--- title: "atlassian-mcp-server vs repoprompt-ce" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/atlassian-atlassian-mcp-server-vs-repoprompt-repoprompt-ce" tools: ["atlassian-atlassian-mcp-server", "repoprompt-repoprompt-ce"] --- # atlassian-mcp-server vs repoprompt-ce *GraphCanon updated Jul 27, 2026* ## Verdict Pick atlassian-mcp-server if the atlassian-mcp-server is an official repository designed to bridge Atlassian products including Jira, Confluence, and Bitbucket with AI tools via the Model Context Protocol using OAuth 2.1 or API tokens; pick repoprompt-ce if repoprompt-ce is an open-source Swift-based macOS app designed to support AI coding agents through context engineering features and integration with MCP CLI, suitable for. [atlassian-mcp-server](https://atlassian.com/platform/rovo-mcp) reports 910 GitHub stars, 116 forks, and 71 open issues, last pushed Jul 8, 2026. [repoprompt-ce](https://repoprompt.com) has 834 stars, 109 forks, and 176 open issues, last pushed Jul 27, 2026. Figures are from public GitHub metadata via [atlassian-mcp-server's repository](https://github.com/atlassian/atlassian-mcp-server) and [repoprompt-ce's repository](https://github.com/repoprompt/repoprompt-ce). | | [atlassian-mcp-server](/tools/atlassian-atlassian-mcp-server.md) | [repoprompt-ce](/tools/repoprompt-repoprompt-ce.md) | | --- | --- | --- | | Tagline | Official MCP server for integrating Atlassian products with AI tools through OAuth and API tokens | A native macOS app for AI coding agents with MCP CLI, aiding prompt engineering and context management | | Stars | 910 | 834 | | Forks | 116 | 109 | | Open issues | 71 | 176 | | Language | JavaScript | Swift | | Adopt for | The atlassian-mcp-server is an official repository designed to bridge Atlassian products including Jira, Confluence, and Bitbucket with AI tools via the Model Context Protocol using OAuth 2.1 or API tokens. | repoprompt-ce is an open-source Swift-based macOS app designed to support AI coding agents through context engineering features and integration with MCP CLI, suitable for developers working on the macOS platform. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Apache-2.0 | | Categories | AI Agents, Developer Tools | AI Agents, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [atlassian-mcp-server](/tools/atlassian-atlassian-mcp-server.md) | [repoprompt-ce](/tools/repoprompt-repoprompt-ce.md) | | --- | --- | --- | | Maintenance | Active (82%) | Very active (96%) | | Days since push | 18d | 0d | | Open issues (now) | 71 | 176 | | Full report | [trust report](/tools/atlassian-atlassian-mcp-server/trust.md) | [trust report](/tools/repoprompt-repoprompt-ce/trust.md) | ## Decision facts: atlassian-mcp-server - **Adopt for:** The atlassian-mcp-server is an official repository designed to bridge Atlassian products including Jira, Confluence, and Bitbucket with AI tools via the Model Context Protocol using OAuth 2.1 or API tokens. ## Decision facts: repoprompt-ce - **Adopt for:** repoprompt-ce is an open-source Swift-based macOS app designed to support AI coding agents through context engineering features and integration with MCP CLI, suitable for developers working on the macOS platform. ## Choose when ### Choose atlassian-mcp-server if… - atlassian-mcp-server is primarily JavaScript; repoprompt-ce is Swift. - Tags unique to atlassian-mcp-server: ai, atlassian, bitbucket, chatgpt. - When needing secure integration of Atlassian apps with AI like ChatGPT or VS Code through modern authentication ### Choose repoprompt-ce if… - repoprompt-ce is primarily Swift; atlassian-mcp-server is JavaScript. - Tags unique to repoprompt-ce: ai-agents, coding-agents, context-engineering, macos. - You need a tool that integrates well with the macOS environment ## When NOT to use atlassian-mcp-server - If only generic third-party integrations without official Atlassian support are required - For environments that do not allow OAuth 2.1 or API token-based authentication methods ## When NOT to use repoprompt-ce - Your development does not involve work on the macOS platform - The necessity for an open-source option is outweighed by other proprietary features you require ## Common questions ### What is the difference between atlassian-mcp-server and repoprompt-ce? atlassian-mcp-server: Official MCP server for integrating Atlassian products with AI tools through OAuth and API tokens. repoprompt-ce: A native macOS app for AI coding agents with MCP CLI, aiding prompt engineering and context management. See the comparison table for live GitHub stats and shared categories. ### When should I choose atlassian-mcp-server over repoprompt-ce? Choose atlassian-mcp-server over repoprompt-ce when atlassian-mcp-server is primarily JavaScript; repoprompt-ce is Swift; Tags unique to atlassian-mcp-server: ai, atlassian, bitbucket, chatgpt; When needing secure integration of Atlassian apps with AI like ChatGPT or VS Code through modern authentication. ### When should I choose repoprompt-ce over atlassian-mcp-server? Choose repoprompt-ce over atlassian-mcp-server when repoprompt-ce is primarily Swift; atlassian-mcp-server is JavaScript; Tags unique to repoprompt-ce: ai-agents, coding-agents, context-engineering, macos; You need a tool that integrates well with the macOS environment. ### When should I avoid atlassian-mcp-server? If only generic third-party integrations without official Atlassian support are required For environments that do not allow OAuth 2.1 or API token-based authentication methods ### When should I avoid repoprompt-ce? Your development does not involve work on the macOS platform The necessity for an open-source option is outweighed by other proprietary features you require ### Is atlassian-mcp-server or repoprompt-ce more popular on GitHub? atlassian-mcp-server has more GitHub stars (910 vs 834). Stars measure visibility, not whether either tool fits your constraints. ### Are atlassian-mcp-server and repoprompt-ce open source? Yes - both are open-source projects on GitHub (atlassian-mcp-server: Apache-2.0, repoprompt-ce: Apache-2.0). ### Where can I find alternatives to atlassian-mcp-server or repoprompt-ce? GraphCanon lists graph-backed alternatives at [atlassian-mcp-server alternatives](/tools/atlassian-atlassian-mcp-server/alternatives) and [repoprompt-ce alternatives](/tools/repoprompt-repoprompt-ce/alternatives) ([atlassian-mcp-server markdown twin](/tools/atlassian-atlassian-mcp-server/alternatives.md), [repoprompt-ce markdown twin](/tools/repoprompt-repoprompt-ce/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/atlassian-atlassian-mcp-server-vs-repoprompt-repoprompt-ce.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, atlassian-mcp-server or repoprompt-ce? atlassian-mcp-server: Active. repoprompt-ce: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for atlassian-mcp-server and repoprompt-ce? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [atlassian-mcp-server trust report](/tools/atlassian-atlassian-mcp-server/trust); [repoprompt-ce trust report](/tools/repoprompt-repoprompt-ce/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=atlassian-atlassian-mcp-server`](/api/graphcanon/graph?tool=atlassian-atlassian-mcp-server) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_