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25 MCP Prompts for Social Media: Templates for Creators and Marketers

A practical library of 25 MCP prompts for social media — organized by use case so creators and marketers can copy, adapt, and get results faster.

25 MCP Prompts for Social Media: Templates for Creators and Marketers

MCP changes what’s possible with AI and social media — but only if you know how to ask for what you want. The protocol itself is the plumbing. The prompts are how you turn on the tap.

When you connect an AI like Claude to a social media tool via MCP, you gain direct access to scheduling, analytics, post history, and more — all inside a single conversation. But the quality of what you get out depends almost entirely on the quality of what you put in. A vague request like “write me a post” produces generic output. A well-structured prompt with context, constraints, and a clear goal produces something you can actually use.

This is the gap most guides skip over. They explain how MCP works — if you need that foundation, How to Use MCP Servers for Social Media Automation: The Complete Guide is the place to start — but they don’t give you the actual prompts. This article does. Below are 25 MCP prompts organized by use case, each formatted as a reusable template you can copy, customize, and deploy today.

A few notes before diving in. These prompts are designed for any MCP-compatible AI (Claude, ChatGPT with MCP support, or similar). Placeholders are written in [BRACKETS] — replace them with your specific details before running. And while these prompts work with any MCP-connected scheduling tool, they’re particularly effective with BrandGhost, which exposes scheduling, analytics, and post history natively through its MCP server.


1. Content Creation Prompts

These prompts are for generating platform-native content — the kind that actually fits how each channel works.


Platform-Specific Post Draft

“Write a [LinkedIn / Twitter / Instagram / Facebook] post about [TOPIC]. The tone should be [professional / conversational / educational / punchy]. The post should be optimized for the platform’s format: [LinkedIn: 150–300 words with a hook and 3–5 bullet points / Twitter: under 280 characters / Instagram: caption with a call to action and 5–10 hashtags / Facebook: conversational, 2–3 short paragraphs]. Do not include generic filler phrases like ‘In today’s fast-paced world.’”

Works best with: Claude or any MCP-compatible AI


Tone Adaptation Across Platforms

“I have this post: [PASTE YOUR DRAFT]. Rewrite it for [PLATFORM], keeping the core message but adjusting the tone and format to match how content performs on that platform. Give me the rewritten version only — no commentary.”

Works best with: Claude or any MCP-compatible AI


Twitter/X Thread Generator

“Turn this idea into a Twitter thread of [5–8] tweets: [TOPIC OR DRAFT]. Start with a hook tweet that makes people want to read the rest. Each tweet should be self-contained but build toward the final tweet, which should include a call to action: [YOUR CTA — e.g., ‘follow for more,’ ‘link in bio,’ ‘reply with your take’].”

Works best with: Claude or any MCP-compatible AI


Carousel or Slide Script

“Write the text for a [5 / 7 / 10]-slide Instagram or LinkedIn carousel about [TOPIC]. Each slide should have a headline (max 8 words) and 1–2 supporting sentences. Slide 1 is the hook. The last slide is a call to action: [YOUR CTA].”

Works best with: Claude or any MCP-compatible AI


Brand Voice Post from Raw Notes

“Here are my rough notes on [TOPIC]: [PASTE NOTES]. Write a polished [PLATFORM] post in my brand voice: [describe your voice — e.g., ‘direct and slightly irreverent, like a knowledgeable friend who skips the fluff’]. Keep the ideas but make the writing feel natural, not like an AI wrote it.”

Works best with: Claude or any MCP-compatible AI


2. Scheduling & Planning Prompts

These prompts connect directly to MCP-powered scheduling tools to move from ideas to a calendar.


Weekly Content Calendar Build

“Build me a 5-day social media content calendar for the week of [DATE RANGE]. I post on [PLATFORMS]. My content pillars are: [LIST 3–4 TOPICS OR THEMES]. For each day, suggest a post topic, the platform it’s for, a recommended posting time, and the format (single image, video, text-only, carousel, etc.). Output this as a table.”

Works best with: Claude or any MCP-compatible AI

For a deeper workflow that goes beyond a single week, see How to Build a Content Calendar Using Claude and MCP — it covers how to automate recurring calendar generation end to end.


