Chat History to Ranked Skill Opportunities
Find repeated workflows in available chats, rank worthwhile skills, and get evidence-backed briefs for the best candidates.
Before & after
Same prompt, same agent — the only difference is the skill.
To find your skill opportunities, I'd want to look at your chat history and identify patterns in the work you're repeating. That would mean finding workflows you use over and over, tasks that take a lot of back-and-forth, or requests where you're giving similar responses each time. What kind of work do you do most often? Are there particular types of requests that come up repeatedly? Do you notice yourself giving the same kind of advice or guidance more than once? Once I understand your typical work patterns, I can suggest which workflows would be worth turning into skills.
SKILL OPPORTUNITY ANALYSIS: Your Chat History (Last 90 Days) OPPORTUNITY RANKING (by Leverage) Opportunity 1: Customer Value Scorecard (Confidence: 9.2/10) Pattern frequency: Used 12 times (every 7-9 days) Workflow: "Analyze customer X health" → ask 8 clarifying questions → score retention risk → prioritize action Time saved per use: 18 minutes (reduced from 27 min average) Annual leverage: 78 hours saved Repeatable elements: Scoring matrix, risk thresholds, action templates Recommendation: IMMEDIATE CONVERT Draft skill: score_customer_health.md (ready to build) Opportunity 2: Positioning Statement Generator (Confidence: 8.7/10) Pattern frequency: Used 8 times (every 11 days) Workflow: "Compete against X" → map features → identify differentiation → write positioning Time saved per use: 22 minutes Annual leverage: 88 hours saved Repeatable elements: Competitive matrix, messaging hierarchy, go-to-market angles Recommendation: CONVERT NEXT Draft skill: competitive_positioning.md (framework ready) Opportunity 3: Content Audit Template (Confidence: 7.1/10) Pattern frequency: Used 6 times (every 15 days) Workflow: "Review my content" → scan 20+ pieces → categorize performance → recommend pruning Time saved per use: 31 minutes Annual leverage: 124 hours saved Repeatable elements: Performance thresholds, category rules, recommendation logic Recommendation: CONVERT QUARTER 3 Note: High impact but lower frequency than top two Opportunity 4: Fundraising FAQ (Confidence: 6.4/10) Pattern frequency: Used 4 times (quarterly) Workflow: "Prepare for investor X" → research firm → anticipate questions → draft answers Time saved per use: 45 minutes Annual leverage: 180 hours saved (high per-use impact, lower frequency) Repeatable elements: Investor research template, FAQ framework, objection handlers Recommendation: CONVERT BUT LOWER PRIORITY Note: High impact when used but only 4x yearly; seasonal use pattern OPPORTUNITIES NOT RECOMMENDED One-off analysis tasks (used 1-2 times): Skip converting these; overhead not worth it Tasks requiring real-time data: Hard to skill; better as manual prompts Highly context-specific: Limited transferability IMPLEMENTATION ROADMAP Month 1: Build customer_value_scorecard skill Month 2: Build competitive_positioning skill Month 3: Build content_audit skill Month 4: Monitor usage; refine based on feedback EXPECTED ANNUAL IMPACT Time saved across top 3 skills: 290 hours per year (36 days) Consistent quality: Reduced variance in outputs Faster decision-making: Templates reduce thinking time by 40%
About this skill
You keep explaining the same workflow to Claude, but which repeated requests actually deserve a skill? This audit finds recurring tasks in the chats you provide or make accessible, separates reusable workflows from ordinary follow-ups, and ranks the opportunities with traceable evidence.
What it does
- Groups requests by their inputs, decisions, and deliverables, even when their wording differs.
- Counts independent task runs without inflating frequency with retries or revisions.
- Finds repeated corrections and judgment calls that a useful skill should preserve.
- Compares a dedicated skill with simpler options such as saved prompts, preferences, or existing tools.
- Ranks candidates using observed recurrence, incremental time savings, build effort, and maintenance uncertainty.
- Produces build briefs and a small comparison plan for the strongest opportunities.
What you get
A ranked shortlist with source references, evidence strength, reusable workflow boundaries, and reasons to build, defer, or skip each candidate. The strongest candidates include a concrete brief that can be handed to a skill builder.
Best for
People with recurring Claude workflows, teams reviewing conversation exports, and anyone expanding a skill library based on actual usage rather than guesses.
SKILL.md preview
---
name: chat-history-to-ranked-skill-opportunities
description: >-
Audit available conversations for repeated workflows, distinguish independent task runs from revisions, and rank reusable instruction sets worth building for Claude using traceable examples, incremental savings, and maintenance cost. Use when the user says "what should I turn into a skill?", "scan my chats for repeat tasks", "which skill should I build next?", or "is this repeated task worth a skill?".
---
# Chat History to Ranked Skill Opportunities
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