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5 examples of MCP servers that can power your AI agents

Jon Gitlin
Senior Content Marketing Manager
at Merge

As you build AI agents, you’ll likely need to connect them to Model Context Protocol (MCP) tools.

MCP tools can help your agents support key workflows, from creating product issues to coordinating candidate interviews to updating sales opportunities.

To help you pinpoint the best MCP servers for your agents, we’ll review several popular options.

Linear MCP server

Linear’s MCP server enables your agents to manage a wide range of issue management workflows.

In-demand tools

  • <code class="blog_inline-code">create_comment</code> 
  • <code class="blog_inline-code">resolve_comment</code>
  • <code class="blog_inline-code">get_issue </code>
  • <code class="blog_inline-code">list_issues</code>
  • <code class="blog_inline-code">create_issue</code>
  • <code class="blog_inline-code">list_cycles</code>

Common use cases for your agents

  • Automated triage: Automatically label, prioritize, and assign incoming Linear issues based on the issue’s title, description, comments, etc.
  • Ticket management: Enable users to create, update, or get information on issues within your business communications platform (e.g., Slack)
  • Cross-system workflows: Create issues in Linear when specific events occur in other systems, like a case for a product issue getting created in the CRM
  • Cycle planning assistance: Analyze cycle data to help teams with sprint planning and capacity management (e.g., providing recommendations on the number of issues your team should tackle in the next cycle)
  • Custom reporting: Build tailored reports by querying issues with specific filters, statuses, or labels

Related: Common examples of MCP integrations

Slack MCP server

A Slack MCP server lets your agents interact with users within the business communications platform in seemingly endless ways.

In-demand tools

  • <code class="blog_inline-code">list_channels</code>
  • <code class="blog_inline-code">create_channels</code>
  • <code class="blog_inline-code">archive_channel</code>
  • <code class="blog_inline-code">post_message</code>
  • <code class="blog_inline-code">get_user_conversations</code>
  • <code class="blog_inline-code">get_user_profile</code>
Snapshot of Merge Agent Handler's Slack tools
Merge Agent Handler’s Slack MCP server offers 50 tools, including those highlighted above

Common use cases for your agents 

  • Employee sentiment monitoring: Analyze message patterns, emoji reactions, and language across channels to detect team morale trends, identify potential burnout signals, or flag when discussions become heated. Your agent can then privately alert managers or HR with context
  • Employee onboarding: Welcome new hires when they join Slack, automatically guide them through relevant channels, answer common questions about their team’s processes, and surface important historical threads or documents they should read based on their role
  • Incident response coordination: When a product issue gets escalated in a project management platform, your agent can automatically create a dedicated incident channel in Slack, invite the on-call team, and share relevant context on the issue
  • Document generation: After an important conversation happens in Slack, a user can click a button like “document this conversation.” This could prompt the agent to summarize the conversation, extract action items and decisions, and automatically create or update documentation in an app like Notion

Google Calendar MCP server

A Google Calendar MCP server enables your agents to coordinate schedules and manage invitations across the company, teams, and individual employees.

In-demand tools

  • <code class="blog_inline-code">get_calendar</code>
  • <code class="blog_inline-code">create_event</code>
  • <code class="blog_inline-code">update_event</code>
  • <code class="blog_inline-code">list_events</code>
  • <code class="blog_inline-code">add_calendar_to_list</code>

Common use cases for your agents

  • Interview scheduling: Coordinate the entire interview process, from scheduling candidates across multiple interviewers to automatically rescheduling if conflicts arise or candidates request to reschedule
  • Productivity insights: Analyze calendar patterns to generate personalized insights for users, like "You spent 60% of your week in meetings vs. 40% last month." Your agent can also identify users’ most fragmented days, suggest optimal meeting-free days based on users’ scheduling patterns and preferences, and more
  • Intelligent time blocking: Automatically block focus time on users’ calendars when there are spikes in their assigned tasks in their project management tools
  • Availability Coordination: Monitor team calendars for out-of-office events, and automatically redistribute team responsibilities if needed. For example, if an engineer is going to be OOO when they’re scheduled to be on-call, your agent can automatically assign another engineer to be on-call that week

Salesforce MCP server

A Salesforce MCP server can help your agents manage a wide range of workflows across leads and customers.

