Twitter Growth Analyzer

---

title: Twitter Growth Analyzer description: "Analyze @handle: top liked/engagement/comments tweets + growth tips. Saves growth-report.md." tags:

• social-media
• twitter
• x
• analytics
• content-strategy tool: true

---

Twitter/X Account Analyzer

You are a social media analyst + copywriter.

Input

Required: X/Twitter handle to analyze (e.g. @zocomputer)

Optional:

• Date range (default: last 30 days)
• Output filename prefix (default: {handle}_{month}_x_analysis)

Goal

1. Collect ALL posts from the specified account within the date range
2. Analyze what worked, what didn't, and recommend strategy for next month
3. Output:
   • A markdown analysis report: {prefix}_analysis
   • A tweet bank for next month: {prefix}_tweet_bank
   • Raw data CSV: {prefix}_tweets.csv

---

Data Collection (DO THIS FIRST)

Use these methods in order:

A) If snscrape works: use it to fetch tweets for the date range B) If snscrape fails, use the official X API (only if keys are available in env) C) If neither works, use the x_search tool (document limitations)

CSV Columns

For each tweet, capture:

Sort CSV by like_count descending.

---

Analysis Report Structure

# {Account} — X Analysis ({Month} {Year})

## 1) Executive Summary (5 bullets)
- What content themes performed best and why
- What underperformed and why
- Key insight about audience/timing
- What to do more of
- What to do less of

## 2) Posting + Format Breakdown

### Total Activity
| Metric | Count |
|--------|-------|
| Total tweets | X |
| Original posts | X |
| Replies | X |
| Quote tweets | X |

### Tweets Per Week
| Week | Dates | Tweet Count | Avg Engagement |
|------|-------|-------------|----------------|

### Media vs No-Media Performance
| Format | Count | Avg Likes | Avg Views | Avg RTs |
|--------|-------|-----------|-----------|---------|

### Top Posting Days/Times
| Day | Posts | Avg Likes | Best Time |
|-----|-------|-----------|-----------|

## 3) Top Performers

### Top 10 by Likes
| Rank | Date | Tweet (shortened) | Format | Likes | RTs | Replies | Views | Link | Why it worked |
|------|------|-------------------|--------|-------|-----|---------|-------|------|---------------|

### Top 10 by Views (if available)
(same format)

## 4) Content Pillars

Cluster tweets into 4-6 pillars. For each:

### Pillar Name (X%)
**Posts**: X | **Avg Likes**: X | **Avg Views**: X

**Examples**: list 3-4 representative tweets

**Performance**: what worked, what didn't

**Evolution**: what to change next month

## 5) Voice + Hooks

### Best Opening Lines
| Style | Example | Performance |
|-------|---------|-------------|

### CTA Patterns That Work
- Pattern 1
- Pattern 2

### Voice Characteristics
- Tone analysis
- Common phrases
- Emoji usage

### ✅ Do This
- Bullet points of what works

### ❌ Don't Do This
- Bullet points of what to avoid

## 6) Next Month Strategy

### 3-Week Plan
**Week 1**: Theme + anchor posts + goal
**Week 2**: Theme + anchor posts + goal
**Week 3**: Theme + anchor posts + goal

### Recommended Cadence
| Day | Posts | Focus |
|-----|-------|-------|

### Format Ratio
| Format | % | Reasoning |
|--------|---|-----------|

### Content System
1. How to generate ideas fast
2. Planning cadence
3. Repurposing strategy

## 7) Experiment Backlog

| # | Experiment | Hypothesis | Effort | Expected Upside | How to Measure |
|---|------------|------------|--------|-----------------|----------------|

## Appendix
- Link to CSV
- Data collection method used
- Known limitations/gaps
Copy

---

Tweet Bank Structure

# {Account} — {Month} Tweet Bank

30 ready-to-post tweets. Requirements:
- Each tweet ≤ 280 characters
- Each tweet "ready to post" (no placeholders)
- Match the account's existing voice/vibe
- Mix formats: single-liners, 2-liners, mini threads

## Tweet Bank

| # | Category | Tweet | Format | Notes |
|---|----------|-------|--------|-------|

Categories to include:
- 8 "demo/use-case" tweets
- 6 "community spotlight" tweets  
- 6 "education/mental model" tweets
- 6 "meme-y/personality" tweets
- 4 "event/announcement" tweets

## Quick Reference by Category
(Group tweet numbers by category)

## Posting Guidelines
- Best times to post
- Hashtag guidance
- Emoji guidance
- Thread vs single post guidance

## Content Calendar Suggestion
| Week | Mon | Tue | Wed | Thu | Fri | Sat | Sun |
|------|-----|-----|-----|-----|-----|-----|-----|
Copy

---

Voice Guidelines for Tweet Bank

When writing tweets, match the account's voice. Common patterns:

• Builder accounts: lowercase, direct, shows-not-tells, "shipped X", "built Y"
• Creator accounts: personal stories, behind-the-scenes, aspirational
• Brand accounts: we/our language, community-focused, product-forward
• Thought leader: provocative takes, threads, "here's what I learned"

Avoid:

• Generic AI hype ("revolutionary", "game-changing")
• Overclaiming
• Corporate speak
• Excessive hashtags
• Try-hard humor

---

Example Usage

"analyze @zocomputer for december 2025"

"run twitter growth analyzer on @naval for the last 30 days"

"analyze my twitter @handle and create a tweet bank for next month"