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agentforce-observe

Skill

Analyze production Agentforce agent behavior using session traces and Data Cloud. TRIGGER when: user queries STDM session data or Data Cloud trace records; investigates production agent failures, regressions, or performance issues; asks about session traces, conversation logs, or agent metrics; want

0Monitoring

Install

git clone https://github.com/SalesforceAIResearch/agentforce-adlc.git ~/.claude/skills/agentforce-observe

What is agentforce-observe?

Analyze production Agentforce agent behavior using session traces and Data Cloud. TRIGGER when: user queries STDM session data or Data Cloud trace records; investigates production agent failures, regressions, or performance issues; asks about session traces, conversation logs, or agent metrics; wants to reproduce a reported production issue in preview; runs findSessions or trace analysis queries. DO NOT TRIGGER when: user creates, modifies, or debugs .agent files during development (use agentforce-generate); writes or runs test specs (use agentforce-test); uses sf agent preview for local development iteration; deploys or publishes agents.

What this can do

Capabilities declared in this component's own frontmatter — not inferred.

~162 tokens of context used while enabled, before you invoke anything

All declared tools (1)
Bash Read Write Edit Glob Grep

Documentation

README · ~11 min read

Agentforce Observability

Improve Agentforce agents using session trace data and live preview testing.

Three-phase workflow:

  • Observe -- Query STDM sessions from Data Cloud (if available), OR run test suites + preview with local traces as fallback
  • Reproduce -- Use sf agent preview to simulate problematic conversations live
  • Improve -- Edit the .agent file directly, validate, publish, verify

Platform Notes

  • Shell examples below use bash syntax. On Windows, use PowerShell equivalents or Git Bash.
  • Replace python3 with python on Windows.

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