Project management MCP servers: overview, examples, and use cases
Jon Gitlin
Senior Content Marketing Manager
at Merge
You can enable your agents to support workflows across issues or tasks by connecting to project management platformsâ Model Context Protocol (MCP) servers.
To help you leverage this category of MCP servers, weâll break down several impactful use cases as well as a few popular servers.Â
But first, letâs align on the definition of a project management MCP server.
What is a project management MCP server?
Itâs any server that exposes data or functionality from a project management platform. This includes âofficial MCP serversâ (i.e., provided by the application itself), any from integration providers, and those from public communities, like GitHub.
Project management MCP servers can support any AI agents, whether theyâre built to support your product or your employees
Your use cases depend on the type of agents you support. That said, here are a few common agentic workflows:
Automated ticket triage and routing: Your agent can intelligently categorize and route incoming tickets based on their content. For example, if a ticketâs description says that the site is down, the agent can assign the ticket to the web developer with the most available bandwidth
Cross-system issue creation: When specific events occur in other systems (e.g., when a product issue case gets created in your CRM), your agent can create issues in your project management platform and share these issues with the appropriate team in an app like Slack
Incident response coordination: When your agent detects critical issues, it can create high-priority tickets and automatically notify the engineering team in Slack with a link to the issue. Your agent can even create a dedicated incident channel in Slack, invite the on-call team, and share relevant context, like the link to the ticket
Custom reporting and analytics: Your agent can build tailored reports by querying issues with specific filters, statuses, or labels. These reports can be used to help teams understand bottlenecks and track progress across projects
Agent Handler, which is a 3rd-party tool-calling platform powered by Merge, offers a Linear MCP server that supports 20+ tools.
A snapshot of the tools Merge Agent Handler supports
Top features of Merge Agent Handlerâs Linear MCP server:
Customizable tools: While each tool is battle-tested by Mergeâs team, you can easily modify any of the toolsâ names, descriptions, and schemas
To customize a tool description, you can simply edit the existing description and select âSave overrideâÂ
Comprehensive logs: You can easily review all of the tool calls your agents make with the Linear MCP server via Merge Agent Handlerâs logs. Each log includes details like the user who invoked the tool, when the tool was called, the arguments passed, and the information returned
A snapshot of an individual tool call log
Data loss prevention (DLP): You can set rules in Merge Agent Handler that prevent your agents from sharing sensitive data fromâor adding sensitive data toâLinear. For instance, you can set a rule that blocks your agents from sharing customersâ email addresses from Linear tickets in other systems
GitHubâs official MCP server
The project management platform for developers offers an official MCP server thatâs already gained widespread adoption; itâs been forked more than 3k times, has 25k stars, and has accumulated more than 140 pull requests to date.
Top features of GitHubâs MCP server
Secure, scoped authentication: The server uses native GitHub auth and permission scopes to tightly control the tools agents can read or modify
Deep repository and code access: GitHubâs MCP server lets agents browse files, commits, and diffs to understand and reason about the full codebase context
Issue and pull request intelligence: It provides structured access to issues, PRs, reviews, and discussions to help your agents execute workflows that involve triaging, summarizing, and reviewing code
Community MCP server for Asana
You can find several Asana MCP servers built by individuals online, but the one provided here is one of the mostâif not the mostâpopular.
Its adoption stats arenât as impressive as the previous MCP server, but itâs still high for a community MCP server (e.g., itâs been forked 43 times).Â
Top features of this Asana MCP server
Broad tool coverage: It lets your agents perform a wide range of actions on tasks, workspaces, projects, and more
Secure testing: You can disable write operations to prevent accidental or unintended writes while testing the tools (e.g., adding an employeeâs social security number in a taskâs description)
Highly extensible: Since the server is community provided, you can easily extend and/or customize its tools
Adopt enterprise-grade project management MCP servers with Merge Agent Handler
Each of these servers include dozens of secure and reliable tools out of the box that are fully maintained by Merge. In addition, Merge Agent Handler lets you:
Test tools across prompts before pushing them to production. Use the Evaluation Suite to validate tool performance and ensure reliability across different scenarios
Add MCP servers. Integrate any remote MCP server into Agent Handler in seconds to expand your connector and tool library
Access fully-searchable logs across your tool calls. Get complete visibility into every tool execution with detailed logs that help you debug issues and optimize performance
Build rules that, if violated, trigger notifications for your team. Set up governance guardrails to manage tool usage and get instant alerts when agents behave unexpectedly
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.
Read more
Bring dots to work with Merge for Workforce
Product
Bring Grok Bot to work with Merge for Workforce
Migrate integrations to Merge Unified without asking your customers to re-auth