Forums

Articles
Create
cancel
Showing results for 
Search instead for 
Did you mean: 

MCP server consumes 24k tokens just by connecting - makes it unusable

Luis Rudge
January 5, 2026

For reference, asking "1+1?" with Jira MCP enabled costs 24,488 tokens. The same query without it costs a few hundred.

This is a significant problem because:

  • Most LLM context windows are 128k-200k tokens - Jira alone eats 12-20% just by existing
  • Users pay per token - this adds unnecessary cost to every single request
  • It makes the MCP impractical for real coding workflows where context is precious

The tool definitions being sent are clearly too verbose. Please consider trimming the schema descriptions or implementing lazy-loading for tool definitions.

 

Please implement dynamic tool discovery: https://modelcontextprotocol.io/legacy/concepts/tools#tool-discovery-and-updates

2 comments

Comment

Log in or Sign up to comment
Ibby
Atlassian Team
Atlassian Team members are employees working across the company in a wide variety of roles.
January 5, 2026

Thanks Luis for the feedback, we will work on addressing this issue.

Like # people like this
Luis Rudge
January 9, 2026

Thanks!

Ibby
Atlassian Team
Atlassian Team members are employees working across the company in a wide variety of roles.
January 29, 2026

Hey @Luis Rudge 

We started rolling out tool level description reduction for both Jira and Confluence, it would take until end of the week to fully rollout to all regions. The reduction for initial connection is ~50% of tokens from tool description and metadata.

Next we will start working on improving the responses like search tools etc to avoid returning unused fields.

Like Jeffin Varghese likes this
Luis Rudge
January 29, 2026

Thank you! Excited to give it a shot when it's live

Like Jeffin Varghese likes this
Ibby
Atlassian Team
Atlassian Team members are employees working across the company in a wide variety of roles.
February 2, 2026

The change is now live on 100%.

We will start with reducing response token size next.

Like Jeffin Varghese likes this
TAGS
AUG Leaders

Atlassian Community Events