human-in-the-loop
OfficialCoordinate human approvals with audit trails.
Software Engineering#observability#ai-agent#human-in-the-loop#feedback-loop#approval-tracking#escalation-tracking#span-metrics
Authornexus-labs-automation
Version1.0.0
Installs0
System Documentation
What problem does it solve?
HITL observability provides structured capture of human approvals, clarifications, and escalation decisions to improve auditability and safety in agent workflows.
Core Features & Use Cases
- Approval request tracing and SLA-aware routing
- Clarification requests and feedback capture from humans
- Escalation handling and auto-override logic with safe fallbacks
- Timing metrics, wait times, and outcome logging for post-mortem analysis
- Framework integrations with LangGraph, CrewAI, and similar toolchains
Quick Start
Instrument your agent to emit human-in-the-loop spans for approval, clarification, and escalation points, then use the resulting workflow decisions to drive downstream actions.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: human-in-the-loop Download link: https://github.com/nexus-labs-automation/agent-observability/archive/main.zip#human-in-the-loop Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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