--- title: "atlassian-mcp-server vs fastapi_mcp" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/atlassian-atlassian-mcp-server-vs-tadata-org-fastapi-mcp" tools: ["atlassian-atlassian-mcp-server", "tadata-org-fastapi-mcp"] --- # atlassian-mcp-server vs fastapi_mcp *GraphCanon updated Aug 26, 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 fastapi_mcp if fastapi_mcp enables FastAPI applications to integrate with MCP and includes authentication support. [atlassian-mcp-server](https://atlassian.com/platform/rovo-mcp) reports 910 GitHub stars, 116 forks, and 71 open issues, last pushed Jul 8, 2026. [fastapi_mcp](https://fastapi-mcp.tadata.com/) has 12k stars, 964 forks, and 166 open issues, last pushed Nov 24, 2025. Figures are from public GitHub metadata via [atlassian-mcp-server's repository](https://github.com/atlassian/atlassian-mcp-server) and [fastapi_mcp's repository](https://github.com/tadata-org/fastapi_mcp). | | [atlassian-mcp-server](/tools/atlassian-atlassian-mcp-server.md) | [fastapi_mcp](/tools/tadata-org-fastapi-mcp.md) | | --- | --- | --- | | Tagline | Official MCP server for integrating Atlassian products with AI tools through OAuth and API tokens | Expose FastAPI endpoints as MCP tools with authentication | | Stars | 910 | 11,986 | | Forks | 116 | 964 | | Open issues | 71 | 166 | | Language | JavaScript | Python | | 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. | fastapi_mcp enables FastAPI applications to integrate with MCP and includes authentication support. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | The MIT License grants permissive use rights without substantial obligations of any sort. | | Categories | AI Agents, Developer Tools | LLM Frameworks | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [atlassian-mcp-server](/tools/atlassian-atlassian-mcp-server.md) | [fastapi_mcp](/tools/tadata-org-fastapi-mcp.md) | | --- | --- | --- | | Maintenance | Active (82%) | Slowing (36%) | | Days since push | 18d | 274d | | Open issues (now) | 71 | 166 | | Stars delta | Unknown | +30 (30d) | | Open issues delta | Unknown | +8 (30d) | | Full report | [trust report](/tools/atlassian-atlassian-mcp-server/trust.md) | [trust report](/tools/tadata-org-fastapi-mcp/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: fastapi_mcp - **Adopt for:** fastapi_mcp enables FastAPI applications to integrate with MCP and includes authentication support. - **License detail:** The MIT License grants permissive use rights without substantial obligations of any sort. ## Choose when ### Choose atlassian-mcp-server if… - atlassian-mcp-server is primarily JavaScript; fastapi_mcp is Python. - License: atlassian-mcp-server is Apache-2.0, fastapi_mcp is MIT. - Tags unique to atlassian-mcp-server: atlassian, bitbucket, chatgpt, compass. - Also covers AI Agents, Developer Tools. - When needing secure integration of Atlassian apps with AI like ChatGPT or VS Code through modern authentication ### Choose fastapi_mcp if… - fastapi_mcp is primarily Python; atlassian-mcp-server is JavaScript. - License: fastapi_mcp is MIT, atlassian-mcp-server is Apache-2.0. - Tags unique to fastapi_mcp: authentication, authorization, cursor, fastapi. - Also covers LLM Frameworks. - When you need to expose FastAPI application endpoints following the Model Context Protocol (MCP) guidelines. ## 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 fastapi_mcp - If your project strictly uses non-Python languages or frameworks that are not compatible with FastAPI and do not require integration with the Model Context Protocol (MCP). - When you seek broader support outside MCP protocol, as this tool confines its utility specifically to applications needing MCP compatibility. ## Common questions ### What is the difference between atlassian-mcp-server and fastapi_mcp? atlassian-mcp-server: Official MCP server for integrating Atlassian products with AI tools through OAuth and API tokens. fastapi_mcp: Expose FastAPI endpoints as MCP tools with authentication. See the comparison table for live GitHub stats and shared categories. ### When should I choose atlassian-mcp-server over fastapi_mcp? Choose atlassian-mcp-server over fastapi_mcp when atlassian-mcp-server is primarily JavaScript; fastapi_mcp is Python; License: atlassian-mcp-server is Apache-2.0, fastapi_mcp is MIT; Tags unique to atlassian-mcp-server: atlassian, bitbucket, chatgpt, compass; Also covers AI Agents, Developer Tools; When needing secure integration of Atlassian apps with AI like ChatGPT or VS Code through modern authentication. ### When should I choose fastapi_mcp over atlassian-mcp-server? Choose fastapi_mcp over atlassian-mcp-server when fastapi_mcp is primarily Python; atlassian-mcp-server is JavaScript; License: fastapi_mcp is MIT, atlassian-mcp-server is Apache-2.0; Tags unique to fastapi_mcp: authentication, authorization, cursor, fastapi; Also covers LLM Frameworks; When you need to expose FastAPI application endpoints following the Model Context Protocol (MCP) guidelines. ### 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 fastapi_mcp? If your project strictly uses non-Python languages or frameworks that are not compatible with FastAPI and do not require integration with the Model Context Protocol (MCP). When you seek broader support outside MCP protocol, as this tool confines its utility specifically to applications needing MCP compatibility. ### Is atlassian-mcp-server or fastapi_mcp more popular on GitHub? fastapi_mcp has more GitHub stars (11,986 vs 910). Stars measure visibility, not whether either tool fits your constraints. ### Are atlassian-mcp-server and fastapi_mcp open source? Yes - both are open-source projects on GitHub (atlassian-mcp-server: Apache-2.0, fastapi_mcp: MIT). ### Where can I find alternatives to atlassian-mcp-server or fastapi_mcp? GraphCanon lists graph-backed alternatives at [atlassian-mcp-server alternatives](/tools/atlassian-atlassian-mcp-server/alternatives) and [fastapi_mcp alternatives](/tools/tadata-org-fastapi-mcp/alternatives) ([atlassian-mcp-server markdown twin](/tools/atlassian-atlassian-mcp-server/alternatives.md), [fastapi_mcp markdown twin](/tools/tadata-org-fastapi-mcp/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-tadata-org-fastapi-mcp.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 fastapi_mcp? atlassian-mcp-server: Active. fastapi_mcp: Slowing. 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 fastapi_mcp? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [atlassian-mcp-server trust report](/tools/atlassian-atlassian-mcp-server/trust); [fastapi_mcp trust report](/tools/tadata-org-fastapi-mcp/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/_