Prefect

Write regression tests that catch recurring bugs in FastMCP changes using pytest. Covers reproducing failures before a fix, testing requests without a network server, and checking outgoing requests while replacing external services with test substitutes.

中文简介正在准备中。当前显示英语简介。

• Reproducing a bug before testing its fix
• Testing MCP behavior without a network server
• Checking requests sent to external services

Take a selected FastMCP bug from a reproducible failure to a focused fix. Check compatibility, run required validation, prepare a pull request, and follow automated checks and review feedback after publication.

中文简介正在准备中。当前显示英语简介。

• Fixing a reproducible FastMCP bug
• Checking compatibility before publishing a fix
• Following checks and feedback after opening a pull request

Build, extend, or review Python FastMCP servers using documentation for the installed version. Design operations that agents can discover and use, then check input definitions, results, error handling, and representative agent workflows.

中文简介正在准备中。当前显示英语简介。

• Building an MCP server with Python FastMCP
• Adding tools, resources, or reusable prompts
• Reviewing input definitions and error handling

Write and revise FastMCP documentation pages with consistent structure, clear explanations, and runnable code examples. Covers accessibility, link and Python checks, and the publishing steps needed to confirm changes reach the live site.

中文简介正在准备中。当前显示英语简介。

• Documenting a new FastMCP feature
• Reworking an existing documentation page
• Reviewing accessibility and page consistency

Review a FastMCP pull request for justified behavior, implementation correctness, and compatibility. Independently check the proposed change, assess automated checks and reviewer feedback, and report a verdict tied to the exact revision examined.

中文简介正在准备中。当前显示英语简介。

• Reviewing a draft or ready FastMCP pull request
• Checking local changes before publication
• Reassessing a revision after checks and review feedback

Discover MCP servers and inspect their available tools from the command line, then invoke operations with typed arguments or JSON. Use local files, remote endpoints, or configured server names, and return structured output for scripts.

中文简介正在准备中。当前显示英语简介。

• Finding MCP servers configured in editors or a project
• Inspecting available tools and input definitions
• Calling tools on local or remote MCP servers

Evaluate an incoming FastMCP issue and its linked pull requests. Check whether the reported behavior is a supported bug, assess the proposed contribution, and recommend assigning the contributor, declining, or seeking a specific maintainer decision.

中文简介正在准备中。当前显示英语简介。

• Deciding whether to assign an external contributor
• Assessing a pull request closed by contribution checks
• Checking whether reported behavior is a supported bug

Find worthwhile FastMCP issues within a backlog or release window. Investigate user impact, intended behavior, likely causes, and existing pull requests, then recommend concrete candidates with links and next steps.

中文简介正在准备中。当前显示英语简介。

• Choosing the next FastMCP issue to work on
• Finding issues reported or updated since the last patch
• Organizing fixed issues and competing pull requests

Assess FastMCP vulnerability reports by preserving evidence, reproducing claims, and identifying which component owns the failed protection. Establish affected versions and realistic impact, review proposed fixes, and recommend how the report should be handled.

中文简介正在准备中。当前显示英语简介。

• Assessing vulnerability reports and bug bounty submissions
• Separating OAuth proxy issues from deployment problems
• Checking affected versions and realistic impact

Prepare and publish FastMCP releases, from reviewing changes and crediting contributors to updating changelogs, creating release tags, checking Python package publication on PyPI, and confirming that the documentation site reflects the release.

中文简介正在准备中。当前显示英语简介。

• Previewing changes for the next FastMCP release
• Preparing release notes and contributor credits
• Publishing a patch or maintenance release