Model Context Protocol (MCP) server for Bitbucket Cloud that exposes all Bitbucket API operations as MCP tools, grouped by resource type (pull requests, repositories, pipelines, etc.)
Critical failures across all 20 tools. Every tool has an identical, generic input schema with a single 'operation' string parameter lacking any description or constraints. No output schemas are documented. Tool descriptions are present but extremely generic (12-50 chars), providing no guidance on when to use each tool, what operations are supported, or what data is returned. The schema structure suggests code generation, but the generator produced non-functional tool definitions. No parameter validation, no error guidance, no composition support.
Add-on operations for Bitbucket Cloud
Branch restriction operations for Bitbucket Cloud repositories
Branching model operations for Bitbucket Cloud repositories
Commit status operations for Bitbucket Cloud repositories
Commit operations for Bitbucket Cloud repositories
Deployment operations for Bitbucket Cloud
Download operations for Bitbucket Cloud repositories
All 20 tools have identical, undocumented input schema: single 'operation' string parameter with no description, enum, or validation. LLM cannot determine valid operations or required arguments.
No output schemas documented for any tool. LLM cannot plan downstream calls or extract required fields (e.g., IDs for chaining).
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | F | 30 | 2026-07-28+ | v2 |
Webhook operations for Bitbucket Cloud repositories
Pipeline operations for Bitbucket Cloud
Pull request operations for Bitbucket Cloud repositories
Project-level branch restriction operations for Bitbucket Cloud
Project operations for Bitbucket Cloud
Property operations for Bitbucket Cloud
Git reference operations for Bitbucket Cloud repositories
Report operations for Bitbucket Cloud
Repository operations for Bitbucket Cloud
Search operations for Bitbucket Cloud
Snippet operations for Bitbucket Cloud
User operations for Bitbucket Cloud
Workspace operations for Bitbucket Cloud
Tool descriptions are generic and under 20 characters (e.g., 'Pull request operations for Bitbucket Cloud repositories'). No guidance on when to use each tool, what operations are supported, or prerequisites.
No error handling guidance. Tools do not indicate what errors are retryable, user-fixable, or fatal. No recovery suggestions.
No tool composition support. Tools do not return IDs or references needed for chaining (e.g., PR ID after create, repo ID after search). Agents cannot chain operations.