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observing-agentforce

Analyze production Agentforce agent behavior using STDM session traces and Data Cloud records.

Updated Apr 19, 2026
Search Tags:#observability#traces#apex#agentforce#stdm#datacloud
One-click install
npx skills add https://github.com/cchrisv/professorFlowVisualPicker --skill observing-agentforce
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: observing-agentforce
Source: https://github.com/cchrisv/professorFlowVisualPicker/tree/main/.agents/skills/observing-agentforce
Command: npx skills add https://github.com/cchrisv/professorFlowVisualPicker --skill observing-agentforce

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This skill helps diagnose and improve production Agentforce agents by analyzing session traces, STDM data, and Data Cloud activity to surface performance issues, misroutes, and quality concerns.

Core Features & Use Cases

  • Surface production issues: identify action errors, misroutes, and LOW adherence using STDM data and agent traces.
  • Reproduce and debug: reproduce issues in preview with local traces and test suites.
  • Observability dashboard: aggregated metrics and per-session insights for ongoing health monitoring.

Quick Start

Use this skill to analyze production Agentforce behavior with STDM session traces and Data Cloud records.

Frequently Asked Questions about observing-agentforce

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I analyze Agentforce session traces to diagnose production issues?▼

You can reproduce Agentforce production issues in preview by using local traces and test suites. This allows you to debug identified action errors and misroutes locally before applying improvements guided by trace-driven insights.

How does STDM data work with Data Cloud for Agentforce observability?▼

You can monitor Agentforce performance using an observability dashboard that aggregates STDM session metrics and per-session insights. This setup supports ongoing health monitoring and coordinates Phase 1 through 3 observability workflows for production agents.

Can I use STDM traces to debug Agentforce action errors and misroutes?▼

Yes, you can use STDM traces to debug Agentforce action errors and misroutes. The skill analyzes production agent behavior to identify these specific quality concerns and guides improvements using trace-driven insights.

What are the limitations of using STDM data for Agentforce observability?▼

STDM data observability for Agentforce is limited to analyzing session traces and Data Cloud activity records. It relies on existing production logs to reproduce scenarios in preview, meaning unlogged interactions or missing trace data cannot be analyzed.

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