Batch Schedule from a Draft List

“I have the following [NUMBER] post drafts ready. Using the BrandGhost MCP server, schedule them across [PLATFORMS] over the next [TIME PERIOD], spacing them at least [X HOURS] apart. Prefer morning slots ([TIME RANGE]) unless I’ve specified otherwise. Here are the drafts: [PASTE DRAFTS WITH PLATFORM LABELS].”

Works best with: Claude + BrandGhost MCP


Optimal Time Finder

“Based on my recent post history in BrandGhost, which days and times have generated the most engagement on [PLATFORM]? Summarize any patterns you find and recommend a posting schedule I should follow for the next 30 days.”

Works best with: Claude + BrandGhost MCP


Content Gap Identifier

“Look at my scheduled and published posts for the past [30 / 60 / 90] days. Which of my content pillars ([LIST PILLARS]) have I posted about least? Recommend 5 post ideas to fill those gaps, including a suggested platform and format for each.”

Works best with: Claude + BrandGhost MCP


Evergreen Content Recycler

“Find my top-performing posts from [TIME PERIOD] that are still relevant today. List them with their original publish date and engagement summary. Then suggest updated versions of the top [3–5] that I could reschedule without the content feeling stale.”

Works best with: Claude + BrandGhost MCP


3. Analytics & Insights Prompts

Use these when you want to turn raw performance data into actionable decisions — without exporting CSVs.


Performance Summary

“Pull my social media analytics from BrandGhost for the past [7 / 30 / 90] days across [PLATFORMS]. Summarize: total reach, total engagement, average engagement rate, and my top 3 performing posts. Present the summary in plain language, not just numbers.”

Works best with: Claude + BrandGhost MCP


Top Content Pattern Finder

“Look at my 10 best-performing posts from the last [TIME PERIOD] on [PLATFORM]. What do they have in common? Identify patterns in format, length, topic, posting time, or structure. Give me 3 specific takeaways I can apply to future posts.”

Works best with: Claude + BrandGhost MCP


Underperforming Content Audit

“Show me my 10 lowest-performing posts from the last [TIME PERIOD] on [PLATFORM]. For each one, suggest one specific reason it may have underperformed and one way I could improve a similar post in the future.”

Works best with: Claude + BrandGhost MCP


Platform Comparison Report

“Compare my performance across [LIST PLATFORMS] for the past [TIME PERIOD]. Which platform is driving the most reach? Which is driving the most engagement? Where should I be investing more time based on these numbers?”

Works best with: Claude + BrandGhost MCP


Monthly Recap Generator

“Generate a monthly social media performance recap for [MONTH]. Include: total posts published per platform, best-performing post on each platform (title or excerpt + why it worked), key wins, and one thing to improve next month. Format it as a brief report I could share with a client or team.”

Works best with: Claude + BrandGhost MCP


4. Repurposing Prompts

These prompts take existing content and extend its reach across formats and platforms.


Blog Post to Social Pack

“Here’s a blog post: [PASTE FULL TEXT OR URL]. Turn it into a social media content pack: one LinkedIn post (200–250 words), one Twitter thread (6 tweets), one Instagram caption with hashtags, and one short Facebook post. Each should stand alone and reflect a different angle from the article.”

Works best with: Claude or any MCP-compatible AI


Top Post Repurpose

“Pull my top-performing post from [PLATFORM] in the last [TIME PERIOD] from BrandGhost. Rewrite it in [2–3] new formats: [e.g., a short-form video script, a LinkedIn carousel outline, a newsletter intro paragraph]. Preserve the original message but make each format feel native to its medium.”

Works best with: Claude + BrandGhost MCP


Cross-Platform Reformatter

“I have this post written for [SOURCE PLATFORM]: [PASTE POST]. Reformat it for [TARGET PLATFORM 1] and [TARGET PLATFORM 2]. Adjust length, tone, hashtag use, and structure so each version feels native. Do not just copy the original with minor edits.”

Works best with: Claude or any MCP-compatible AI


Podcast or Video to Social Content

“Here is a transcript (or summary) from a [podcast episode / video / webinar]: [PASTE CONTENT]. Extract the 5 most shareable insights and write a short social post for each one, formatted for [PLATFORM]. Each post should work as a standalone quote or takeaway.”

Works best with: Claude or any MCP-compatible AI


Long-Form to Short-Form Distiller

“Here is a long piece of content: [PASTE OR DESCRIBE]. Identify the single strongest sentence or idea in it. Then write 3 variations of a [PLATFORM] post built around just that one idea — keep each version under [WORD COUNT / CHARACTER LIMIT].”

