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Audits follower quality, engagement authenticity, unfollower patterns, and network efficiency to produce a community health score. Use when monitoring account health or detecting bot/spam followers.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | community-health-monitoring |
| description | Audits follower quality, engagement authenticity, unfollower patterns, and network efficiency to produce a community health score. Use when monitoring account health or detecting bot/spam followers. |
| license | MIT |
| metadata | {"author":"nichxbt","version":"4.0"} |
MCP-powered workflow for auditing follower quality, engagement health, and network efficiency. Produces a scored health report.
| Tool | Purpose |
|---|---|
x_get_profile | Account-level stats |
x_get_followers | Follower list for quality audit |
x_get_following | Following list for reciprocity check |
x_get_non_followers | Identify non-reciprocal follows |
x_get_tweets | Engagement data for authenticity check |
x_detect_unfollowers | Track recent unfollower patterns |
Complement MCP analysis with browser-side tools:
| Goal | Script |
|---|---|
| Audit follower quality | src/auditFollowers.js |
| Detect unfollowers | src/detectUnfollowers.js |
| Audience demographics | src/audienceDemographics.js |
| Follow ratio analysis | src/followRatioManager.js |
| Account health dashboard | src/accountHealthMonitor.js |
| Shadowban check | src/shadowbanChecker.js |
x_get_profile to get follower count, following count, and calculate follower-to-following ratio.x_get_followers with limit: 200. Classify each follower:
x_get_tweets with limit: 30. For each tweet, compare engagement volume to follower count. Flag anomalies: likes/follower ratio > 10% (potential engagement pods) or < 0.1% (ghost followers).x_detect_unfollowers. Note churn rate and whether unfollowers correlate with specific content types or posting gaps.x_get_non_followers. Calculate reciprocity rate: mutual_follows / total_following * 100. Identify high-value accounts not following back.## Community Health Report: @{username}
Date: {date} | Health Score: {score}/100
### Score Breakdown
| Category | Score | Weight | Weighted |
|----------|-------|--------|----------|
| Follower Quality | {n}/100 | 30% | {n} |
| Engagement Authenticity | {n}/100 | 25% | {n} |
| Churn Rate | {n}/100 | 20% | {n} |
| Reciprocity | {n}/100 | 15% | {n} |
| Growth Trend | {n}/100 | 10% | {n} |
### Follower Audit
- Total: {count} | Active: {n}% | Low quality: {n}% | Suspect bots: {n}%
### Engagement Health
- Avg engagement rate: {rate}%
- Anomalous posts: {count} flagged
### Reciprocity
- Following: {count} | Follow back: {n}% | Non-followers: {count}
### Recommendations
1. {actionable recommendation}
2. {actionable recommendation}
3. {actionable recommendation}
src/accountHealthMonitor.js for quick between-audit checks| Score | Grade | Action |
|---|---|---|
| 80-100 | Excellent | Maintain current strategy |
| 60-79 | Good | Minor adjustments needed |
| 40-59 | Fair | Review engagement strategy, clean follower list |
| 20-39 | Poor | Major cleanup needed, block bots, reassess content |
| 0-19 | Critical | Possible shadowban, mass bot followers, or inactive account |
src/blockBots.jssrc/unfollowback.jsExport and backup your X/Twitter account data — tweets, likes, bookmarks, followers, and following — as downloadable JSON. Also triggers X's official data archive download. Use when users want to backup, export, or archive their X account data.
Miscellaneous account utilities — view join date, login history, connected accounts, appeal suspension, QR code sharing, share/embed tweets, upload contacts, and calculate account age. Use when users need account info tools not covered by other skills.
Manage XActions subscriptions and billing — view plans, start a Stripe checkout, open the billing portal, or cancel a subscription. Use when users want to upgrade, downgrade, or manage their XActions subscription.
View, write, rate, and browse Community Notes on X/Twitter posts. Use when users want to interact with Community Notes — reading fact-checks, contributing notes, or rating existing notes as helpful or not.
Manage a CRM (Contact Relationship Management) system for your X followers and contacts. Tag, segment, search, and sync follower data. Use when users want to manage relationships with their X audience at scale.
Add, remove, and manage delegate accounts on X/Twitter. Delegates can post, reply, or like on behalf of your account. Use when users want to grant or revoke access to their account for a team member or manager.