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forcedotcom avatar

Agentforce Observe

forcedotcom/sf-skills
3.7k installs803 stars
Summary

This is the production debugging workflow for Agentforce agents. It queries session traces from Salesforce Data Cloud's STDM (Session Trace Data Model) to surface real user failures, then lets you reproduce issues locally with `sf agent preview` and edit the `.agent` file directly. The three-phase loop is observe, reproduce, improve. It auto-detects your agent name and file path, handles the CLI's known double-nesting bug on retrieve, and falls back to test suites plus local traces if STDM isn't activated in your org. Use this when you're chasing regressions or weird production behavior, not when you're drafting new agents or writing tests.

Install to Claude Code

npx -y skills add forcedotcom/sf-skills --skill agentforce-observe --agent claude-code

Installs into .claude/skills of the current project.

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Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
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belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
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AI writes the code. CodeRabbit catches the slop.
Try For Free →
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create and run specialised agents in minutes
build now →
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Plug Mailtrap into your AI workflow and let it handle the email.
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Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
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belt - the only tool your agent needs
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belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
inference shell
inference shell
create and run specialised agents in minutes
build now →
MCP-ready Email SendingMCP-ready Email Sending
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Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Categories
Testing & QAGit & Pull RequestsAI & Agent BuildingCloud & Infrastructure
First SeenJul 14, 2026
View on GitHub

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