Works best with: Claude or any MCP-compatible AI


5. Community & Engagement Prompts

These prompts help you manage the human side of social — faster and at scale.


Comment Response Templates

“Write 5 response templates for common comments on [PLATFORM] in my niche ([NICHE OR TOPIC]). Cover: (1) a thank-you for a compliment, (2) a response to a question I can’t fully answer in comments, (3) a reply to a disagreement that stays professional, (4) a response to spam or irrelevant tags, and (5) a reply that invites further conversation. Keep each under 3 sentences. My brand voice is [DESCRIBE VOICE].”

Works best with: Claude or any MCP-compatible AI


DM Prioritization Script

“I have a backlog of DMs on [PLATFORM]. Help me write a prioritization framework. Categorize incoming DMs into: (1) potential clients or leads — respond within 24 hours, (2) collaboration or partnership requests — respond within 48 hours, (3) general questions with a known answer — use a template, (4) everything else — acknowledge and archive. Give me a template reply for categories 1 and 3.”

Works best with: Claude or any MCP-compatible AI


Engagement Prompt Post

“Write a [PLATFORM] post designed to drive comments and discussion. The topic is [TOPIC]. Use one of these engagement formats: a hot take, a poll question, a ‘this or that’ choice, or a fill-in-the-blank. The goal is to get people to reply or share their opinion — not just like. Keep it under [WORD / CHARACTER LIMIT].”

Works best with: Claude or any MCP-compatible AI


Community Highlight Post

“Write a [PLATFORM] post that highlights or gives credit to someone in my community or audience. The person is [NAME or HANDLE] and they [BRIEF DESCRIPTION OF WHAT THEY DID — e.g., asked a great question, shared our post, achieved something]. Keep it warm, genuine, and under [WORD COUNT]. Do not make it sound like a paid partnership unless it is one.”

Works best with: Claude or any MCP-compatible AI


Comment Monitoring Brief

“Look at comments on my most recent [NUMBER] posts in BrandGhost across [PLATFORMS]. Summarize: (1) the most common questions being asked, (2) any recurring complaints or concerns, and (3) any standout positive reactions worth engaging with. Present this as a quick brief I can act on in the next 30 minutes.”

Works best with: Claude + BrandGhost MCP


Putting These Prompts to Work

The prompts marked as Claude + BrandGhost MCP require an active MCP connection between your AI and your BrandGhost account. If you haven’t done that yet, MCP for Beginners: Your First AI-Powered Social Media Post walks through the entire setup process from scratch, including how to connect your first MCP server.

The prompts marked as Claude or any MCP-compatible AI work in any AI chat session — no special connection required. They’re still valuable even before your MCP setup is complete, and they make excellent starting points for building your own prompt library.

A few principles worth following as you adapt these:

Be specific about platform. Vague prompts produce generic output. Always name the platform, the audience, and the goal.

Include your brand voice. The more context you give about how you sound — what you avoid, what you lean into — the less editing you’ll need to do afterward.

Iterate, don’t accept first drafts. Use these prompts as starting points. If the first output isn’t quite right, follow up with “make this shorter,” “more direct,” or “less formal” rather than starting over.

Save your best variants. When a prompt produces consistently good output after some customization, save the modified version. Your prompt library is a compounding asset.

MCP closes the gap between generating content and doing something with it. These prompts are how you make the most of that connection — every session, at any scale.


Frequently Asked Questions

What are MCP prompts?

MCP prompts are natural language instructions you give an AI assistant connected to a social media tool via the Model Context Protocol. They tell the AI exactly what action to take, on which platform, and in what style.

Why does prompt quality matter when using MCP for social media?

Because MCP gives AI direct access to your publishing tools, a vague prompt produces generic content while a well-structured prompt with clear context, tone, and constraints produces output you can use immediately.

Can MCP prompts be reused across different AI tools?

Yes. The prompts in this guide are designed as reusable templates compatible with any MCP-capable AI, including Claude and ChatGPT with MCP support. Replace the bracketed placeholders with your own details before running.

What AI assistants support MCP prompts for social media?

Claude is the primary AI with native MCP support since Anthropic developed the protocol. ChatGPT and other assistants are adding MCP compatibility, and the ecosystem is expanding rapidly in 2025.

This post is licensed under CC BY 4.0 by the author.