Twitter Microcopy Density Analyzer Connector for AI agents.
5 live capabilities
Audit your social media copy for impact and linguistic friction.
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Why people use Twitter Microcopy Density Analyzer
Twitter Microcopy Density Analyzer for Social Media Copy Audit
This Connector changes that by giving you an objective way to measure linguistic friction. Instead of guessing, you can see exactly where your copy drags and where it hits hard. You get a clear breakdown of your verb-to-adjective ratios and a final score on how much impact your words actually carry.
What Vinkius changes
You get an objective score on how hard your microcopy hits.
Use it from Claude, ChatGPT, Cursor or another AI client you already have.
One account · 6,100+ Connectors
- Real-world use case 01
Cleaning up wordy tweets
A social media manager wants to know if a tweet is too wordy.
- Real-world use case 02
Auditing thread rhythm
A copywriter is drafting a 10-part thread and wants to know if the flow is okay.
- Real-world use case 03
Measuring hook impact
A brand lead wants to see if their new slogans are punchy enough.
Complete set · 5capabilities
The complete Twitter Microcopy Density Analyzer capability set.
These are the exact actions your AI can choose when you ask it to work with Twitter Microcopy Density Analyzer.
01—03
3 capabilities in this set.
Part of 5 available through Twitter Microcopy Density Analyzer.
- 01 Capability
Identify filler words
Spot out words like 'just' or 'really' that eat up space without adding value.
- 02 Capability
Calculate verb-to-adjective ratios
See if your writing is action-oriented or just descriptive.
- 03 Capability
Measure textual density
Get a clear look at how much information you're packing into a limited character count.
04—05
2 capabilities in this set.
Part of 5 available through Twitter Microcopy Density Analyzer.
- 04 Capability
Evaluate thread flow
Check if your multi-post sequences actually make sense to a reader.
- 05 Capability
Score tweet punchiness
Get a final impact rating to see if your hook is actually going to grab attention.
Set up in minutes
One URL. Then ask Twitter Microcopy Density Analyzer to work.
Claude and ChatGPT only need the Connector URL. Copy it once, add it in settings, and use Twitter Microcopy Density Analyzer from the conversation.
Choose your client
Live previewAdvanced clients IDE · CLI
Claude · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_YpF6CmHUHKZxhMAf6nvLTjRE6i91jFYJLgDDWhJZ/mcp - Step 01
Open Connectors
In Claude Web or Claude Desktop, open Settings and choose Connectors.
- Step 02
Add the URL
Choose Add custom connector, name it Twitter Microcopy Density Analyzer, and paste the URL above.
- Step 03
Turn it on in chat
Select +, open Connectors, and enable Twitter Microcopy Density Analyzer for the conversation.
ChatGPT · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_YpF6CmHUHKZxhMAf6nvLTjRE6i91jFYJLgDDWhJZ/mcp - Step 01
Open MCP settings
On desktop, open Settings and MCP servers. On web, open your workspace app or connector settings.
- Step 02
Add the URL
Choose Add server with Streamable HTTP, or create a custom MCP app, then paste the Twitter Microcopy Density Analyzer URL.
- Step 03
Save and start
Save the connection and enable Twitter Microcopy Density Analyzer in your conversation. Desktop may ask you to restart once.
Cursor · IDE configuration
Advanced setup
{
"mcpServers": {
"twitter-microcopy-density-analyzer": {
"url": "https://edge.vinkius.com/vk_preview_YpF6CmHUHKZxhMAf6nvLTjRE6i91jFYJLgDDWhJZ/mcp"
}
}
}- Step 01
Open MCP Settings
Press Cmd+Shift+P (macOS) or Ctrl+Shift+P (Windows/Linux) → search "MCP Settings"
- Step 02
Add the server config
Paste the JSON configuration above into the mcp.json file that opens
- Step 03
Save the file
Cursor will automatically detect the new Connector
- Step 04
Start using Twitter Microcopy Density Analyzer
Open Agent mode in chat and ask: "Using Twitter Microcopy Density Analyzer, help me...". 5 tools available
VS Code Copilot · IDE configuration
Advanced setup
{
"mcpServers": {
"twitter-microcopy-density-analyzer": {
"url": "https://edge.vinkius.com/vk_preview_YpF6CmHUHKZxhMAf6nvLTjRE6i91jFYJLgDDWhJZ/mcp"
}
}
}- Step 01
Create MCP config
Create a .vscode/mcp.json file in your project root
- Step 02
Add the server config
Paste the JSON configuration above
- Step 03
Enable Agent mode
Open GitHub Copilot Chat and switch to Agent mode using the dropdown
- Step 04
Start using Twitter Microcopy Density Analyzer
Ask Copilot: "Using Twitter Microcopy Density Analyzer, help me...". 5 tools available
Windsurf · IDE configuration
