What platforms does this MCP support?

The capability validates hashtag counts for Instagram, X, LinkedIn, and TikTok.

How does it help prevent shadowbanning?

It uses the scan_for_spam_patterns capability to look for banned words or suspicious patterns that platforms often flag.

Can it help with hashtag readability?

Yes, the evaluate_tag_structure capability checks for length and whether you should use CamelCase.

Do I need to host this myself?

No, Vinkius hosts and manages the MCP so you can use it instantly after connecting your client.

What is a branded tag ratio?

It is the balance between tags specific to your brand and generic tags used for broader reach, calculated by the calculate_composition_ratio capability.

How does the capability determine if a hashtag count is optimal?

The validate_platform_fit capability compares your provided list against established best practices for specific platforms like Instagram and X, recommending whether to add or prune tags.

Can I check if my hashtags are easy to read?

Yes, using evaluate_tag_structure, you can identify tags that lack proper capitalization (CamelCase) or exceed recommended length limits.

How do I prevent my hashtags from being flagged as spam?

You can use scan_for_spam_patterns to check your hashtag set against a list of banned words and identify suspicious character patterns that might trigger platform filters.

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Connect Hashtag Effectiveness Analyzer to ChatGPT and Claude

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Clean up your social media tags for better reach.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

Waiting for input…

Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 5 capabilities

We ship only the actions that matter.

Capability set01 / 02

01-03

3 capabilities in this set.

Part of 5 available through Hashtag Effectiveness Analyzer.

01
Detect redundancy
This capability finds exact or near-duplicate hashtags in your list so you don't waste space.
02
Evaluate tag structure
It checks your hashtags for length and CamelCase readability to ensure they look professional.
03
Validate platform fit
This capability confirms if your total hashtag count matches the recommended limits for Instagram, X, LinkedIn, or TikTok.

Capability set02 / 02

04-05

2 capabilities in this set.

Part of 5 available through Hashtag Effectiveness Analyzer.

04
Calculate composition ratio
It measures the balance between your branded tags and generic ones to keep your brand identity strong.
05
Scan for spam patterns
This capability scans your tags for banned words or suspicious patterns that could lead to shadowbanning.

Real work

What teams actually run

Pre-Post Audit

Run a final check on a hashtag list right before you schedule a post to ensure it is optimized.

Brand Campaign Setup

Verify that your new campaign tags have the right balance of branded and generic reach.

Account Safety Check

Scan existing hashtag libraries to remove suspicious or banned terms.

Platform Migration

Adjust hashtag sets when moving content from Instagram to LinkedIn to meet different count requirements.

One connector, every AI

Hashtag Effectiveness Analyzer works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

Building your own app? The connector is yours to use.

You don't need a client to put Hashtag Effectiveness Analyzer to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

706ms average. Fast in production.

Hashtag Effectiveness Analyzer is checked daily against the live service.

Daily averagePeak 820ms

Oct 3Today

Fastest day: 561ms
Slowest day: 820ms
14-day trend: Stable-4%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 5 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Hashtag Effectiveness Analyzer, so you can see the experience inside your AI.

It does not authenticate your account with Hashtag Effectiveness Analyzer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Hashtag Effectiveness Analyzer Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_7avAuECnM3t1Eajf3of4imJIVbvAJNg9crAGJ8nd/mcp

Claude Desktop

Follow the steps below to connect in seconds.

1In Claude Desktop, open Settings → Connectors.
2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
3Click Add and start a new chat — Hashtag Effectiveness Analyzer capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "hashtag-effectiveness-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_7avAuECnM3t1Eajf3of4imJIVbvAJNg9crAGJ8nd/mcp"
    }
  }
}

Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline

Step-by-step instructions for each client are in the guide. How to connect

Guided setup for Claude? Set up Hashtag Effectiveness Analyzer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Hashtag Effectiveness Analyzer owners hand off.

Social media managers and digital marketers use this to vet hashtag sets before publishing content.

01
Social Media Manager
Hands off raw hashtag lists to the AI to ensure they meet platform guidelines.
02
Content Strategist
Uses the capability to maintain a consistent ratio of branded tags across campaigns.
03
Digital Marketer
Checks hashtag sets for spam patterns to protect client accounts from shadowbans.

FAQ

Questions Hashtag Effectiveness Analyzer owners ask.

01
What platforms does this MCP support?
The capability validates hashtag counts for Instagram, X, LinkedIn, and TikTok.
02
How does it help prevent shadowbanning?
It uses the scan_for_spam_patterns capability to look for banned words or suspicious patterns that platforms often flag.
03
Can it help with hashtag readability?
Yes, the evaluate_tag_structure capability checks for length and whether you should use CamelCase.
04
Do I need to host this myself?
No, Vinkius hosts and manages the MCP so you can use it instantly after connecting your client.
05
What is a branded tag ratio?
It is the balance between tags specific to your brand and generic tags used for broader reach, calculated by the calculate_composition_ratio capability.
06
How does the capability determine if a hashtag count is optimal?
The validate_platform_fit capability compares your provided list against established best practices for specific platforms like Instagram and X, recommending whether to add or prune tags.
07
Can I check if my hashtags are easy to read?
Yes, using evaluate_tag_structure, you can identify tags that lack proper capitalization (CamelCase) or exceed recommended length limits.
08
How do I prevent my hashtags from being flagged as spam?
You can use scan_for_spam_patterns to check your hashtag set against a list of banned words and identify suspicious character patterns that might trigger platform filters.

Explore

More in Marketing

Connect Hashtag Effectiveness Analyzer to Claude, Cursor, ChatGPT & more

Your AI does the work. We keep it safe and sound.

Each Connector runs inside its own sealed environment.

One switch stops every agent. Instantly.

Spending limits that pause instead of surprise.

We ship only the actions that matter.

01-03

Detect redundancy

Evaluate tag structure

Validate platform fit

04-05

Calculate composition ratio

Scan for spam patterns

What teams actually run

Pre-Post Audit

Brand Campaign Setup

Account Safety Check

Platform Migration

Building your own app? The connector is yours to use.

Hashtag Effectiveness Analyzer Connector

Claude Desktop

Social Media Manager

Content Strategist

Digital Marketer

What platforms does this MCP support?

How does it help prevent shadowbanning?

Can it help with hashtag readability?

Do I need to host this myself?

What is a branded tag ratio?

How does the capability determine if a hashtag count is optimal?

Can I check if my hashtags are easy to read?

How do I prevent my hashtags from being flagged as spam?

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