52/Law52 anchors.