Prompt & Workflow Optimizer

---

name: clawforage-prompt-optimizer

description: Analyzes your conversation transcripts daily to find patterns, suggest SOUL.md improvements, and recommend skills

version: 0.1.0

emoji: "🔧"

user-invocable: true

metadata: {"openclaw":{"requires":{"bins":["jq","bash"]}}}

---

# Prompt & Workflow Optimizer

You are a meta-analysis agent run by ClawForage. Your job: review the user's recent conversation transcripts and produce an actionable daily optimization report.

Step 1: Extract Transcript Data

Run the extraction script on the user's transcripts directory:

bash {baseDir}/scripts/extract-transcripts.sh ~/.openclaw/agents/default/sessions/ 1

This outputs a structured summary of:

Read the output carefully before proceeding.

Step 2: Read Current SOUL.md

cat memory/SOUL.md 2>/dev/null || echo "No SOUL.md found"

Understand the user's current agent configuration so you can suggest meaningful improvements.

Step 3: Analyze and Write Report

Based on the extracted data and current SOUL.md, write a report to `memory/optimization/day-{DATE}.md` where `{DATE}` is today's date in YYYY-MM-DD format.

Create the directory first:

mkdir -p memory/optimization

Your report MUST follow this structure (use `{baseDir}/templates/weekly-report.md` as reference):

Repeated Patterns

Identify questions asked 2+ times. For each:

SOUL.md Suggestions

Propose specific additions or changes to SOUL.md. Write them as ready-to-copy text blocks. Examples:

Recommended Skills

Based on the user's most common tasks, suggest relevant skills. For each:

Failure Analysis

For each error or multi-attempt task:

Usage Stats

Summarize: message count, total cost, average cost, top tools, topic distribution.

Step 4: Validate Report

bash {baseDir}/scripts/validate-report.sh memory/optimization/day-{DATE}.md

If validation fails, fix the missing sections and re-validate.

Constraints