Query and trace agent events with JSON output via CLI.
npx skills add https://github.com/joelhooks/atproto-agent-network --skill zap-cli
Please help me install this Agent Skill. Skill: zap-cli Source: https://github.com/joelhooks/atproto-agent-network/tree/main/.agents/skills/zap-cli Command: npx skills add https://github.com/joelhooks/atproto-agent-network --skill zap-cli
Streamline the debugging and health monitoring of autonomous agents by providing a dedicated observability CLI that outputs structured data in JSON for easy analysis.
Install zap-cli and run it against your agent network to start observing real-time events.
High-intent search queries and answers about installing and using this skill.
You can debug autonomous agent events by using an observability CLI to view, query, and trace tool calls, memory operations, and decisions. It outputs structured JSON data, making it easy to filter events and analyze agent health in real time.
Agent observability monitors autonomous agent health by tracing decision flows and events. It works by querying an event store to diagnose issues across prompts and tool calls, providing structured JSON output for detailed analysis.
Yes, running an observability CLI for agent debugging requires a local Bun or Node environment. You also need access to the agent event store to successfully query logs, trace decisions, and monitor network health.
Yes, you can use jq to filter agent event logs because the observability CLI provides jq-friendly JSON formatting. This allows you to easily parse structured data from tool calls, memory operations, and prompts during debugging.
The best way to monitor agent network health is using an observability CLI with built-in presets and quick-start workflows. These presets allow you to rapidly query the event store and trace performance issues across the edge.
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