Next-generation AI Agent Optimization Platform: Cozeloop addresses challenges in AI agent development by providing full-lifecycle management capabilities from development, debugging, and evaluation to monitoring.

AI observability platform for production LLM and agent systems.

Agent Skills as a Memory Layer

Laminar - open-source observability platform purpose-built for AI agents. YC S24.

TraceRoot - open-source observability and self-healing layer for AI agents. YC S25

Local-first observability for AI agents. Tokens, cost, latency, and traces — stored locally, queryable with SQL.

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.

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

The open-source MultiAgentOps evaluation harness for any industry scenario.

A visual layer for AI agent orchestration. Independent analysis, structured synthesis. Local or cloud LLMs.

Reference architecture for fail-open, witness-only evidence systems with independent verification and public settlement.

🐼 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.

Cross-runtime observability toolkit for AI agent systems — unified tracing for Claude Code, OpenClaw & OpenCode via OpenTelemetry + Langfuse

Open-source observability and audit trail platform for AI agents. MCP-native, tamper-evident event logging, real-time dashboard.

Composable TypeScript AI agent framework — Effect-TS type safety, 5 reasoning strategies, persistent gateway, real-time streaming, multi-agent A2A

Diagnose your AI agents in production. Extract policies from prompts, evaluate traces, generate diagnostic reports.

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

A schema-driven module development framework for Python.

Make AI work reproducible, debuggable, and contestable — like real software.