In-demand tools

  • <code class="blog_inline-code">update_opportunity</code>
  • <code class="blog_inline-code">get_opportunity</code>
  • <code class="blog_inline-code">create_opportunity</code>
  • <code class="blog_inline-code">list_opportunities</code>
  • <code class="blog_inline-code">create_opportunity</code>

Common use cases for your agents

  • Automated updates from calls: As sales reps speak to prospects, your agent (or voice agent, in this context) can capture key discussion points, action items, and next steps in the appropriate records⁠ within Salesforce
  • Intelligent account research: Pull data from Salesforce and other sources (e.g., ticketing platforms) to compile comprehensive account research before sales calls, including recent activity history, competitive intel, and customer health scores⁠. Your agent can then share this with the rep directly in an app like Slack
  • Opportunity identification: Monitor support tickets for upsell or cross-sell signals and automatically create or update related opportunities in Salesforce with context from the support interaction
  • Deal closure orchestration: Coordinate actions across Salesforce and other tools when a deal closes. For example, your agent can update the opportunity in Salesforce, notify the team in Slack, and create onboarding tasks in Jira

GitHub MCP server

A GitHub MCP server can help your agents manage development workflows by creating issues, reviewing pull requests, and coordinating code changes across repositories.

In-demand tools

  • <code class="blog_inline-code">create_issue</code>
  • <code class="blog_inline-code">update_issue</code>
  • <code class="blog_inline-code">get_pull _requests</code>
  • <code class="blog_inline-code">create_pull_request</code>

Common use cases for your agents

  • Automated issue creation from product feedback: When users report bugs or feature requests in your product, your agent can automatically create GitHub issues with the relevant context, error logs, and reproduction steps in the appropriate repository
  • Incident escalations: When a critical bug is detected, your agent can create a GitHub issue and mark it as high priority before notifying the engineering team in Slack with a link to the issue
  • Code review assistance: Your agent can gather recent pull requests, code changes, and implementation patterns from GitHub and use them to help developers understand project updates, find specific code implementations, or identify security patterns 
  • Streamlined bug fixes: When minor bugs are reported, your agent can pull the relevant GitHub repository, set up the developer environment, make the appropriate code changes, and create a PR that tags certain engineers for review

Why you should use Merge’s MCP servers

Once you decide on the MCP servers you want to use, you’ll then need to decide on the type of MCP provider to leverage.

You can use the application provider’s official MCP server, those provided in a public community, or ones from a 3rd-party integration platform.

In most cases, the last option is your best one.

Official MCP servers are generally launched for marketing the brand. They’re rarely maintained and improved on, which can make them a performance and security risk for your agents. And community MCP servers can be an even bigger risk, as the provider may be little known, if known at all.

Merge Agent Handler, on the other hand, offers dozens of enterprise-grade MCP servers with thousands of tools.

A snapshot of the MCP connectors Merge Agent Handler supports
A snapshot of the MCP connectors Merge Agent Handler supports

Merge Agent Handler also provides:

  • Built-in security and governance: Every tool call is authenticated with proper credentials, logged for audit trails, scoped to specific user permissions, and monitored through customizable rules that can detect, flag, or block sensitive data
  • Battle-tested MCP tools: Leading AI companies like Perplexity leverage Merge Agent Handler successfully
Quote from the Head of Enterprise Product at Perplexity on using Merge Agent Handler
  • Extensible connectors: You can edit existing Merge-managed connectors or build custom ones using AI-assisted generation from OpenAPI specs, API documentation, or GitHub URLs

Start connecting your agents with MCP servers today by signing up for a free trial.

Jon Gitlin
Senior Content Marketing Manager
@Merge

Jon Gitlin is the Managing Editor of Merge's blog. He has several years of experience in the integration and automation space; before Merge, he worked at Workato, an integration platform as a service (iPaaS) solution, where he also managed the company's blog. In his free time he loves to watch soccer matches, go on long runs in parks, and explore local restaurants.

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API product. Merge is an integration platform to also manage customer integrations.  gradient text
But Merge isn’t just a Unified 
API product. Merge is an integration platform to also manage customer integrations.  gradient text
But Merge isn’t just a Unified 
API product. Merge is an integration platform to also manage customer integrations.  gradient text
But Merge isn’t just a Unified 
API product. Merge is an integration platform to also manage customer integrations.  gradient text