Advanced setup
{
"mcpServers": {
"twitter-microcopy-density-analyzer": {
"url": "https://edge.vinkius.com/vk_preview_YpF6CmHUHKZxhMAf6nvLTjRE6i91jFYJLgDDWhJZ/mcp"
}
}
}- Step 01
Open MCP Settings
Go to Settings → MCP Configuration or press Cmd+Shift+P and search "MCP"
- Step 02
Add the server
Paste the JSON configuration above into mcp_config.json
- Step 03
Save and reload
Windsurf will detect the new server automatically
- Step 04
Start using Twitter Microcopy Density Analyzer
Open Cascade and ask: "Using Twitter Microcopy Density Analyzer, help me...". 5 tools available
Cline · IDE configuration
Advanced setup
{
"mcpServers": {
"twitter-microcopy-density-analyzer": {
"url": "https://edge.vinkius.com/vk_preview_YpF6CmHUHKZxhMAf6nvLTjRE6i91jFYJLgDDWhJZ/mcp"
}
}
}- Step 01
Open Cline MCP Settings
Click the Connectors icon in the Cline sidebar panel
- Step 02
Add remote server
Click "Add Connector" and paste the configuration above
- Step 03
Enable the server
Toggle the server switch to ON
- Step 04
Start using Twitter Microcopy Density Analyzer
Ask Cline: "Using Twitter Microcopy Density Analyzer, help me...". 5 tools available
Claude Code · Terminal command
Advanced setup
claude mcp add twitter-microcopy-density-analyzer --transport http "https://edge.vinkius.com/vk_preview_YpF6CmHUHKZxhMAf6nvLTjRE6i91jFYJLgDDWhJZ/mcp"- Step 01
Install Claude Code
Run npm install -g @anthropic-ai/claude-code if not already installed
- Step 02
Add the Connector
Run the command above in your terminal
- Step 03
Verify the connection
Run claude mcp to list connected servers, or type /mcp inside a session
- Step 04
Start using Twitter Microcopy Density Analyzer
Ask Claude: "Using Twitter Microcopy Density Analyzer, show me...". 5 tools are ready
Where the request belongs
Work Twitter Microcopy Density Analyzer can move forward.
This is for social media managers and copywriters who are tired of guessing if their posts are too wordy and need a way to audit copy for maximum impact.
Social Media Manager
Audits daily drafts to ensure they hit the right tone and stay under character limits without losing meaning.
Copywriter
Uses the capability to tighten up hooks and ensure they aren't wasting character limits on unnecessary adjectives.
Content Marketer
Maintains a consistent, punchy voice across long threads and short updates for brand consistency.
Build the capability set
Add more capabilities.
Each Connector adds new actions and data without changing how you work.
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Bring your own AI
Change the model, client or framework. Keep Twitter Microcopy Density Analyzer connected.
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Claude -
ChatGPT -
Gemini -
Cursor -
VS Code -
Windsurf -
ZCode -
Cline -
Zed -
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Vercel AI SDK
Before you connect
Questions about Twitter Microcopy Density Analyzer.
The practical details behind the request, access and result.
How does the Twitter Microcopy Density Analyzer help my social media?
It audits your text for 'friction' words and density, helping you stay within character limits while keeping your message sharp and impactful.
Can I use it for Threads or other micro-blogging?
Yes, it works on any short-form text where you need to maximize impact per character, including Threads or Mastodon.
What is a punchiness score?
It is a metric based on your verb-to-adjective ratio. High scores mean your copy is action-oriented; low scores mean it is too descriptive.
How does it find filler words?
It identifies common high-friction words like 'really' or 'just' that take up space without adding meaning to your post.
Can it check my entire thread at once?
Yes, you can use it to evaluate the sequence flow of multiple posts to ensure they connect logically and maintain a good rhythm.
Will this help me write better hooks?
Yes, by checking the punchiness score, you can see if your opening line is strong enough to stop the scroll and grab attention.
How does the capability measure punchiness?
It uses compute_punchiness_score to aggregate metrics like filler word count and density. Capabilities available: your_tool_name.
Can I analyze entire threads?
Yes, use evaluate_sequence_flow to check for structural variety in a series of tweets.
What is considered a filler word?
The capability specifically penalizes words like 'just', 'really', and 'very'.
One connection away
Give your agent a direct line to Twitter Microcopy Density Analyzer.
Connect Twitter Microcopy Density Analyzer once. Keep it beside 6,100+ managed Connectors when the next task needs more.
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