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Scored across 72 tools
Most tools have clear, distinct purposes, but there are overlapping issue-retrieval tools (jira_search, jira_get_project_issues, jira_get_board_issues, jira_get_sprint_issues) and a cluster of attachment-related tools (download, save, cache, upload endpoints) that can confuse an agent. The misleading bitbucket_get_commit_changes description (which sounds like commit history but takes a commit_id) adds ambiguity.
Tool names consistently use product prefixes (jira_, confluence_, bitbucket_) and mostly follow verb_noun patterns. However, there are notable inconsistencies: jira_jira_upload_attachment has a double prefix, bitbucket_get_commit_changes is misnamed, and some tools use prepositions (jira_get_sprints_from_board) while others do not. The pattern is readable but not uniform.
With 72 tools, this server far exceeds the 25+ threshold considered 'too many' and is in the extreme mismatch territory (50+). While it spans three products (Jira, Confluence, Bitbucket), the sheer number creates a massive, hard-to-navigate tool surface that could overwhelm agents even with good descriptions.
The server provides comprehensive coverage of core Atlassian workflows: Jira issue CRUD, search, comments, worklogs, attachments, sprints, boards, and versions; Confluence page CRUD, comments, labels, and search; Bitbucket repository/PR operations, commits, builds, and file access. Minor gaps exist (e.g., no PR merge/decline, no Confluence attachments) but they are not critical for typical usage.